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CheXFound
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55979d41-21bf-4bae-ac9a-9a74ec264673
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: no\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: no\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(M)" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.006626199930906296, "Atelectasis": 0.01280670240521431, "Azygos Lobe": 0.0000016716181789888651, "Calcification of the Aorta": 0.0000032893387924559647, "Cardiomegaly": 0.28464287519454956, "Clavicle Fracture": 0.000009424365998711437, "Consolidation": 0.01584038697183132, "Edema": 0.02815832383930683, "Emphysema": 0.000020326764570199884, "Enlarged Cardiomediastinum": 0.13040143251419067, "Fibrosis": 0.000127253879327327, "Fissure": 0.00004938344864058308, "Fracture": 0.0029584034346044064, "Granuloma": 0.003108452772721648, "Hernia": 0.00104215566534549, "Hydropneumothorax": 0.000005774650617240695, "Infarction": 0.000681183417327702, "Infiltration": 0.05732443928718567, "Kyphosis": 4.48746995118654e-8, "Lobar Atelectasis": 0.00001769828304531984, "Lung Lesion": 0.015580735169351101, "Lung Opacity": 0.017530281096696854, "Mass": 0.0015988408122211695, "Nodule": 0.006237599067389965, "Normal": 0.47389164566993713, "Pleural Effusion": 0.02673708274960518, "Pleural Other": 0.0000454784239991568, "Pleural Thickening": 0.00018613060819916427, "Pneumomediastinum": 0.00006702318205498159, "Pneumonia": 0.1377517282962799, "Pneumoperitoneum": 0.00028320535784587264, "Pneumothorax": 0.3077731728553772, "Pulmonary Embolism": 0.0059113577008247375, "Pulmonary Hypertension": 0.00018704310059547424, "Rib Fracture": 0.0013137257192283869, "Round(ed) Atelectasis": 6.197658990458876e-7, "Subcutaneous Emphysema": 0.0000056080607464537024, "Support Devices": 0.9619842171669006, "Tortuous Aorta": 0.00003541506885085255, "Tuberculosis": 0.009954161942005157 }
{ "Atelectasis": 0.07550490647554398, "Cardiomegaly": 0.053863488137722015, "Consolidation": 0.14624780416488647, "Edema": 0.014649325050413609, "Effusion": 0.032770849764347076, "Emphysema": 0.029690437018871307, "Enlarged Cardiomediastinum": 0.13947966694831848, "Fibrosis": 0.2762518525123596, "Fracture": 0.13367146253585815, "Hernia": 0.00023682336905039847, "Infiltration": 0.543235182762146, "Lung Lesion": 0.09696121513843536, "Lung Opacity": 0.08933252841234207, "Mass": 0.3397940397262573, "Nodule": 0.3194546103477478, "Pleural_Thickening": 0.06332527101039886, "Pneumonia": 0.05692455545067787, "Pneumothorax": 0.0904453918337822 }
{ "Atelectasis": 0.47271081805229187, "Cardiomegaly": 0.4970417022705078, "Consolidation": 0.4304513931274414, "Edema": 0.3656826913356781, "Enlarged Cardiomediastinum": 0.5779201984405518, "Fracture": 0.4143615961074829, "Lung Lesion": 0.40876305103302, "Lung Opacity": 0.448404997587204, "No Finding": 0.9746962189674377, "Pleural Effusion": 0.4946739673614502, "Pleural Other": 0.40193498134613037, "Pneumonia": 0.41841554641723633, "Pneumothorax": 0.40428680181503296, "Support Devices": 0.9998753070831299 }
0a0530bb-9f20-4f07-8a37-c37a912b3284
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: no\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: no\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(F) Fracture" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.040910132229328156, "Atelectasis": 0.18964488804340363, "Azygos Lobe": 0.000006559895609825617, "Calcification of the Aorta": 0.0000029028324206592515, "Cardiomegaly": 0.1921352595090866, "Clavicle Fracture": 0.000020908630176563747, "Consolidation": 0.024932490661740303, "Edema": 0.015213282778859138, "Emphysema": 0.00024184076755773276, "Enlarged Cardiomediastinum": 0.18069115281105042, "Fibrosis": 0.0016541824443265796, "Fissure": 0.0050122481770813465, "Fracture": 0.022849993780255318, "Granuloma": 0.0244461540132761, "Hernia": 0.006524937693029642, "Hydropneumothorax": 0.0000024072407995845424, "Infarction": 0.00024778128135949373, "Infiltration": 0.11425037682056427, "Kyphosis": 5.056014060755842e-7, "Lobar Atelectasis": 0.000011075376278313342, "Lung Lesion": 0.006920455954968929, "Lung Opacity": 0.3950134217739105, "Mass": 0.014737666584551334, "Nodule": 0.03220388665795326, "Normal": 0.42438822984695435, "Pleural Effusion": 0.0318928100168705, "Pleural Other": 0.0009126659133471549, "Pleural Thickening": 0.0029036577325314283, "Pneumomediastinum": 0.0018154156859964132, "Pneumonia": 0.3126619756221771, "Pneumoperitoneum": 0.00020400133507791907, "Pneumothorax": 0.052691832184791565, "Pulmonary Embolism": 0.007403375115245581, "Pulmonary Hypertension": 0.00034938595490530133, "Rib Fracture": 0.031956009566783905, "Round(ed) Atelectasis": 0.0000023027057522995165, "Subcutaneous Emphysema": 0.000009919605872710235, "Support Devices": 0.055850960314273834, "Tortuous Aorta": 0.000014309282960311975, "Tuberculosis": 0.02144755609333515 }
{ "Atelectasis": 0.46439456939697266, "Cardiomegaly": 0.06796348839998245, "Consolidation": 0.24140207469463348, "Edema": 0.049865007400512695, "Effusion": 0.09953493624925613, "Emphysema": 0.34048157930374146, "Enlarged Cardiomediastinum": 0.19010525941848755, "Fibrosis": 0.5377300977706909, "Fracture": 0.3578195571899414, "Hernia": 0.017077988013625145, "Infiltration": 0.5465946197509766, "Lung Lesion": 0.15952607989311218, "Lung Opacity": 0.26925399899482727, "Mass": 0.3836989104747772, "Nodule": 0.5107553005218506, "Pleural_Thickening": 0.4118055999279022, "Pneumonia": 0.16288875043392181, "Pneumothorax": 0.420764684677124 }
{ "Atelectasis": 0.5797622203826904, "Cardiomegaly": 0.617770791053772, "Consolidation": 0.5239440202713013, "Edema": 0.3513622581958771, "Enlarged Cardiomediastinum": 0.6095753908157349, "Fracture": 0.4996448755264282, "Lung Lesion": 0.41070321202278137, "Lung Opacity": 0.5509961247444153, "No Finding": 0.9693337678909302, "Pleural Effusion": 0.516308605670929, "Pleural Other": 0.4559352993965149, "Pneumonia": 0.5463334321975708, "Pneumothorax": 0.4237922430038452, "Support Devices": 0.5907351970672607 }
4d096e7a-825f-4086-8be0-6340abf958a4
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: no\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(I) Pleural effusion" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.017072871327400208, "Atelectasis": 0.7055467367172241, "Azygos Lobe": 0.000013251265045255423, "Calcification of the Aorta": 0.0000031633267099095974, "Cardiomegaly": 0.42532745003700256, "Clavicle Fracture": 0.000022431649995269254, "Consolidation": 0.10353751480579376, "Edema": 0.03881654888391495, "Emphysema": 0.005007327999919653, "Enlarged Cardiomediastinum": 0.10439036041498184, "Fibrosis": 0.000026676545530790463, "Fissure": 0.005190663039684296, "Fracture": 0.0016295849345624447, "Granuloma": 0.0010034278966486454, "Hernia": 0.0006423104205168784, "Hydropneumothorax": 0.08288155496120453, "Infarction": 0.0021281486842781305, "Infiltration": 0.05545395240187645, "Kyphosis": 5.957439839221479e-7, "Lobar Atelectasis": 0.0035359046887606382, "Lung Lesion": 0.05072788521647453, "Lung Opacity": 0.27663829922676086, "Mass": 0.03885230794548988, "Nodule": 0.06568840891122818, "Normal": 0.02576424367725849, "Pleural Effusion": 0.7908740639686584, "Pleural Other": 0.0005780575447715819, "Pleural Thickening": 0.006444294471293688, "Pneumomediastinum": 0.0006871435907669365, "Pneumonia": 0.030614634975790977, "Pneumoperitoneum": 0.0004578155931085348, "Pneumothorax": 0.3287440836429596, "Pulmonary Embolism": 0.003051659557968378, "Pulmonary Hypertension": 0.00012267375132068992, "Rib Fracture": 0.00012573230196721852, "Round(ed) Atelectasis": 0.0005269756074994802, "Subcutaneous Emphysema": 0.007507859263569117, "Support Devices": 0.9302393198013306, "Tortuous Aorta": 0.000887972884811461, "Tuberculosis": 0.007161903660744429 }
{ "Atelectasis": 0.790419340133667, "Cardiomegaly": 0.7138559222221375, "Consolidation": 0.7763952016830444, "Edema": 0.599297285079956, "Effusion": 0.8668886423110962, "Emphysema": 0.5036302804946899, "Enlarged Cardiomediastinum": 0.6593115329742432, "Fibrosis": 0.53569495677948, "Fracture": 0.536891758441925, "Hernia": 0.011446502059698105, "Infiltration": 0.6074351072311401, "Lung Lesion": 0.7623727321624756, "Lung Opacity": 0.8516991138458252, "Mass": 0.6834680438041687, "Nodule": 0.5688350200653076, "Pleural_Thickening": 0.5188148617744446, "Pneumonia": 0.608994722366333, "Pneumothorax": 0.5301130414009094 }
{ "Atelectasis": 0.814825177192688, "Cardiomegaly": 0.4693930149078369, "Consolidation": 0.6651589870452881, "Edema": 0.4444446265697479, "Enlarged Cardiomediastinum": 0.48227834701538086, "Fracture": 0.4029819369316101, "Lung Lesion": 0.5910663604736328, "Lung Opacity": 0.7581685781478882, "No Finding": 0.5265101790428162, "Pleural Effusion": 0.8264200687408447, "Pleural Other": 0.40705791115760803, "Pneumonia": 0.49690496921539307, "Pneumothorax": 0.5601489543914795, "Support Devices": 0.9035791158676147 }
2496c5c8-260c-4df4-a8b6-3d09212f9705
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: no\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(B) Cardiomegaly" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.002094537951052189, "Atelectasis": 0.19009551405906677, "Azygos Lobe": 0.000004990513389202533, "Calcification of the Aorta": 0.12087231129407883, "Cardiomegaly": 0.8587583899497986, "Clavicle Fracture": 0.00007240663398988545, "Consolidation": 0.019154708832502365, "Edema": 0.22723905742168427, "Emphysema": 0.0012807594612240791, "Enlarged Cardiomediastinum": 0.20578224956989288, "Fibrosis": 0.0009000426507554948, "Fissure": 0.0014299877220764756, "Fracture": 0.11261708289384842, "Granuloma": 0.0021384849678725004, "Hernia": 0.00465373182669282, "Hydropneumothorax": 0.000007650154657312669, "Infarction": 0.005719233304262161, "Infiltration": 0.05188412219285965, "Kyphosis": 0.0005695049767382443, "Lobar Atelectasis": 0.000015497167623834684, "Lung Lesion": 0.0002830922603607178, "Lung Opacity": 0.08781638741493225, "Mass": 0.003150028409436345, "Nodule": 0.0012936051934957504, "Normal": 0.09843844920396805, "Pleural Effusion": 0.06567231565713882, "Pleural Other": 0.02128358744084835, "Pleural Thickening": 0.02184349298477173, "Pneumomediastinum": 0.00016457699530292302, "Pneumonia": 0.23351256549358368, "Pneumoperitoneum": 0.000021007344912504777, "Pneumothorax": 0.011955284513533115, "Pulmonary Embolism": 0.0030875205993652344, "Pulmonary Hypertension": 0.0030337381176650524, "Rib Fracture": 0.08088011294603348, "Round(ed) Atelectasis": 0.0001083689130609855, "Subcutaneous Emphysema": 0.0000010455279380039428, "Support Devices": 0.811159074306488, "Tortuous Aorta": 0.017138876020908356, "Tuberculosis": 0.000027585365387494676 }
{ "Atelectasis": 0.6591839790344238, "Cardiomegaly": 0.7552997469902039, "Consolidation": 0.518115758895874, "Edema": 0.5446614027023315, "Effusion": 0.5476046204566956, "Emphysema": 0.5010887980461121, "Enlarged Cardiomediastinum": 0.534292459487915, "Fibrosis": 0.5351638793945312, "Fracture": 0.5042147636413574, "Hernia": 0.01829739846289158, "Infiltration": 0.5401463508605957, "Lung Lesion": 0.5318191051483154, "Lung Opacity": 0.577286958694458, "Mass": 0.41533246636390686, "Nodule": 0.5018633604049683, "Pleural_Thickening": 0.3280556797981262, "Pneumonia": 0.5074419975280762, "Pneumothorax": 0.33447617292404175 }
{ "Atelectasis": 0.6651488542556763, "Cardiomegaly": 0.8797848224639893, "Consolidation": 0.4988025724887848, "Edema": 0.4905150532722473, "Enlarged Cardiomediastinum": 0.7777450084686279, "Fracture": 0.613815188407898, "Lung Lesion": 0.45849403738975525, "Lung Opacity": 0.5574525594711304, "No Finding": 0.567047119140625, "Pleural Effusion": 0.6768447160720825, "Pleural Other": 0.6391708254814148, "Pneumonia": 0.4326152503490448, "Pneumothorax": 0.4224885106086731, "Support Devices": 0.9184145927429199 }
eda341c4-b1cf-48fd-aa2d-807f37129b4c
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: yes\nlung opacity: no\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(H)" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.005806880071759224, "Atelectasis": 0.01300575491040945, "Azygos Lobe": 0.0005249319365248084, "Calcification of the Aorta": 0.009635367430746555, "Cardiomegaly": 0.04744071513414383, "Clavicle Fracture": 0.00039591261884197593, "Consolidation": 0.05202207714319229, "Edema": 0.009427694603800774, "Emphysema": 0.2709936499595642, "Enlarged Cardiomediastinum": 0.19822676479816437, "Fibrosis": 0.07582671195268631, "Fissure": 0.0037587301339954138, "Fracture": 0.04345396161079407, "Granuloma": 0.033494241535663605, "Hernia": 0.014197062700986862, "Hydropneumothorax": 0.000006147081421659095, "Infarction": 0.003045629244297743, "Infiltration": 0.1047338917851448, "Kyphosis": 0.04512238875031471, "Lobar Atelectasis": 0.00013703321747016162, "Lung Lesion": 0.013203454203903675, "Lung Opacity": 0.7569388151168823, "Mass": 0.020267071202397346, "Nodule": 0.1094575747847557, "Normal": 0.06009494513273239, "Pleural Effusion": 0.09544441103935242, "Pleural Other": 0.12062671035528183, "Pleural Thickening": 0.3051775097846985, "Pneumomediastinum": 0.0000916075732675381, "Pneumonia": 0.25625303387641907, "Pneumoperitoneum": 0.00006572322308784351, "Pneumothorax": 0.009931578300893307, "Pulmonary Embolism": 0.003795019816607237, "Pulmonary Hypertension": 0.0013804230839014053, "Rib Fracture": 0.03901974484324455, "Round(ed) Atelectasis": 0.00048171653179451823, "Subcutaneous Emphysema": 0.0000018065088625007775, "Support Devices": 0.046488046646118164, "Tortuous Aorta": 0.00013896489690523595, "Tuberculosis": 0.04008154198527336 }
{ "Atelectasis": 0.2282421588897705, "Cardiomegaly": 0.5069741606712341, "Consolidation": 0.3018990755081177, "Edema": 0.08272691071033478, "Effusion": 0.3347817063331604, "Emphysema": 0.5599080920219421, "Enlarged Cardiomediastinum": 0.36671218276023865, "Fibrosis": 0.5379737615585327, "Fracture": 0.5233827829360962, "Hernia": 0.10184470564126968, "Infiltration": 0.5128785967826843, "Lung Lesion": 0.42171886563301086, "Lung Opacity": 0.4842590391635895, "Mass": 0.5004454255104065, "Nodule": 0.5141055583953857, "Pleural_Thickening": 0.5164918899536133, "Pneumonia": 0.12310067564249039, "Pneumothorax": 0.5106375813484192 }
{ "Atelectasis": 0.5343840718269348, "Cardiomegaly": 0.45929524302482605, "Consolidation": 0.6054267883300781, "Edema": 0.4004136025905609, "Enlarged Cardiomediastinum": 0.7580894231796265, "Fracture": 0.6003403663635254, "Lung Lesion": 0.569607675075531, "Lung Opacity": 0.721421480178833, "No Finding": 0.6859022378921509, "Pleural Effusion": 0.6223044991493225, "Pleural Other": 0.8099372386932373, "Pneumonia": 0.5441476106643677, "Pneumothorax": 0.6301922798156738, "Support Devices": 0.7046935558319092 }
5c66efa2-eff7-4fa5-bf6f-8f8134c5b9aa
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(B) Cardiomegaly" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.005128052085638046, "Atelectasis": 0.2758753299713135, "Azygos Lobe": 3.672062405257748e-7, "Calcification of the Aorta": 4.927525765197061e-7, "Cardiomegaly": 0.8414790034294128, "Clavicle Fracture": 0.000010932439181488007, "Consolidation": 0.03473891690373421, "Edema": 0.11512815952301025, "Emphysema": 0.0004697093099821359, "Enlarged Cardiomediastinum": 0.2566545903682709, "Fibrosis": 0.00001174569933937164, "Fissure": 0.0000419114985561464, "Fracture": 0.15218012034893036, "Granuloma": 0.012371736578643322, "Hernia": 0.0008245924836955965, "Hydropneumothorax": 1.6509997635694162e-7, "Infarction": 0.001071233651600778, "Infiltration": 0.04862255975604057, "Kyphosis": 0.00026596186216920614, "Lobar Atelectasis": 0.00001422102013748372, "Lung Lesion": 0.0007310952642001212, "Lung Opacity": 0.21804146468639374, "Mass": 0.013857129961252213, "Nodule": 0.020476706326007843, "Normal": 0.19119934737682343, "Pleural Effusion": 0.020315373316407204, "Pleural Other": 0.00019598241487983614, "Pleural Thickening": 0.000055027321650413796, "Pneumomediastinum": 0.0010555972112342715, "Pneumonia": 0.27931544184684753, "Pneumoperitoneum": 0.00018720531079452485, "Pneumothorax": 0.0299154631793499, "Pulmonary Embolism": 0.0018244722159579396, "Pulmonary Hypertension": 0.00005235441494733095, "Rib Fracture": 0.26888781785964966, "Round(ed) Atelectasis": 1.0017598306433229e-8, "Subcutaneous Emphysema": 9.154949793810374e-7, "Support Devices": 0.02971896156668663, "Tortuous Aorta": 0.012792849913239479, "Tuberculosis": 0.0011136708781123161 }
{ "Atelectasis": 0.5284569263458252, "Cardiomegaly": 0.6000112295150757, "Consolidation": 0.5055547952651978, "Edema": 0.5588997006416321, "Effusion": 0.26975950598716736, "Emphysema": 0.17868556082248688, "Enlarged Cardiomediastinum": 0.5540570020675659, "Fibrosis": 0.5074223279953003, "Fracture": 0.3184356093406677, "Hernia": 0.0038841983769088984, "Infiltration": 0.5692551136016846, "Lung Lesion": 0.34458693861961365, "Lung Opacity": 0.6323118805885315, "Mass": 0.5032706260681152, "Nodule": 0.5028181076049805, "Pleural_Thickening": 0.07932986319065094, "Pneumonia": 0.5010833740234375, "Pneumothorax": 0.28587573766708374 }
{ "Atelectasis": 0.6091083288192749, "Cardiomegaly": 0.8691146373748779, "Consolidation": 0.4904826879501343, "Edema": 0.5369762182235718, "Enlarged Cardiomediastinum": 0.8347716331481934, "Fracture": 0.4076060652732849, "Lung Lesion": 0.4031386971473694, "Lung Opacity": 0.600023627281189, "No Finding": 0.6780534982681274, "Pleural Effusion": 0.5191939473152161, "Pleural Other": 0.43112194538116455, "Pneumonia": 0.47255706787109375, "Pneumothorax": 0.3919559121131897, "Support Devices": 0.5159885287284851 }
ded04b94-1235-4d6b-ba24-2fcd38ba1d14
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: no\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(H)" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.023014282807707787, "Atelectasis": 0.0812879130244255, "Azygos Lobe": 0.0000010625457207424915, "Calcification of the Aorta": 0.00012055809929734096, "Cardiomegaly": 0.3859730660915375, "Clavicle Fracture": 0.0000027641758606478106, "Consolidation": 0.26014000177383423, "Edema": 0.7092522978782654, "Emphysema": 0.0017772744176909328, "Enlarged Cardiomediastinum": 0.12034036219120026, "Fibrosis": 0.00034047639928758144, "Fissure": 0.0010184014681726694, "Fracture": 0.008126076310873032, "Granuloma": 0.008838715963065624, "Hernia": 0.00026577123207971454, "Hydropneumothorax": 7.5588282300032e-8, "Infarction": 0.0014076358638703823, "Infiltration": 0.19403237104415894, "Kyphosis": 7.875755159147957e-8, "Lobar Atelectasis": 0.00017594727978575975, "Lung Lesion": 0.004111830610781908, "Lung Opacity": 0.7032912969589233, "Mass": 0.023613668978214264, "Nodule": 0.03866153955459595, "Normal": 0.009918665513396263, "Pleural Effusion": 0.10222641378641129, "Pleural Other": 0.0001929445716086775, "Pleural Thickening": 0.0008634419646114111, "Pneumomediastinum": 0.00031966890674084425, "Pneumonia": 0.5657526254653931, "Pneumoperitoneum": 0.000007728272066742647, "Pneumothorax": 0.0025004688650369644, "Pulmonary Embolism": 0.02373581752181053, "Pulmonary Hypertension": 0.002795478329062462, "Rib Fracture": 0.0008997622062452137, "Round(ed) Atelectasis": 7.07794811205531e-7, "Subcutaneous Emphysema": 0.000004200249350105878, "Support Devices": 0.047982197254896164, "Tortuous Aorta": 0.007798510603606701, "Tuberculosis": 0.007829874753952026 }
{ "Atelectasis": 0.5087212324142456, "Cardiomegaly": 0.501773476600647, "Consolidation": 0.3350829780101776, "Edema": 0.531556248664856, "Effusion": 0.1913469284772873, "Emphysema": 0.5010969042778015, "Enlarged Cardiomediastinum": 0.5010021924972534, "Fibrosis": 0.5122106671333313, "Fracture": 0.32946300506591797, "Hernia": 0.007255480624735355, "Infiltration": 0.5610755681991577, "Lung Lesion": 0.31123512983322144, "Lung Opacity": 0.520291268825531, "Mass": 0.5177723169326782, "Nodule": 0.5115389823913574, "Pleural_Thickening": 0.30969536304473877, "Pneumonia": 0.44883355498313904, "Pneumothorax": 0.29300788044929504 }
{ "Atelectasis": 0.5315865278244019, "Cardiomegaly": 0.6692492365837097, "Consolidation": 0.700605034828186, "Edema": 0.7282736301422119, "Enlarged Cardiomediastinum": 0.719059944152832, "Fracture": 0.40521731972694397, "Lung Lesion": 0.5883829593658447, "Lung Opacity": 0.7472923994064331, "No Finding": 0.5951374769210815, "Pleural Effusion": 0.5588431358337402, "Pleural Other": 0.4396141469478607, "Pneumonia": 0.6565492153167725, "Pneumothorax": 0.4151550531387329, "Support Devices": 0.6468730568885803 }
ce0886b6-87c4-4d1c-954b-c5ddd7288163
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: yes\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(D) Edema" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.0012132959673181176, "Atelectasis": 0.47048118710517883, "Azygos Lobe": 0.00021718814969062805, "Calcification of the Aorta": 0.005241386592388153, "Cardiomegaly": 0.6655923128128052, "Clavicle Fracture": 0.000014711148651258554, "Consolidation": 0.2718646824359894, "Edema": 0.31429412961006165, "Emphysema": 0.2781906723976135, "Enlarged Cardiomediastinum": 0.1852162927389145, "Fibrosis": 0.00555244367569685, "Fissure": 0.09878772497177124, "Fracture": 0.21488478779792786, "Granuloma": 0.005928255617618561, "Hernia": 0.0076200165785849094, "Hydropneumothorax": 0.004540566820651293, "Infarction": 0.0022127367556095123, "Infiltration": 0.07482443749904633, "Kyphosis": 5.852763962366225e-8, "Lobar Atelectasis": 0.0012735389173030853, "Lung Lesion": 0.02823381870985031, "Lung Opacity": 0.7044109106063843, "Mass": 0.017055772244930267, "Nodule": 0.12999746203422546, "Normal": 0.04240979254245758, "Pleural Effusion": 0.6442534923553467, "Pleural Other": 0.0030450255144387484, "Pleural Thickening": 0.031173046678304672, "Pneumomediastinum": 0.018995225429534912, "Pneumonia": 0.16679637134075165, "Pneumoperitoneum": 0.0010072499280795455, "Pneumothorax": 0.2799261510372162, "Pulmonary Embolism": 0.007969203405082226, "Pulmonary Hypertension": 0.0024678115732967854, "Rib Fracture": 0.060597214847803116, "Round(ed) Atelectasis": 0.0007695591193623841, "Subcutaneous Emphysema": 0.038124844431877136, "Support Devices": 0.7778977155685425, "Tortuous Aorta": 0.12113391607999802, "Tuberculosis": 0.012075255624949932 }
{ "Atelectasis": 0.6830813884735107, "Cardiomegaly": 0.6244968175888062, "Consolidation": 0.6146498918533325, "Edema": 0.5781587958335876, "Effusion": 0.7695443034172058, "Emphysema": 0.5190249085426331, "Enlarged Cardiomediastinum": 0.6683707237243652, "Fibrosis": 0.5171663761138916, "Fracture": 0.5348917245864868, "Hernia": 0.07095271348953247, "Infiltration": 0.5506011247634888, "Lung Lesion": 0.688287079334259, "Lung Opacity": 0.7504442930221558, "Mass": 0.7187672853469849, "Nodule": 0.5962876081466675, "Pleural_Thickening": 0.5039281845092773, "Pneumonia": 0.5473054647445679, "Pneumothorax": 0.5197877883911133 }
{ "Atelectasis": 0.6562802791595459, "Cardiomegaly": 0.7111637592315674, "Consolidation": 0.6764640808105469, "Edema": 0.6078003644943237, "Enlarged Cardiomediastinum": 0.7376580834388733, "Fracture": 0.5587835311889648, "Lung Lesion": 0.6561949253082275, "Lung Opacity": 0.8390798568725586, "No Finding": 0.5477211475372314, "Pleural Effusion": 0.8073531985282898, "Pleural Other": 0.6003423929214478, "Pneumonia": 0.605364203453064, "Pneumothorax": 0.6267171502113342, "Support Devices": 0.870596170425415 }
7eec6023-a49b-4d1a-ac69-06ff06fbeea4
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: no\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: no\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(M) Support devices" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.003516402095556259, "Atelectasis": 0.09746125340461731, "Azygos Lobe": 0.0000032985335565172136, "Calcification of the Aorta": 0.00000833421199786244, "Cardiomegaly": 0.24083465337753296, "Clavicle Fracture": 0.0000122916544569307, "Consolidation": 0.03295106440782547, "Edema": 0.0700271874666214, "Emphysema": 0.00002569530079199467, "Enlarged Cardiomediastinum": 0.10772322863340378, "Fibrosis": 0.0005835704505443573, "Fissure": 0.0007056469330564141, "Fracture": 0.005221007391810417, "Granuloma": 0.048540662974119186, "Hernia": 0.0005325525416992605, "Hydropneumothorax": 2.1199254263137846e-7, "Infarction": 0.0006275692721828818, "Infiltration": 0.07550328224897385, "Kyphosis": 0.00001635510488995351, "Lobar Atelectasis": 0.00003957245280616917, "Lung Lesion": 0.007744114380329847, "Lung Opacity": 0.10422473400831223, "Mass": 0.004870439413934946, "Nodule": 0.04499015584588051, "Normal": 0.5070896148681641, "Pleural Effusion": 0.07566170394420624, "Pleural Other": 0.0000970279288594611, "Pleural Thickening": 0.00027291878359392285, "Pneumomediastinum": 0.00010299598943674937, "Pneumonia": 0.27403879165649414, "Pneumoperitoneum": 0.0017390968278050423, "Pneumothorax": 0.007201250176876783, "Pulmonary Embolism": 0.0025709939654916525, "Pulmonary Hypertension": 0.000039829639717936516, "Rib Fracture": 0.0035630338825285435, "Round(ed) Atelectasis": 1.506982982846239e-7, "Subcutaneous Emphysema": 4.900293788523413e-7, "Support Devices": 0.8211216330528259, "Tortuous Aorta": 0.00001895663262985181, "Tuberculosis": 0.01794908009469509 }
{ "Atelectasis": 0.3530285060405731, "Cardiomegaly": 0.09010393917560577, "Consolidation": 0.17425882816314697, "Edema": 0.2078101485967636, "Effusion": 0.11114475876092911, "Emphysema": 0.40863823890686035, "Enlarged Cardiomediastinum": 0.12443068623542786, "Fibrosis": 0.511035680770874, "Fracture": 0.3876868188381195, "Hernia": 0.004299028776586056, "Infiltration": 0.5660239458084106, "Lung Lesion": 0.27412888407707214, "Lung Opacity": 0.18643997609615326, "Mass": 0.5012267827987671, "Nodule": 0.5146985650062561, "Pleural_Thickening": 0.20606769621372223, "Pneumonia": 0.17809997498989105, "Pneumothorax": 0.2589801847934723 }
{ "Atelectasis": 0.5689279437065125, "Cardiomegaly": 0.5464606285095215, "Consolidation": 0.47738492488861084, "Edema": 0.45504090189933777, "Enlarged Cardiomediastinum": 0.5307756662368774, "Fracture": 0.6415177583694458, "Lung Lesion": 0.4217185974121094, "Lung Opacity": 0.5429378747940063, "No Finding": 0.9355260133743286, "Pleural Effusion": 0.4877113699913025, "Pleural Other": 0.40413424372673035, "Pneumonia": 0.4153831899166107, "Pneumothorax": 0.43994608521461487, "Support Devices": 0.9605802297592163 }
fba561ab-957e-4ff0-b30f-f49601a387b8
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: no\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(F) Fracture" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.004423786886036396, "Atelectasis": 0.6160873770713806, "Azygos Lobe": 0.00009415567910764366, "Calcification of the Aorta": 0.0053859008476138115, "Cardiomegaly": 0.7130993008613586, "Clavicle Fracture": 0.10195232927799225, "Consolidation": 0.13912400603294373, "Edema": 0.05269971489906311, "Emphysema": 0.0006469371728599072, "Enlarged Cardiomediastinum": 0.22085420787334442, "Fibrosis": 0.0010358019499108195, "Fissure": 0.040699589997529984, "Fracture": 0.8969913125038147, "Granuloma": 0.0035622362047433853, "Hernia": 0.0012519158190116286, "Hydropneumothorax": 0.04395639896392822, "Infarction": 0.0027097512502223253, "Infiltration": 0.014683407731354237, "Kyphosis": 0.000003824499344773358, "Lobar Atelectasis": 0.0003286625724285841, "Lung Lesion": 0.056157566606998444, "Lung Opacity": 0.3693680167198181, "Mass": 0.010175938718020916, "Nodule": 0.11312763392925262, "Normal": 0.015338038094341755, "Pleural Effusion": 0.92186039686203, "Pleural Other": 0.028431041166186333, "Pleural Thickening": 0.5782078504562378, "Pneumomediastinum": 0.0012829877668991685, "Pneumonia": 0.03302017226815224, "Pneumoperitoneum": 0.0019548963755369186, "Pneumothorax": 0.1888464242219925, "Pulmonary Embolism": 0.008813595399260521, "Pulmonary Hypertension": 0.0001161459440481849, "Rib Fracture": 0.8159992098808289, "Round(ed) Atelectasis": 0.052864015102386475, "Subcutaneous Emphysema": 0.010886681266129017, "Support Devices": 0.08713878691196442, "Tortuous Aorta": 0.08879679441452026, "Tuberculosis": 0.021284202113747597 }
{ "Atelectasis": 0.7977364659309387, "Cardiomegaly": 0.7502678036689758, "Consolidation": 0.6634694337844849, "Edema": 0.5577141642570496, "Effusion": 0.8870207667350769, "Emphysema": 0.500827431678772, "Enlarged Cardiomediastinum": 0.5836226940155029, "Fibrosis": 0.5244299173355103, "Fracture": 0.5322384834289551, "Hernia": 0.3131655156612396, "Infiltration": 0.567674994468689, "Lung Lesion": 0.5528653264045715, "Lung Opacity": 0.7355769872665405, "Mass": 0.5553610324859619, "Nodule": 0.5087519884109497, "Pleural_Thickening": 0.5276259183883667, "Pneumonia": 0.5598910450935364, "Pneumothorax": 0.5167712569236755 }
{ "Atelectasis": 0.7241352796554565, "Cardiomegaly": 0.6232742071151733, "Consolidation": 0.5964973568916321, "Edema": 0.3948845863342285, "Enlarged Cardiomediastinum": 0.7255160212516785, "Fracture": 0.7359890341758728, "Lung Lesion": 0.6912497282028198, "Lung Opacity": 0.7995021939277649, "No Finding": 0.4649331867694855, "Pleural Effusion": 0.8726948499679565, "Pleural Other": 0.7080922722816467, "Pneumonia": 0.4389674961566925, "Pneumothorax": 0.5327450037002563, "Support Devices": 0.5358818769454956 }
5578da63-30e9-4b7e-8321-747854a02d51
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: yes\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(F) Fracture" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.0017168524209409952, "Atelectasis": 0.7019838690757751, "Azygos Lobe": 0.000018541753888712265, "Calcification of the Aorta": 0.008545853197574615, "Cardiomegaly": 0.31024205684661865, "Clavicle Fracture": 0.03371860459446907, "Consolidation": 0.1666310876607895, "Edema": 0.1508597880601883, "Emphysema": 0.0016184842679649591, "Enlarged Cardiomediastinum": 0.11646702140569687, "Fibrosis": 0.00005603311365121044, "Fissure": 0.003847522661089897, "Fracture": 0.7567485570907593, "Granuloma": 0.016963547095656395, "Hernia": 0.001827601925469935, "Hydropneumothorax": 0.00005564837556448765, "Infarction": 0.00510982982814312, "Infiltration": 0.04041954502463341, "Kyphosis": 0.00013167834549676627, "Lobar Atelectasis": 0.0003609535633586347, "Lung Lesion": 0.006354188546538353, "Lung Opacity": 0.4948461353778839, "Mass": 0.016413098201155663, "Nodule": 0.02206164225935936, "Normal": 0.06645704060792923, "Pleural Effusion": 0.6514938473701477, "Pleural Other": 0.00169049808755517, "Pleural Thickening": 0.03343107923865318, "Pneumomediastinum": 0.0010473910951986909, "Pneumonia": 0.171046182513237, "Pneumoperitoneum": 0.0016212079208344221, "Pneumothorax": 0.1767420917749405, "Pulmonary Embolism": 0.021616365760564804, "Pulmonary Hypertension": 0.0005431522149592638, "Rib Fracture": 0.6734539270401001, "Round(ed) Atelectasis": 0.0005500999395735562, "Subcutaneous Emphysema": 0.0016017587622627616, "Support Devices": 0.38584670424461365, "Tortuous Aorta": 0.0020864298567175865, "Tuberculosis": 0.0010101603111252189 }
{ "Atelectasis": 0.7016385793685913, "Cardiomegaly": 0.5936031341552734, "Consolidation": 0.5496405959129333, "Edema": 0.519399881362915, "Effusion": 0.605250358581543, "Emphysema": 0.5040895342826843, "Enlarged Cardiomediastinum": 0.5072034001350403, "Fibrosis": 0.5232899188995361, "Fracture": 0.5054352283477783, "Hernia": 0.4055577218532562, "Infiltration": 0.5819668769836426, "Lung Lesion": 0.5078543424606323, "Lung Opacity": 0.649988055229187, "Mass": 0.5394158959388733, "Nodule": 0.5231271982192993, "Pleural_Thickening": 0.2637050747871399, "Pneumonia": 0.514398455619812, "Pneumothorax": 0.5034329891204834 }
{ "Atelectasis": 0.7903031706809998, "Cardiomegaly": 0.7318322062492371, "Consolidation": 0.6391860246658325, "Edema": 0.4817366600036621, "Enlarged Cardiomediastinum": 0.717303991317749, "Fracture": 0.7033602595329285, "Lung Lesion": 0.489804208278656, "Lung Opacity": 0.6806701421737671, "No Finding": 0.46168258786201477, "Pleural Effusion": 0.850274920463562, "Pleural Other": 0.4850012958049774, "Pneumonia": 0.6015662550926208, "Pneumothorax": 0.41330814361572266, "Support Devices": 0.5907034873962402 }
f35829a4-05f5-470a-9a1b-645a39e70966
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: yes\nfibrosis: no\neffusion: no\npneumonia: yes\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(L) Pneumothorax" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.0005141015280969441, "Atelectasis": 0.17607934772968292, "Azygos Lobe": 7.53457982227701e-7, "Calcification of the Aorta": 1.2854222575242602e-7, "Cardiomegaly": 0.07318700104951859, "Clavicle Fracture": 0.0000568335090065375, "Consolidation": 0.01743701845407486, "Edema": 0.004423679783940315, "Emphysema": 0.23920054733753204, "Enlarged Cardiomediastinum": 0.029789652675390244, "Fibrosis": 0.0006211841246113181, "Fissure": 0.0017243861220777035, "Fracture": 0.0013619341189041734, "Granuloma": 0.00020007639250252396, "Hernia": 0.0010626884177327156, "Hydropneumothorax": 0.32337671518325806, "Infarction": 0.00010911175922956318, "Infiltration": 0.011786997318267822, "Kyphosis": 4.786938347933756e-7, "Lobar Atelectasis": 0.000628395180683583, "Lung Lesion": 0.04187089204788208, "Lung Opacity": 0.09067367762327194, "Mass": 0.011382616125047207, "Nodule": 0.03654170781373978, "Normal": 0.012847820296883583, "Pleural Effusion": 0.7903890609741211, "Pleural Other": 0.0035859697964042425, "Pleural Thickening": 0.028952911496162415, "Pneumomediastinum": 0.00045427997247315943, "Pneumonia": 0.005260298494249582, "Pneumoperitoneum": 0.00037515166332013905, "Pneumothorax": 0.9232813119888306, "Pulmonary Embolism": 0.0002415780327282846, "Pulmonary Hypertension": 0.003449690295383334, "Rib Fracture": 0.0001759222795953974, "Round(ed) Atelectasis": 0.0033865610603243113, "Subcutaneous Emphysema": 0.6086543202400208, "Support Devices": 0.8204032778739929, "Tortuous Aorta": 1.0840416564406041e-7, "Tuberculosis": 0.0008880964014679193 }
{ "Atelectasis": 0.6565032005310059, "Cardiomegaly": 0.5554753541946411, "Consolidation": 0.5458015203475952, "Edema": 0.5017951726913452, "Effusion": 0.729062557220459, "Emphysema": 0.5455814599990845, "Enlarged Cardiomediastinum": 0.5119136571884155, "Fibrosis": 0.5192890167236328, "Fracture": 0.5365996360778809, "Hernia": 0.3863268792629242, "Infiltration": 0.5351596474647522, "Lung Lesion": 0.536318302154541, "Lung Opacity": 0.6038080453872681, "Mass": 0.5378810167312622, "Nodule": 0.515460729598999, "Pleural_Thickening": 0.513335645198822, "Pneumonia": 0.5292807817459106, "Pneumothorax": 0.6338101625442505 }
{ "Atelectasis": 0.7106995582580566, "Cardiomegaly": 0.3844578266143799, "Consolidation": 0.5750136971473694, "Edema": 0.39325568079948425, "Enlarged Cardiomediastinum": 0.5819976329803467, "Fracture": 0.3970075249671936, "Lung Lesion": 0.4699501693248749, "Lung Opacity": 0.7409530282020569, "No Finding": 0.5342168807983398, "Pleural Effusion": 0.8824195861816406, "Pleural Other": 0.4882570207118988, "Pneumonia": 0.4352245032787323, "Pneumothorax": 0.9999198913574219, "Support Devices": 0.8791364431381226 }
c1a3d7fa-b1fd-4eaa-a764-61eadd3f4cbb
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: no\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(B)" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.011571449227631092, "Atelectasis": 0.07799562811851501, "Azygos Lobe": 0.000003947825007344363, "Calcification of the Aorta": 0.000007707890290475916, "Cardiomegaly": 0.8226649165153503, "Clavicle Fracture": 0.0000024393775674980134, "Consolidation": 0.023908937349915504, "Edema": 0.09298861026763916, "Emphysema": 0.000004002642981504323, "Enlarged Cardiomediastinum": 0.13940198719501495, "Fibrosis": 0.0006821955903433263, "Fissure": 0.003022456308826804, "Fracture": 0.005820942111313343, "Granuloma": 0.006382067687809467, "Hernia": 0.0018491053488105536, "Hydropneumothorax": 8.173041265990832e-8, "Infarction": 0.0016711679054424167, "Infiltration": 0.1282852441072464, "Kyphosis": 0.0009721603710204363, "Lobar Atelectasis": 0.000016114496247610077, "Lung Lesion": 0.0008315982995554805, "Lung Opacity": 0.1889566332101822, "Mass": 0.016162749379873276, "Nodule": 0.007313110399991274, "Normal": 0.12952934205532074, "Pleural Effusion": 0.0318928100168705, "Pleural Other": 0.0011579489801079035, "Pleural Thickening": 0.0009593917056918144, "Pneumomediastinum": 0.00033895261003635824, "Pneumonia": 0.2748165726661682, "Pneumoperitoneum": 0.00008052458724705502, "Pneumothorax": 0.008573302067816257, "Pulmonary Embolism": 0.016215814277529716, "Pulmonary Hypertension": 0.00028296004165895283, "Rib Fracture": 0.008504882454872131, "Round(ed) Atelectasis": 5.058382157585584e-7, "Subcutaneous Emphysema": 0.000003794610165641643, "Support Devices": 0.23926761746406555, "Tortuous Aorta": 0.0025058493483811617, "Tuberculosis": 0.08268588036298752 }
{ "Atelectasis": 0.536529541015625, "Cardiomegaly": 0.6186400651931763, "Consolidation": 0.32031187415122986, "Edema": 0.5026024580001831, "Effusion": 0.3040103614330292, "Emphysema": 0.43442800641059875, "Enlarged Cardiomediastinum": 0.5033643245697021, "Fibrosis": 0.5135604739189148, "Fracture": 0.21091198921203613, "Hernia": 0.10490689426660538, "Infiltration": 0.5262854099273682, "Lung Lesion": 0.15246504545211792, "Lung Opacity": 0.4028832018375397, "Mass": 0.35254520177841187, "Nodule": 0.2944222390651703, "Pleural_Thickening": 0.3925568461418152, "Pneumonia": 0.10908498615026474, "Pneumothorax": 0.10705024003982544 }
{ "Atelectasis": 0.5810483694076538, "Cardiomegaly": 0.833372950553894, "Consolidation": 0.4974881410598755, "Edema": 0.41847825050354004, "Enlarged Cardiomediastinum": 0.816398561000824, "Fracture": 0.4997742176055908, "Lung Lesion": 0.4301001727581024, "Lung Opacity": 0.5385605096817017, "No Finding": 0.678096354007721, "Pleural Effusion": 0.5563598871231079, "Pleural Other": 0.48403558135032654, "Pneumonia": 0.4655347168445587, "Pneumothorax": 0.3771286904811859, "Support Devices": 0.8378555178642273 }
e87b5600-e56e-48be-8e6a-9a136b84bb24
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: no\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(E)" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.02423029951751232, "Atelectasis": 0.6139485836029053, "Azygos Lobe": 0.000023075479475664906, "Calcification of the Aorta": 0.00001806175714591518, "Cardiomegaly": 0.5222993493080139, "Clavicle Fracture": 0.000015782743503223173, "Consolidation": 0.08507419377565384, "Edema": 0.19172954559326172, "Emphysema": 0.000004942599389323732, "Enlarged Cardiomediastinum": 0.42734840512275696, "Fibrosis": 0.00032236240804195404, "Fissure": 0.006527250166982412, "Fracture": 0.05676599591970444, "Granuloma": 0.02398466318845749, "Hernia": 0.0033432848285883665, "Hydropneumothorax": 0.0000018894658069257275, "Infarction": 0.0068639046512544155, "Infiltration": 0.06637556850910187, "Kyphosis": 3.786780382597499e-7, "Lobar Atelectasis": 0.000292329175863415, "Lung Lesion": 0.013512334786355495, "Lung Opacity": 0.456678181886673, "Mass": 0.018700750544667244, "Nodule": 0.07116368412971497, "Normal": 0.13331931829452515, "Pleural Effusion": 0.10097846388816833, "Pleural Other": 0.00011703568452503532, "Pleural Thickening": 0.0010997934732586145, "Pneumomediastinum": 0.001808350789360702, "Pneumonia": 0.25681179761886597, "Pneumoperitoneum": 0.00014694502169732004, "Pneumothorax": 0.07001691311597824, "Pulmonary Embolism": 0.03746926784515381, "Pulmonary Hypertension": 0.0006154276197776198, "Rib Fracture": 0.032016485929489136, "Round(ed) Atelectasis": 0.00012768732267431915, "Subcutaneous Emphysema": 0.00028981221839785576, "Support Devices": 0.1729443520307541, "Tortuous Aorta": 0.00804406963288784, "Tuberculosis": 0.07067786157131195 }
{ "Atelectasis": 0.6579206585884094, "Cardiomegaly": 0.7230753898620605, "Consolidation": 0.5214916467666626, "Edema": 0.7938553094863892, "Effusion": 0.5842958688735962, "Emphysema": 0.12568888068199158, "Enlarged Cardiomediastinum": 0.5727514028549194, "Fibrosis": 0.5215898752212524, "Fracture": 0.5095236301422119, "Hernia": 0.015008284710347652, "Infiltration": 0.5947017669677734, "Lung Lesion": 0.5216253995895386, "Lung Opacity": 0.6963281035423279, "Mass": 0.5011712312698364, "Nodule": 0.36143001914024353, "Pleural_Thickening": 0.10706670582294464, "Pneumonia": 0.5529689192771912, "Pneumothorax": 0.11556097120046616 }
{ "Atelectasis": 0.8445320129394531, "Cardiomegaly": 0.6370518207550049, "Consolidation": 0.5411103963851929, "Edema": 0.5209153890609741, "Enlarged Cardiomediastinum": 0.7481387853622437, "Fracture": 0.6392184495925903, "Lung Lesion": 0.4536585509777069, "Lung Opacity": 0.5922591686248779, "No Finding": 0.72824627161026, "Pleural Effusion": 0.5454541444778442, "Pleural Other": 0.4401516914367676, "Pneumonia": 0.4223387837409973, "Pneumothorax": 0.514149010181427, "Support Devices": 0.702960193157196 }
498ea825-0cb2-4855-81e7-65d757b39448
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(K) Pneumonia" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.003516402095556259, "Atelectasis": 0.3070099353790283, "Azygos Lobe": 0.000010482642210263293, "Calcification of the Aorta": 0.018621085211634636, "Cardiomegaly": 0.15486571192741394, "Clavicle Fracture": 0.00023737303854431957, "Consolidation": 0.016780225560069084, "Edema": 0.027839401736855507, "Emphysema": 0.06037203222513199, "Enlarged Cardiomediastinum": 0.2808230221271515, "Fibrosis": 0.027889203280210495, "Fissure": 0.0034102126955986023, "Fracture": 0.09385842829942703, "Granuloma": 0.024353167042136192, "Hernia": 0.008760505355894566, "Hydropneumothorax": 0.00032014958560466766, "Infarction": 0.00516975112259388, "Infiltration": 0.045556169003248215, "Kyphosis": 0.00020714350102934986, "Lobar Atelectasis": 0.00012773019261658192, "Lung Lesion": 0.013935284689068794, "Lung Opacity": 0.5322993993759155, "Mass": 0.01653970032930374, "Nodule": 0.15271274745464325, "Normal": 0.21936266124248505, "Pleural Effusion": 0.02435632236301899, "Pleural Other": 0.014251924119889736, "Pleural Thickening": 0.03219158202409744, "Pneumomediastinum": 0.003603916382417083, "Pneumonia": 0.20719733834266663, "Pneumoperitoneum": 0.0006817614194005728, "Pneumothorax": 0.16165032982826233, "Pulmonary Embolism": 0.00861118733882904, "Pulmonary Hypertension": 0.003343909280374646, "Rib Fracture": 0.054360177367925644, "Round(ed) Atelectasis": 0.00048549281200394034, "Subcutaneous Emphysema": 0.00007924694364191964, "Support Devices": 0.228593647480011, "Tortuous Aorta": 0.05768952518701553, "Tuberculosis": 0.0029980463441461325 }
{ "Atelectasis": 0.626796305179596, "Cardiomegaly": 0.5128611326217651, "Consolidation": 0.5241129398345947, "Edema": 0.5016701221466064, "Effusion": 0.5195746421813965, "Emphysema": 0.5117185711860657, "Enlarged Cardiomediastinum": 0.5368473529815674, "Fibrosis": 0.5660648345947266, "Fracture": 0.5237084627151489, "Hernia": 0.02515747956931591, "Infiltration": 0.5622172355651855, "Lung Lesion": 0.596441388130188, "Lung Opacity": 0.603569507598877, "Mass": 0.5303581953048706, "Nodule": 0.5213096141815186, "Pleural_Thickening": 0.5165557861328125, "Pneumonia": 0.5186635255813599, "Pneumothorax": 0.5073435306549072 }
{ "Atelectasis": 0.6839413642883301, "Cardiomegaly": 0.45661860704421997, "Consolidation": 0.5718947052955627, "Edema": 0.4302307665348053, "Enlarged Cardiomediastinum": 0.6598014831542969, "Fracture": 0.5468952059745789, "Lung Lesion": 0.5816181898117065, "Lung Opacity": 0.7118269801139832, "No Finding": 0.7515699863433838, "Pleural Effusion": 0.577693521976471, "Pleural Other": 0.6831018924713135, "Pneumonia": 0.4989478588104248, "Pneumothorax": 0.5393133163452148, "Support Devices": 0.6844998002052307 }
3d0221e8-9490-4dd5-aa10-eb4f7797e49c
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: no\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: no\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(K)" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.013817738741636276, "Atelectasis": 0.030009953305125237, "Azygos Lobe": 0.0000030986859655968146, "Calcification of the Aorta": 3.268668002931463e-9, "Cardiomegaly": 0.04403247684240341, "Clavicle Fracture": 0.000052562623750418425, "Consolidation": 0.5707915425300598, "Edema": 0.0026359267067164183, "Emphysema": 0.0000035323214433446992, "Enlarged Cardiomediastinum": 0.09409737586975098, "Fibrosis": 0.000010611365723889321, "Fissure": 0.022417942062020302, "Fracture": 0.006290962919592857, "Granuloma": 0.0005127525073476136, "Hernia": 0.0007656534435227513, "Hydropneumothorax": 1.2757938350205222e-7, "Infarction": 0.08586390316486359, "Infiltration": 0.08531255275011063, "Kyphosis": 0.000009103052434511483, "Lobar Atelectasis": 0.000021017163817305118, "Lung Lesion": 0.000447036640252918, "Lung Opacity": 0.7128787636756897, "Mass": 0.0026642694137990475, "Nodule": 0.008980173617601395, "Normal": 0.0026681951712816954, "Pleural Effusion": 0.016579262912273407, "Pleural Other": 0.000022338765120366588, "Pleural Thickening": 0.00011028710287064314, "Pneumomediastinum": 0.0009839952690526843, "Pneumonia": 0.8596509695053101, "Pneumoperitoneum": 0.00019466124649625272, "Pneumothorax": 0.0010981911327689886, "Pulmonary Embolism": 0.027222195640206337, "Pulmonary Hypertension": 0.000025716310119605623, "Rib Fracture": 0.004278011620044708, "Round(ed) Atelectasis": 0.0000011946293625442195, "Subcutaneous Emphysema": 0.00015274123870767653, "Support Devices": 0.016317225992679596, "Tortuous Aorta": 0.000008679067832417786, "Tuberculosis": 0.0030808993615210056 }
{ "Atelectasis": 0.3742738962173462, "Cardiomegaly": 0.1728283017873764, "Consolidation": 0.5048874616622925, "Edema": 0.02780032530426979, "Effusion": 0.29706427454948425, "Emphysema": 0.5111058950424194, "Enlarged Cardiomediastinum": 0.2833663821220398, "Fibrosis": 0.5126583576202393, "Fracture": 0.5057910680770874, "Hernia": 0.04490960016846657, "Infiltration": 0.5314816236495972, "Lung Lesion": 0.5134445428848267, "Lung Opacity": 0.3726945221424103, "Mass": 0.6176538467407227, "Nodule": 0.5561758279800415, "Pleural_Thickening": 0.4835755527019501, "Pneumonia": 0.33169275522232056, "Pneumothorax": 0.510834813117981 }
{ "Atelectasis": 0.5413745045661926, "Cardiomegaly": 0.3628649115562439, "Consolidation": 0.7522181868553162, "Edema": 0.337181955575943, "Enlarged Cardiomediastinum": 0.47452548146247864, "Fracture": 0.3859372138977051, "Lung Lesion": 0.4728318154811859, "Lung Opacity": 0.6575831770896912, "No Finding": 0.5199744701385498, "Pleural Effusion": 0.48026618361473083, "Pleural Other": 0.4059852361679077, "Pneumonia": 0.9238138794898987, "Pneumothorax": 0.42534446716308594, "Support Devices": 0.579946756362915 }
9e979b07-6d89-4e33-ad56-26bb8703809d
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: no\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(B) Cardiomegaly" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.02474348433315754, "Atelectasis": 0.38025832176208496, "Azygos Lobe": 0.000010731228030635975, "Calcification of the Aorta": 0.008094732649624348, "Cardiomegaly": 0.5461236834526062, "Clavicle Fracture": 0.000015538056686636992, "Consolidation": 0.024462051689624786, "Edema": 0.192791149020195, "Emphysema": 0.0001586162397870794, "Enlarged Cardiomediastinum": 0.385038822889328, "Fibrosis": 0.00007599065429531038, "Fissure": 0.0015520472079515457, "Fracture": 0.016405772417783737, "Granuloma": 0.005702442489564419, "Hernia": 0.0020947949960827827, "Hydropneumothorax": 4.383919645079004e-7, "Infarction": 0.0009200001950375736, "Infiltration": 0.09524884074926376, "Kyphosis": 0.0000012513746696640737, "Lobar Atelectasis": 0.000046264576667454094, "Lung Lesion": 0.008081374689936638, "Lung Opacity": 0.2555726170539856, "Mass": 0.03543204069137573, "Nodule": 0.03565823659300804, "Normal": 0.14794257283210754, "Pleural Effusion": 0.34193986654281616, "Pleural Other": 0.0001502717932453379, "Pleural Thickening": 0.0007271902286447585, "Pneumomediastinum": 0.00022318640549201518, "Pneumonia": 0.2886475920677185, "Pneumoperitoneum": 0.0002598899300210178, "Pneumothorax": 0.011195763945579529, "Pulmonary Embolism": 0.007907677441835403, "Pulmonary Hypertension": 0.0005223552579991519, "Rib Fracture": 0.011678471229970455, "Round(ed) Atelectasis": 0.0000029567308956757188, "Subcutaneous Emphysema": 0.00003277948417235166, "Support Devices": 0.05101368576288223, "Tortuous Aorta": 0.03513500094413757, "Tuberculosis": 0.0026159449480473995 }
{ "Atelectasis": 0.667998731136322, "Cardiomegaly": 0.6493545174598694, "Consolidation": 0.5253315567970276, "Edema": 0.5601462125778198, "Effusion": 0.6028902530670166, "Emphysema": 0.5017319917678833, "Enlarged Cardiomediastinum": 0.5168346762657166, "Fibrosis": 0.5217506885528564, "Fracture": 0.512813925743103, "Hernia": 0.014478471130132675, "Infiltration": 0.5846766233444214, "Lung Lesion": 0.5242033004760742, "Lung Opacity": 0.6284884810447693, "Mass": 0.5117768049240112, "Nodule": 0.5304410457611084, "Pleural_Thickening": 0.2593563497066498, "Pneumonia": 0.5312669277191162, "Pneumothorax": 0.5020976662635803 }
{ "Atelectasis": 0.7142716646194458, "Cardiomegaly": 0.6802852153778076, "Consolidation": 0.5644021034240723, "Edema": 0.51051926612854, "Enlarged Cardiomediastinum": 0.8183026313781738, "Fracture": 0.5438819527626038, "Lung Lesion": 0.45486870408058167, "Lung Opacity": 0.6166948080062866, "No Finding": 0.6726071834564209, "Pleural Effusion": 0.7938917875289917, "Pleural Other": 0.4251999258995056, "Pneumonia": 0.4886389970779419, "Pneumothorax": 0.44296228885650635, "Support Devices": 0.6007542610168457 }
9fe46655-70e4-4706-b80a-3cdf9aeef58d
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(A) Atelectasis" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.009427922777831554, "Atelectasis": 0.38100650906562805, "Azygos Lobe": 0.000003538809096426121, "Calcification of the Aorta": 0.000006390074304363225, "Cardiomegaly": 0.23429033160209656, "Clavicle Fracture": 0.00010452783317305148, "Consolidation": 0.08267312496900558, "Edema": 0.05338643491268158, "Emphysema": 0.010299872606992722, "Enlarged Cardiomediastinum": 0.1216907650232315, "Fibrosis": 0.0011781433131545782, "Fissure": 0.0007719289278611541, "Fracture": 0.04673252999782562, "Granuloma": 0.009476457722485065, "Hernia": 0.0008950236369855702, "Hydropneumothorax": 0.000007954899956530426, "Infarction": 0.0015578764723613858, "Infiltration": 0.059036679565906525, "Kyphosis": 5.466854418045841e-7, "Lobar Atelectasis": 0.00004773310138261877, "Lung Lesion": 0.008664947934448719, "Lung Opacity": 0.4095708727836609, "Mass": 0.03267108276486397, "Nodule": 0.0426182858645916, "Normal": 0.27118420600891113, "Pleural Effusion": 0.027146698907017708, "Pleural Other": 0.00042629765812307596, "Pleural Thickening": 0.0011170933721587062, "Pneumomediastinum": 0.0013236601371318102, "Pneumonia": 0.39762067794799805, "Pneumoperitoneum": 0.00018144663772545755, "Pneumothorax": 0.022063765674829483, "Pulmonary Embolism": 0.02433134987950325, "Pulmonary Hypertension": 0.0000779796828282997, "Rib Fracture": 0.11252407729625702, "Round(ed) Atelectasis": 0.00005323196091922, "Subcutaneous Emphysema": 0.000028037908123224042, "Support Devices": 0.8619500994682312, "Tortuous Aorta": 0.000016469848560518585, "Tuberculosis": 0.027165234088897705 }
{ "Atelectasis": 0.4135388135910034, "Cardiomegaly": 0.27012744545936584, "Consolidation": 0.3474794030189514, "Edema": 0.18993017077445984, "Effusion": 0.13668523728847504, "Emphysema": 0.5060592293739319, "Enlarged Cardiomediastinum": 0.24192258715629578, "Fibrosis": 0.5604703426361084, "Fracture": 0.26326069235801697, "Hernia": 0.007880021817982197, "Infiltration": 0.5616887211799622, "Lung Lesion": 0.2725687623023987, "Lung Opacity": 0.4851926863193512, "Mass": 0.5101331472396851, "Nodule": 0.5300943851470947, "Pleural_Thickening": 0.3954981863498688, "Pneumonia": 0.20673874020576477, "Pneumothorax": 0.3758348822593689 }
{ "Atelectasis": 0.7581754922866821, "Cardiomegaly": 0.45932814478874207, "Consolidation": 0.5826719999313354, "Edema": 0.42584580183029175, "Enlarged Cardiomediastinum": 0.5106220245361328, "Fracture": 0.4946189820766449, "Lung Lesion": 0.5315746665000916, "Lung Opacity": 0.6744458675384521, "No Finding": 0.8753447532653809, "Pleural Effusion": 0.49305620789527893, "Pleural Other": 0.41429364681243896, "Pneumonia": 0.5570153594017029, "Pneumothorax": 0.42227494716644287, "Support Devices": 0.9425946474075317 }
340284d4-6f77-4963-811d-22d72df9d497
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: yes\nedema: no\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(I) Pleural effusion" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.005607403349131346, "Atelectasis": 0.5570201873779297, "Azygos Lobe": 0.000006928627954039257, "Calcification of the Aorta": 0.00003563993232091889, "Cardiomegaly": 0.31349045038223267, "Clavicle Fracture": 8.430276920989854e-7, "Consolidation": 0.10703293979167938, "Edema": 0.5421440601348877, "Emphysema": 0.00009772658813744783, "Enlarged Cardiomediastinum": 0.2970716953277588, "Fibrosis": 0.00028449459932744503, "Fissure": 0.0012671055737882853, "Fracture": 0.00570899760350585, "Granuloma": 0.00021802699484396726, "Hernia": 0.012074830941855907, "Hydropneumothorax": 0.00000930020814848831, "Infarction": 0.0015041398582980037, "Infiltration": 0.13716278970241547, "Kyphosis": 0.000013558895261667203, "Lobar Atelectasis": 0.0030142057221382856, "Lung Lesion": 0.0073066153563559055, "Lung Opacity": 0.29002130031585693, "Mass": 0.03437938913702965, "Nodule": 0.0020415617618709803, "Normal": 0.20309841632843018, "Pleural Effusion": 0.7430051565170288, "Pleural Other": 0.00003625889075919986, "Pleural Thickening": 0.001134664984419942, "Pneumomediastinum": 0.00043688438017852604, "Pneumonia": 0.14914573729038239, "Pneumoperitoneum": 0.00013484596274793148, "Pneumothorax": 0.040902990847826004, "Pulmonary Embolism": 0.014118577353656292, "Pulmonary Hypertension": 0.0013484887313097715, "Rib Fracture": 0.008909404277801514, "Round(ed) Atelectasis": 0.000004335753601480974, "Subcutaneous Emphysema": 0.00016644569404888898, "Support Devices": 0.821551501750946, "Tortuous Aorta": 0.0007745915791019797, "Tuberculosis": 0.0008880964014679193 }
{ "Atelectasis": 0.6126618981361389, "Cardiomegaly": 0.5266698002815247, "Consolidation": 0.5492302179336548, "Edema": 0.5297485589981079, "Effusion": 0.5674583315849304, "Emphysema": 0.5027639865875244, "Enlarged Cardiomediastinum": 0.5426826477050781, "Fibrosis": 0.45536670088768005, "Fracture": 0.5057439804077148, "Hernia": 0.27257439494132996, "Infiltration": 0.5665019750595093, "Lung Lesion": 0.5217862725257874, "Lung Opacity": 0.6672086715698242, "Mass": 0.5100129246711731, "Nodule": 0.5043929815292358, "Pleural_Thickening": 0.5019986033439636, "Pneumonia": 0.6182725429534912, "Pneumothorax": 0.3601016402244568 }
{ "Atelectasis": 0.7428103685379028, "Cardiomegaly": 0.5647215247154236, "Consolidation": 0.635773241519928, "Edema": 0.7087979316711426, "Enlarged Cardiomediastinum": 0.6986451148986816, "Fracture": 0.4113440215587616, "Lung Lesion": 0.43832963705062866, "Lung Opacity": 0.7039096355438232, "No Finding": 0.6121903657913208, "Pleural Effusion": 0.8965774774551392, "Pleural Other": 0.37862154841423035, "Pneumonia": 0.45212429761886597, "Pneumothorax": 0.4007016718387604, "Support Devices": 0.8708800077438354 }
fafe8dcb-85d5-4e5a-b9d1-ebffb6fbe918
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: yes\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: yes\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: yes\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(I) Pleural effusion" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.03209106996655464, "Atelectasis": 0.22334744036197662, "Azygos Lobe": 6.007091428728017e-7, "Calcification of the Aorta": 0.003566375467926264, "Cardiomegaly": 0.13687771558761597, "Clavicle Fracture": 6.264851322157483e-7, "Consolidation": 0.1362256407737732, "Edema": 0.40425047278404236, "Emphysema": 0.03465681150555611, "Enlarged Cardiomediastinum": 0.18877939879894257, "Fibrosis": 0.039770662784576416, "Fissure": 0.013508363626897335, "Fracture": 0.015367910265922546, "Granuloma": 0.20071285963058472, "Hernia": 0.003116991836577654, "Hydropneumothorax": 0.0000023331779175350675, "Infarction": 0.0023735372815281153, "Infiltration": 0.09711646288633347, "Kyphosis": 0.000018532718968344852, "Lobar Atelectasis": 0.00011539604020072147, "Lung Lesion": 0.017085926607251167, "Lung Opacity": 0.7994787096977234, "Mass": 0.01074178796261549, "Nodule": 0.1617693454027176, "Normal": 0.01217239536345005, "Pleural Effusion": 0.8217784762382507, "Pleural Other": 0.07680938392877579, "Pleural Thickening": 0.17064489424228668, "Pneumomediastinum": 0.000009213974408339709, "Pneumonia": 0.36249324679374695, "Pneumoperitoneum": 0.000012841634998039808, "Pneumothorax": 0.019671916961669922, "Pulmonary Embolism": 0.018125589936971664, "Pulmonary Hypertension": 0.004600621294230223, "Rib Fracture": 0.009928934276103973, "Round(ed) Atelectasis": 0.0004152932087890804, "Subcutaneous Emphysema": 0.0000063547599893354345, "Support Devices": 0.05235379934310913, "Tortuous Aorta": 0.0009415065869688988, "Tuberculosis": 0.04114692658185959 }
{ "Atelectasis": 0.5878292918205261, "Cardiomegaly": 0.5492119789123535, "Consolidation": 0.5832542181015015, "Edema": 0.5656448602676392, "Effusion": 0.709194540977478, "Emphysema": 0.5185111165046692, "Enlarged Cardiomediastinum": 0.5450493097305298, "Fibrosis": 0.6445614099502563, "Fracture": 0.5336999893188477, "Hernia": 0.12450797855854034, "Infiltration": 0.6407778263092041, "Lung Lesion": 0.6189289093017578, "Lung Opacity": 0.7425310611724854, "Mass": 0.5615267753601074, "Nodule": 0.5654940009117126, "Pleural_Thickening": 0.6187597513198853, "Pneumonia": 0.5540987849235535, "Pneumothorax": 0.5274222493171692 }
{ "Atelectasis": 0.5964730978012085, "Cardiomegaly": 0.6076790690422058, "Consolidation": 0.5608117580413818, "Edema": 0.8334856033325195, "Enlarged Cardiomediastinum": 0.7030715942382812, "Fracture": 0.5434020757675171, "Lung Lesion": 0.6246252059936523, "Lung Opacity": 0.7029309272766113, "No Finding": 0.4558221697807312, "Pleural Effusion": 0.9370850324630737, "Pleural Other": 0.7110708951950073, "Pneumonia": 0.5535680651664734, "Pneumothorax": 0.5040634274482727, "Support Devices": 0.7284570336341858 }
3d38d6a2-34c7-41c5-8ffa-474eb7ce6f3e
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(B) Cardiomegaly" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.0036845358554273844, "Atelectasis": 0.3800281584262848, "Azygos Lobe": 0.000005396028882387327, "Calcification of the Aorta": 0.09452580660581589, "Cardiomegaly": 0.28984108567237854, "Clavicle Fracture": 0.00011660780728561804, "Consolidation": 0.1761995404958725, "Edema": 0.15904200077056885, "Emphysema": 0.28361526131629944, "Enlarged Cardiomediastinum": 0.12294884771108627, "Fibrosis": 0.004571819677948952, "Fissure": 0.00660368287935853, "Fracture": 0.2822306156158447, "Granuloma": 0.0008995603420771658, "Hernia": 0.0003660786314867437, "Hydropneumothorax": 0.01718468777835369, "Infarction": 0.004273013677448034, "Infiltration": 0.09112336486577988, "Kyphosis": 1.448572959361627e-7, "Lobar Atelectasis": 0.000992112560197711, "Lung Lesion": 0.01631627045571804, "Lung Opacity": 0.6613178253173828, "Mass": 0.06191220134496689, "Nodule": 0.15538522601127625, "Normal": 0.04978039488196373, "Pleural Effusion": 0.4867359697818756, "Pleural Other": 0.006108313333243132, "Pleural Thickening": 0.11328408122062683, "Pneumomediastinum": 0.0009878426790237427, "Pneumonia": 0.2918664515018463, "Pneumoperitoneum": 0.0013602270046249032, "Pneumothorax": 0.5240131616592407, "Pulmonary Embolism": 0.013690141029655933, "Pulmonary Hypertension": 0.0010880656773224473, "Rib Fracture": 0.3019217550754547, "Round(ed) Atelectasis": 0.0011914132628589869, "Subcutaneous Emphysema": 0.011897889897227287, "Support Devices": 0.45324134826660156, "Tortuous Aorta": 0.016117218881845474, "Tuberculosis": 0.017914684489369392 }
{ "Atelectasis": 0.7258199453353882, "Cardiomegaly": 0.6051969528198242, "Consolidation": 0.6030646562576294, "Edema": 0.580771803855896, "Effusion": 0.7005476951599121, "Emphysema": 0.5102654695510864, "Enlarged Cardiomediastinum": 0.5189692974090576, "Fibrosis": 0.5918759107589722, "Fracture": 0.5420167446136475, "Hernia": 0.292954683303833, "Infiltration": 0.6533198952674866, "Lung Lesion": 0.5600494146347046, "Lung Opacity": 0.7802287340164185, "Mass": 0.5431260466575623, "Nodule": 0.588805079460144, "Pleural_Thickening": 0.5143724679946899, "Pneumonia": 0.5920886397361755, "Pneumothorax": 0.5115319490432739 }
{ "Atelectasis": 0.7892018556594849, "Cardiomegaly": 0.5422039031982422, "Consolidation": 0.623339831829071, "Edema": 0.5170039534568787, "Enlarged Cardiomediastinum": 0.5655366778373718, "Fracture": 0.5556119680404663, "Lung Lesion": 0.6803549528121948, "Lung Opacity": 0.7878289222717285, "No Finding": 0.5122072696685791, "Pleural Effusion": 0.6834084987640381, "Pleural Other": 0.6594781875610352, "Pneumonia": 0.5631598234176636, "Pneumothorax": 0.5393317937850952, "Support Devices": 0.6610128879547119 }
a4b90c32-7286-4c5f-b4b7-98ea08183d79
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: yes\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: no\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: no\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(D) Edema" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.002046117326244712, "Atelectasis": 0.05178910121321678, "Azygos Lobe": 0.000007851156624383293, "Calcification of the Aorta": 0.3728896677494049, "Cardiomegaly": 0.14957314729690552, "Clavicle Fracture": 0.00006440031575039029, "Consolidation": 0.0146110774949193, "Edema": 0.42803195118904114, "Emphysema": 0.2225586622953415, "Enlarged Cardiomediastinum": 0.14891742169857025, "Fibrosis": 0.01460920087993145, "Fissure": 0.011848223395645618, "Fracture": 0.05450863018631935, "Granuloma": 0.006712295580655336, "Hernia": 0.0015454551903530955, "Hydropneumothorax": 3.578051348540612e-7, "Infarction": 0.0007688052719458938, "Infiltration": 0.06068534404039383, "Kyphosis": 0.0001379968598484993, "Lobar Atelectasis": 0.00002037054582615383, "Lung Lesion": 0.0015048154164105654, "Lung Opacity": 0.48102298378944397, "Mass": 0.0065938555635511875, "Nodule": 0.06726401299238205, "Normal": 0.17247135937213898, "Pleural Effusion": 0.17316605150699615, "Pleural Other": 0.015630783513188362, "Pleural Thickening": 0.030415276065468788, "Pneumomediastinum": 0.001224307343363762, "Pneumonia": 0.25162777304649353, "Pneumoperitoneum": 0.000012841634998039808, "Pneumothorax": 0.006767900660634041, "Pulmonary Embolism": 0.004314898978918791, "Pulmonary Hypertension": 0.003105457639321685, "Rib Fracture": 0.008704815059900284, "Round(ed) Atelectasis": 0.000010239618859486654, "Subcutaneous Emphysema": 0.000003097073204116896, "Support Devices": 0.1887034773826599, "Tortuous Aorta": 0.001613033004105091, "Tuberculosis": 0.0005141831352375448 }
{ "Atelectasis": 0.39588063955307007, "Cardiomegaly": 0.4930383563041687, "Consolidation": 0.3604574501514435, "Edema": 0.5009855031967163, "Effusion": 0.4008801281452179, "Emphysema": 0.507285475730896, "Enlarged Cardiomediastinum": 0.13775686919689178, "Fibrosis": 0.5513260364532471, "Fracture": 0.30421704053878784, "Hernia": 0.011224533431231976, "Infiltration": 0.6002798080444336, "Lung Lesion": 0.28106167912483215, "Lung Opacity": 0.48076802492141724, "Mass": 0.38720977306365967, "Nodule": 0.5191994905471802, "Pleural_Thickening": 0.5081062316894531, "Pneumonia": 0.5027810335159302, "Pneumothorax": 0.5015395879745483 }
{ "Atelectasis": 0.6063849329948425, "Cardiomegaly": 0.6427988409996033, "Consolidation": 0.4921989440917969, "Edema": 0.6813154220581055, "Enlarged Cardiomediastinum": 0.644102156162262, "Fracture": 0.4880874752998352, "Lung Lesion": 0.4537529945373535, "Lung Opacity": 0.5936747193336487, "No Finding": 0.7001714110374451, "Pleural Effusion": 0.6921634674072266, "Pleural Other": 0.7086777091026306, "Pneumonia": 0.5417748689651489, "Pneumothorax": 0.5062583684921265, "Support Devices": 0.6418775320053101 }
1dd689ea-648f-42dc-a14a-9e8179aefd9f
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: no\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(N) None of the above" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.038527004420757294, "Atelectasis": 0.1472882181406021, "Azygos Lobe": 0.013008472509682178, "Calcification of the Aorta": 4.813379632651049e-7, "Cardiomegaly": 0.27325162291526794, "Clavicle Fracture": 0.00015207985416054726, "Consolidation": 0.022407222539186478, "Edema": 0.04533810913562775, "Emphysema": 0.000016851539839990437, "Enlarged Cardiomediastinum": 0.14584960043430328, "Fibrosis": 0.00007481261854991317, "Fissure": 0.04823414608836174, "Fracture": 0.4501899480819702, "Granuloma": 0.004378037992864847, "Hernia": 0.0019528414122760296, "Hydropneumothorax": 0.0000017338717270831694, "Infarction": 0.0041099898517131805, "Infiltration": 0.07388348132371902, "Kyphosis": 0.0002765536482911557, "Lobar Atelectasis": 0.000043461670429678634, "Lung Lesion": 0.006840381771326065, "Lung Opacity": 0.12713508307933807, "Mass": 0.006749168504029512, "Nodule": 0.008375548757612705, "Normal": 0.3170350193977356, "Pleural Effusion": 0.03843466192483902, "Pleural Other": 0.007649660110473633, "Pleural Thickening": 0.019178902730345726, "Pneumomediastinum": 0.0002843294641934335, "Pneumonia": 0.29368630051612854, "Pneumoperitoneum": 0.00014466718130279332, "Pneumothorax": 0.017102614045143127, "Pulmonary Embolism": 0.02964891493320465, "Pulmonary Hypertension": 0.00029653552337549627, "Rib Fracture": 0.19000469148159027, "Round(ed) Atelectasis": 1.1464523197446397e-7, "Subcutaneous Emphysema": 0.000011417378118494526, "Support Devices": 0.4711265563964844, "Tortuous Aorta": 0.005897900555282831, "Tuberculosis": 0.014473531395196915 }
{ "Atelectasis": 0.5289986729621887, "Cardiomegaly": 0.2308766096830368, "Consolidation": 0.19489434361457825, "Edema": 0.06462585180997849, "Effusion": 0.09235701709985733, "Emphysema": 0.0409754142165184, "Enlarged Cardiomediastinum": 0.36335670948028564, "Fibrosis": 0.5026384592056274, "Fracture": 0.253165066242218, "Hernia": 0.0018567921360954642, "Infiltration": 0.5530108213424683, "Lung Lesion": 0.2533363699913025, "Lung Opacity": 0.2269880324602127, "Mass": 0.3473661243915558, "Nodule": 0.47423025965690613, "Pleural_Thickening": 0.08473576605319977, "Pneumonia": 0.09414675086736679, "Pneumothorax": 0.04556882753968239 }
{ "Atelectasis": 0.6530653238296509, "Cardiomegaly": 0.5832378268241882, "Consolidation": 0.516394853591919, "Edema": 0.4497022330760956, "Enlarged Cardiomediastinum": 0.728650689125061, "Fracture": 0.4576355814933777, "Lung Lesion": 0.5039958953857422, "Lung Opacity": 0.5833075642585754, "No Finding": 0.8415465354919434, "Pleural Effusion": 0.5924457311630249, "Pleural Other": 0.45505568385124207, "Pneumonia": 0.48737287521362305, "Pneumothorax": 0.45596250891685486, "Support Devices": 0.9199143052101135 }
bf05d1a2-cead-4926-af55-b86b54e11722
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: yes\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(D)" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.004321752581745386, "Atelectasis": 0.34242314100265503, "Azygos Lobe": 0.00001056485780281946, "Calcification of the Aorta": 0.2273293435573578, "Cardiomegaly": 0.5745347142219543, "Clavicle Fracture": 0.00000594389348407276, "Consolidation": 0.12914696335792542, "Edema": 0.7886902689933777, "Emphysema": 0.03558334708213806, "Enlarged Cardiomediastinum": 0.14057770371437073, "Fibrosis": 0.0001430731063010171, "Fissure": 0.06561525166034698, "Fracture": 0.007970157079398632, "Granuloma": 0.0021552210673689842, "Hernia": 0.0007537919445894659, "Hydropneumothorax": 5.413417625277361e-7, "Infarction": 0.0076215676963329315, "Infiltration": 0.07374995201826096, "Kyphosis": 0.000027604155548033305, "Lobar Atelectasis": 0.00007509265560656786, "Lung Lesion": 0.002310699550434947, "Lung Opacity": 0.5087381601333618, "Mass": 0.0017625668551772833, "Nodule": 0.017232777550816536, "Normal": 0.029990779235959053, "Pleural Effusion": 0.6758986711502075, "Pleural Other": 0.000054006501159165055, "Pleural Thickening": 0.002892369870096445, "Pneumomediastinum": 0.00032470133737660944, "Pneumonia": 0.3474023938179016, "Pneumoperitoneum": 0.00022935905144549906, "Pneumothorax": 0.01233010645955801, "Pulmonary Embolism": 0.007907677441835403, "Pulmonary Hypertension": 0.06052941456437111, "Rib Fracture": 0.00045263138599693775, "Round(ed) Atelectasis": 0.00005846356725669466, "Subcutaneous Emphysema": 3.420957170874317e-7, "Support Devices": 0.09505843371152878, "Tortuous Aorta": 0.00047735401312820613, "Tuberculosis": 0.0012325746938586235 }
{ "Atelectasis": 0.5832324028015137, "Cardiomegaly": 0.6475266814231873, "Consolidation": 0.5267189741134644, "Edema": 0.6076798439025879, "Effusion": 0.5474948883056641, "Emphysema": 0.5040999054908752, "Enlarged Cardiomediastinum": 0.5186000466346741, "Fibrosis": 0.580974817276001, "Fracture": 0.29177752137184143, "Hernia": 0.022739648818969727, "Infiltration": 0.6413127779960632, "Lung Lesion": 0.3769688606262207, "Lung Opacity": 0.7458076477050781, "Mass": 0.5142602920532227, "Nodule": 0.5134532451629639, "Pleural_Thickening": 0.22345024347305298, "Pneumonia": 0.506048321723938, "Pneumothorax": 0.5004737377166748 }
{ "Atelectasis": 0.7071453928947449, "Cardiomegaly": 0.7295618057250977, "Consolidation": 0.5314258337020874, "Edema": 0.8805888891220093, "Enlarged Cardiomediastinum": 0.8391258716583252, "Fracture": 0.45971572399139404, "Lung Lesion": 0.538710355758667, "Lung Opacity": 0.7098195552825928, "No Finding": 0.45606788992881775, "Pleural Effusion": 0.8166583776473999, "Pleural Other": 0.521033525466919, "Pneumonia": 0.5401065945625305, "Pneumothorax": 0.3999173939228058, "Support Devices": 0.6004093885421753 }
5ab38058-2e33-4e92-ad12-d1af85d13dfc
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: no\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: no\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(E) Enlarged cardiomediastinum" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.004563572350889444, "Atelectasis": 0.18181823194026947, "Azygos Lobe": 0.000006407936780306045, "Calcification of the Aorta": 0.00013875898730475456, "Cardiomegaly": 0.7605326175689697, "Clavicle Fracture": 0.00011214114056201652, "Consolidation": 0.018827231600880623, "Edema": 0.05632232129573822, "Emphysema": 0.000011491812983877026, "Enlarged Cardiomediastinum": 0.24167689681053162, "Fibrosis": 0.00004609204188454896, "Fissure": 0.003504415974020958, "Fracture": 0.015308914706110954, "Granuloma": 0.001553284120745957, "Hernia": 0.0014128481270745397, "Hydropneumothorax": 5.006593255529879e-7, "Infarction": 0.005697062239050865, "Infiltration": 0.0471094511449337, "Kyphosis": 0.000601497886236757, "Lobar Atelectasis": 0.00006373102951329201, "Lung Lesion": 0.0010226877639070153, "Lung Opacity": 0.1319802850484848, "Mass": 0.009273742325603962, "Nodule": 0.0075143142603337765, "Normal": 0.300160676240921, "Pleural Effusion": 0.02322257123887539, "Pleural Other": 0.00005528715701075271, "Pleural Thickening": 0.00019506145326886326, "Pneumomediastinum": 0.0004385935317259282, "Pneumonia": 0.2032155990600586, "Pneumoperitoneum": 0.00495758093893528, "Pneumothorax": 0.016906732693314552, "Pulmonary Embolism": 0.008156645111739635, "Pulmonary Hypertension": 0.00023276827414520085, "Rib Fracture": 0.02725248783826828, "Round(ed) Atelectasis": 2.9505289944609103e-7, "Subcutaneous Emphysema": 0.000009919605872710235, "Support Devices": 0.022425780072808266, "Tortuous Aorta": 0.02498072013258934, "Tuberculosis": 0.00014339557674247772 }
{ "Atelectasis": 0.5518326759338379, "Cardiomegaly": 0.6366487145423889, "Consolidation": 0.3027382493019104, "Edema": 0.5343939065933228, "Effusion": 0.4683435559272766, "Emphysema": 0.12856034934520721, "Enlarged Cardiomediastinum": 0.4446977376937866, "Fibrosis": 0.31229814887046814, "Fracture": 0.3178582191467285, "Hernia": 0.0021799318492412567, "Infiltration": 0.538811445236206, "Lung Lesion": 0.13343466818332672, "Lung Opacity": 0.4628259539604187, "Mass": 0.20408526062965393, "Nodule": 0.24342049658298492, "Pleural_Thickening": 0.06909281015396118, "Pneumonia": 0.2198316603899002, "Pneumothorax": 0.10401875525712967 }
{ "Atelectasis": 0.5740169882774353, "Cardiomegaly": 0.8563581705093384, "Consolidation": 0.4575797915458679, "Edema": 0.4625396132469177, "Enlarged Cardiomediastinum": 0.8524601459503174, "Fracture": 0.4605662524700165, "Lung Lesion": 0.43600550293922424, "Lung Opacity": 0.5631991624832153, "No Finding": 0.6471588015556335, "Pleural Effusion": 0.5291433334350586, "Pleural Other": 0.4012816548347473, "Pneumonia": 0.41464823484420776, "Pneumothorax": 0.38170865178108215, "Support Devices": 0.5138088464736938 }
1af05048-0a93-4161-b72f-fd4d67dcfc79
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: no\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: no\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(F)" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.009391511790454388, "Atelectasis": 0.0052344719879329205, "Azygos Lobe": 0.000008163909114955459, "Calcification of the Aorta": 0.000006909314379299758, "Cardiomegaly": 0.04281561076641083, "Clavicle Fracture": 0.00021953809482511133, "Consolidation": 0.00663900887593627, "Edema": 0.0193017590790987, "Emphysema": 0.0058039515279233456, "Enlarged Cardiomediastinum": 0.21207663416862488, "Fibrosis": 0.0001822727354010567, "Fissure": 0.000016413197954534553, "Fracture": 0.03495242819190025, "Granuloma": 0.017968811094760895, "Hernia": 0.0026881706435233355, "Hydropneumothorax": 0.000003066902309001307, "Infarction": 0.00019449612591415644, "Infiltration": 0.05474217236042023, "Kyphosis": 0.000057530276535544544, "Lobar Atelectasis": 0.00000579092511543422, "Lung Lesion": 0.017788561061024666, "Lung Opacity": 0.021109702065587044, "Mass": 0.019844839349389076, "Nodule": 0.056205011904239655, "Normal": 0.4379197061061859, "Pleural Effusion": 0.043492648750543594, "Pleural Other": 0.001945254858583212, "Pleural Thickening": 0.026581598445773125, "Pneumomediastinum": 0.0002843294641934335, "Pneumonia": 0.1623656302690506, "Pneumoperitoneum": 0.00006271372694754973, "Pneumothorax": 0.012864498421549797, "Pulmonary Embolism": 0.0026835710741579533, "Pulmonary Hypertension": 0.0000067612436396302655, "Rib Fracture": 0.018391147255897522, "Round(ed) Atelectasis": 0.000004073064246767899, "Subcutaneous Emphysema": 0.00001314129895035876, "Support Devices": 0.5223947167396545, "Tortuous Aorta": 0.0015757258515805006, "Tuberculosis": 0.009763509966433048 }
{ "Atelectasis": 0.036691077053546906, "Cardiomegaly": 0.026509927585721016, "Consolidation": 0.04055440053343773, "Edema": 0.006106412038207054, "Effusion": 0.010584739968180656, "Emphysema": 0.5038038492202759, "Enlarged Cardiomediastinum": 0.03352335840463638, "Fibrosis": 0.2944672107696533, "Fracture": 0.3191068768501282, "Hernia": 0.5042502880096436, "Infiltration": 0.5044509172439575, "Lung Lesion": 0.07892632484436035, "Lung Opacity": 0.08106033504009247, "Mass": 0.5045719146728516, "Nodule": 0.5019251108169556, "Pleural_Thickening": 0.07161348313093185, "Pneumonia": 0.0271819569170475, "Pneumothorax": 0.04287266358733177 }
{ "Atelectasis": 0.4980316758155823, "Cardiomegaly": 0.4344596862792969, "Consolidation": 0.42782145738601685, "Edema": 0.3612707555294037, "Enlarged Cardiomediastinum": 0.5298159718513489, "Fracture": 0.6245081424713135, "Lung Lesion": 0.39890462160110474, "Lung Opacity": 0.4673878848552704, "No Finding": 0.9982380867004395, "Pleural Effusion": 0.5716213583946228, "Pleural Other": 0.4673914611339569, "Pneumonia": 0.41243454813957214, "Pneumothorax": 0.43273332715034485, "Support Devices": 0.8664089441299438 }
541e624d-0311-4a65-9403-c4c2355287ea
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: no\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: no\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(G)" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.009952596388757229, "Atelectasis": 0.19819219410419464, "Azygos Lobe": 0.00005892320041311905, "Calcification of the Aorta": 0.0005337886977940798, "Cardiomegaly": 0.2887367904186249, "Clavicle Fracture": 0.0009022626327350736, "Consolidation": 0.015719054266810417, "Edema": 0.022578664124011993, "Emphysema": 0.0000410603461205028, "Enlarged Cardiomediastinum": 0.26512783765792847, "Fibrosis": 0.00007718724373262376, "Fissure": 0.0005306666134856641, "Fracture": 0.052142657339572906, "Granuloma": 0.00128304457757622, "Hernia": 0.4187702536582947, "Hydropneumothorax": 0.000023198448616312817, "Infarction": 0.005129726603627205, "Infiltration": 0.07618778944015503, "Kyphosis": 0.00007863290375098586, "Lobar Atelectasis": 0.00005894185233046301, "Lung Lesion": 0.004160097800195217, "Lung Opacity": 0.38265636563301086, "Mass": 0.032486412674188614, "Nodule": 0.017770083621144295, "Normal": 0.20484256744384766, "Pleural Effusion": 0.06354780495166779, "Pleural Other": 0.0008574177045375109, "Pleural Thickening": 0.0006885165348649025, "Pneumomediastinum": 0.003479850711300969, "Pneumonia": 0.21915222704410553, "Pneumoperitoneum": 0.0005946946912445128, "Pneumothorax": 0.027363387867808342, "Pulmonary Embolism": 0.013796033337712288, "Pulmonary Hypertension": 0.00012363579298835248, "Rib Fracture": 0.029124444350600243, "Round(ed) Atelectasis": 0.0000027775920443673385, "Subcutaneous Emphysema": 0.000028479429602157325, "Support Devices": 0.018915235996246338, "Tortuous Aorta": 0.011047621257603168, "Tuberculosis": 0.0017037845682352781 }
{ "Atelectasis": 0.5157584547996521, "Cardiomegaly": 0.5326768159866333, "Consolidation": 0.23106814920902252, "Edema": 0.37342938780784607, "Effusion": 0.1894078552722931, "Emphysema": 0.07613109052181244, "Enlarged Cardiomediastinum": 0.2804419696331024, "Fibrosis": 0.29855552315711975, "Fracture": 0.31899523735046387, "Hernia": 0.768888533115387, "Infiltration": 0.5030661821365356, "Lung Lesion": 0.26138409972190857, "Lung Opacity": 0.2718874216079712, "Mass": 0.5260065197944641, "Nodule": 0.4875048100948334, "Pleural_Thickening": 0.0995255634188652, "Pneumonia": 0.11452362686395645, "Pneumothorax": 0.1146935224533081 }
{ "Atelectasis": 0.622809886932373, "Cardiomegaly": 0.6530853509902954, "Consolidation": 0.514323890209198, "Edema": 0.3853480815887451, "Enlarged Cardiomediastinum": 0.7174991369247437, "Fracture": 0.5243851542472839, "Lung Lesion": 0.4828552305698395, "Lung Opacity": 0.6536401510238647, "No Finding": 0.9690797328948975, "Pleural Effusion": 0.538886308670044, "Pleural Other": 0.46018707752227783, "Pneumonia": 0.4838205575942993, "Pneumothorax": 0.4197289049625397, "Support Devices": 0.5397716760635376 }
2cf4a350-dd43-493e-9c25-d5ddf021becf
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(F) Fracture" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.008525180630385876, "Atelectasis": 0.5379396080970764, "Azygos Lobe": 0.000007261137398018036, "Calcification of the Aorta": 0.00009171840792987496, "Cardiomegaly": 0.33444514870643616, "Clavicle Fracture": 0.00019374668772798032, "Consolidation": 0.06242659315466881, "Edema": 0.08707025647163391, "Emphysema": 0.00009772658813744783, "Enlarged Cardiomediastinum": 0.19575515389442444, "Fibrosis": 0.0001149657036876306, "Fissure": 0.005523583386093378, "Fracture": 0.035216912627220154, "Granuloma": 0.0020890505984425545, "Hernia": 0.019829075783491135, "Hydropneumothorax": 2.577173745521577e-7, "Infarction": 0.009955829940736294, "Infiltration": 0.08305399119853973, "Kyphosis": 0.014821617864072323, "Lobar Atelectasis": 0.00006177035538712516, "Lung Lesion": 0.0019389401422813535, "Lung Opacity": 0.6306241154670715, "Mass": 0.002674669027328491, "Nodule": 0.018607016652822495, "Normal": 0.08726394176483154, "Pleural Effusion": 0.06262429058551788, "Pleural Other": 0.00019598241487983614, "Pleural Thickening": 0.00027291878359392285, "Pneumomediastinum": 0.00044549733866006136, "Pneumonia": 0.4121495187282562, "Pneumoperitoneum": 0.00010339324944652617, "Pneumothorax": 0.0045010666362941265, "Pulmonary Embolism": 0.015073358081281185, "Pulmonary Hypertension": 0.00034938595490530133, "Rib Fracture": 0.037440069019794464, "Round(ed) Atelectasis": 0.000034369782952126116, "Subcutaneous Emphysema": 0.00001293756486120401, "Support Devices": 0.04879157990217209, "Tortuous Aorta": 0.014471546746790409, "Tuberculosis": 0.002545563969761133 }
{ "Atelectasis": 0.5536834001541138, "Cardiomegaly": 0.5597133636474609, "Consolidation": 0.28901877999305725, "Edema": 0.41260048747062683, "Effusion": 0.24808743596076965, "Emphysema": 0.5071912407875061, "Enlarged Cardiomediastinum": 0.2766490876674652, "Fibrosis": 0.5366620421409607, "Fracture": 0.25767070055007935, "Hernia": 0.03433256223797798, "Infiltration": 0.5222543478012085, "Lung Lesion": 0.2698870897293091, "Lung Opacity": 0.44282767176628113, "Mass": 0.4422859847545624, "Nodule": 0.5161464214324951, "Pleural_Thickening": 0.2391572743654251, "Pneumonia": 0.2226908802986145, "Pneumothorax": 0.1775045543909073 }
{ "Atelectasis": 0.8783677816390991, "Cardiomegaly": 0.6282780170440674, "Consolidation": 0.5370407700538635, "Edema": 0.40157800912857056, "Enlarged Cardiomediastinum": 0.7205114364624023, "Fracture": 0.5495351552963257, "Lung Lesion": 0.4693268835544586, "Lung Opacity": 0.7763568162918091, "No Finding": 0.5325562953948975, "Pleural Effusion": 0.6777087450027466, "Pleural Other": 0.48830199241638184, "Pneumonia": 0.49198901653289795, "Pneumothorax": 0.4110494554042816, "Support Devices": 0.600588858127594 }
2ba4aa5d-f8d5-41d0-80d3-2c0c030bee22
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: no\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(M)" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.02947053499519825, "Atelectasis": 0.5734574794769287, "Azygos Lobe": 0.0000011048726946683018, "Calcification of the Aorta": 0.000004711753263109131, "Cardiomegaly": 0.20045378804206848, "Clavicle Fracture": 0.00008014621562324464, "Consolidation": 0.11886223405599594, "Edema": 0.07195930182933807, "Emphysema": 0.0005469626630656421, "Enlarged Cardiomediastinum": 0.13140131533145905, "Fibrosis": 0.0003768593305721879, "Fissure": 0.017783354967832565, "Fracture": 0.009341594763100147, "Granuloma": 0.002608681796118617, "Hernia": 0.0022912616841495037, "Hydropneumothorax": 0.00006111745460657403, "Infarction": 0.0016842529876157641, "Infiltration": 0.08099520206451416, "Kyphosis": 0.0002557756379246712, "Lobar Atelectasis": 0.00030160590540617704, "Lung Lesion": 0.03980568051338196, "Lung Opacity": 0.4236923158168793, "Mass": 0.009345795959234238, "Nodule": 0.06333130598068237, "Normal": 0.02871117554605007, "Pleural Effusion": 0.8131830096244812, "Pleural Other": 0.011889927089214325, "Pleural Thickening": 0.03343107923865318, "Pneumomediastinum": 0.00046143055078573525, "Pneumonia": 0.26168766617774963, "Pneumoperitoneum": 0.00035519353696145117, "Pneumothorax": 0.010483984835445881, "Pulmonary Embolism": 0.007969203405082226, "Pulmonary Hypertension": 0.00042140952427871525, "Rib Fracture": 0.006483365781605244, "Round(ed) Atelectasis": 0.00003658636342152022, "Subcutaneous Emphysema": 0.000193075233255513, "Support Devices": 0.8538567423820496, "Tortuous Aorta": 0.00032557640224695206, "Tuberculosis": 0.008202556520700455 }
{ "Atelectasis": 0.6901142597198486, "Cardiomegaly": 0.5236183404922485, "Consolidation": 0.6031793355941772, "Edema": 0.4202106297016144, "Effusion": 0.6651589274406433, "Emphysema": 0.5000863075256348, "Enlarged Cardiomediastinum": 0.5140535831451416, "Fibrosis": 0.5182924270629883, "Fracture": 0.5110546946525574, "Hernia": 0.014513169415295124, "Infiltration": 0.5457735657691956, "Lung Lesion": 0.5362173318862915, "Lung Opacity": 0.6985369324684143, "Mass": 0.4791491627693176, "Nodule": 0.5041936039924622, "Pleural_Thickening": 0.2859361171722412, "Pneumonia": 0.6435081958770752, "Pneumothorax": 0.5286089777946472 }
{ "Atelectasis": 0.7815713882446289, "Cardiomegaly": 0.3872036337852478, "Consolidation": 0.5986070036888123, "Edema": 0.5311346054077148, "Enlarged Cardiomediastinum": 0.5020216703414917, "Fracture": 0.45933908224105835, "Lung Lesion": 0.5729756355285645, "Lung Opacity": 0.6967588663101196, "No Finding": 0.629188597202301, "Pleural Effusion": 0.7921147346496582, "Pleural Other": 0.628524124622345, "Pneumonia": 0.5724190473556519, "Pneumothorax": 0.5336463451385498, "Support Devices": 0.9465337991714478 }
10298c42-62b2-4f84-b558-657e843870f1
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: no\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(G) Lung lesion" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.03421907126903534, "Atelectasis": 0.39485999941825867, "Azygos Lobe": 0.000004202436684863642, "Calcification of the Aorta": 0.0055992500856518745, "Cardiomegaly": 0.46586406230926514, "Clavicle Fracture": 0.0000974313443293795, "Consolidation": 0.029750877991318703, "Edema": 0.08879324048757553, "Emphysema": 0.0034201480448246002, "Enlarged Cardiomediastinum": 0.08247891068458557, "Fibrosis": 0.009156949818134308, "Fissure": 0.002055092714726925, "Fracture": 0.005686866585165262, "Granuloma": 0.027143193408846855, "Hernia": 0.019791152328252792, "Hydropneumothorax": 0.000003090955942752771, "Infarction": 0.003968572244048119, "Infiltration": 0.11346215009689331, "Kyphosis": 0.001365083851851523, "Lobar Atelectasis": 0.00006678934732917696, "Lung Lesion": 0.0073066153563559055, "Lung Opacity": 0.27997270226478577, "Mass": 0.06067608669400215, "Nodule": 0.07513535022735596, "Normal": 0.1776895970106125, "Pleural Effusion": 0.08780810981988907, "Pleural Other": 0.0077391332015395164, "Pleural Thickening": 0.015203529968857765, "Pneumomediastinum": 0.0006979570025578141, "Pneumonia": 0.17665620148181915, "Pneumoperitoneum": 0.00019015280122403055, "Pneumothorax": 0.01472147461026907, "Pulmonary Embolism": 0.030968980863690376, "Pulmonary Hypertension": 0.027742907404899597, "Rib Fracture": 0.001448297407478094, "Round(ed) Atelectasis": 0.00004697733311331831, "Subcutaneous Emphysema": 0.0001337472494924441, "Support Devices": 0.02457573264837265, "Tortuous Aorta": 0.07380985468626022, "Tuberculosis": 0.057379357516765594 }
{ "Atelectasis": 0.5299862623214722, "Cardiomegaly": 0.5244554281234741, "Consolidation": 0.28612029552459717, "Edema": 0.1419658213853836, "Effusion": 0.2176753133535385, "Emphysema": 0.5005059838294983, "Enlarged Cardiomediastinum": 0.3717578947544098, "Fibrosis": 0.5084216594696045, "Fracture": 0.5003385543823242, "Hernia": 0.0882551446557045, "Infiltration": 0.508234977722168, "Lung Lesion": 0.3108077049255371, "Lung Opacity": 0.32621634006500244, "Mass": 0.5006029605865479, "Nodule": 0.5011888742446899, "Pleural_Thickening": 0.1660023182630539, "Pneumonia": 0.2596100866794586, "Pneumothorax": 0.503849983215332 }
{ "Atelectasis": 0.614235520362854, "Cardiomegaly": 0.647635817527771, "Consolidation": 0.5073025226593018, "Edema": 0.36157214641571045, "Enlarged Cardiomediastinum": 0.7113903760910034, "Fracture": 0.5738039612770081, "Lung Lesion": 0.45472949743270874, "Lung Opacity": 0.5728796124458313, "No Finding": 0.8806155323982239, "Pleural Effusion": 0.5001750588417053, "Pleural Other": 0.5503842234611511, "Pneumonia": 0.5057393312454224, "Pneumothorax": 0.44434601068496704, "Support Devices": 0.6277249455451965 }
8b1633fb-aa17-4ad0-9b71-76e5e2520aa2
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: yes\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(C) Consolidation" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.0002918491081800312, "Atelectasis": 0.24397101998329163, "Azygos Lobe": 3.635831546944246e-8, "Calcification of the Aorta": 0.0008137027034536004, "Cardiomegaly": 0.6675457954406738, "Clavicle Fracture": 1.046962196937784e-7, "Consolidation": 0.3536900281906128, "Edema": 0.7442211508750916, "Emphysema": 0.0026142073329538107, "Enlarged Cardiomediastinum": 0.047560520470142365, "Fibrosis": 0.000016054398656706326, "Fissure": 0.0015703135868534446, "Fracture": 0.0009041210287250578, "Granuloma": 0.0005290204426273704, "Hernia": 0.000566879753023386, "Hydropneumothorax": 9.87931002782716e-7, "Infarction": 0.000796292326413095, "Infiltration": 0.21614472568035126, "Kyphosis": 0.000004649405127565842, "Lobar Atelectasis": 0.0005069675389677286, "Lung Lesion": 0.0004909521667286754, "Lung Opacity": 0.695592999458313, "Mass": 0.0023982226848602295, "Nodule": 0.0015906881308183074, "Normal": 0.029707984998822212, "Pleural Effusion": 0.6329853534698486, "Pleural Other": 0.000007780734449625015, "Pleural Thickening": 0.000297402759315446, "Pneumomediastinum": 0.00029335240833461285, "Pneumonia": 0.39178788661956787, "Pneumoperitoneum": 0.00009865900210570544, "Pneumothorax": 0.00763248885050416, "Pulmonary Embolism": 0.0012304185656830668, "Pulmonary Hypertension": 0.0019080471247434616, "Rib Fracture": 0.0007607470615766943, "Round(ed) Atelectasis": 6.860183248136309e-7, "Subcutaneous Emphysema": 0.0000033749977319530444, "Support Devices": 0.8856849074363708, "Tortuous Aorta": 0.0013908307300880551, "Tuberculosis": 0.0013222408015280962 }
{ "Atelectasis": 0.6211708784103394, "Cardiomegaly": 0.6077495217323303, "Consolidation": 0.6551381349563599, "Edema": 0.5464979410171509, "Effusion": 0.7005373239517212, "Emphysema": 0.5050674676895142, "Enlarged Cardiomediastinum": 0.8597884774208069, "Fibrosis": 0.5037545561790466, "Fracture": 0.5115270614624023, "Hernia": 0.0151243656873703, "Infiltration": 0.578516960144043, "Lung Lesion": 0.734620213508606, "Lung Opacity": 0.7248379588127136, "Mass": 0.8198531866073608, "Nodule": 0.5208761692047119, "Pleural_Thickening": 0.24617740511894226, "Pneumonia": 0.658157229423523, "Pneumothorax": 0.5063287019729614 }
{ "Atelectasis": 0.6464172601699829, "Cardiomegaly": 0.8406684398651123, "Consolidation": 0.7884348630905151, "Edema": 0.7173266410827637, "Enlarged Cardiomediastinum": 0.6611721515655518, "Fracture": 0.41078341007232666, "Lung Lesion": 0.6153762340545654, "Lung Opacity": 0.7041826248168945, "No Finding": 0.444621205329895, "Pleural Effusion": 0.8614287972450256, "Pleural Other": 0.3898245692253113, "Pneumonia": 0.6856775879859924, "Pneumothorax": 0.44739097356796265, "Support Devices": 0.9243310689926147 }
bc0eae44-e7e8-4473-ac7e-07bb0235f5e7
[ { "from": "human", "value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>." }, { "from": "human", "value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a multiple-choice question about findings in chest X-ray in the frontal view. Please reply with the corresponding answer choice letter(s).\nQuestion: What are the potential abnormalities according to the provided X-ray image?\n(A) Atelectasis\n(B) Cardiomegaly\n(C) Consolidation\n(D) Edema\n(E) Enlarged cardiomediastinum\n(F) Fracture\n(G) Lung lesion\n(H) Lung opacity\n(I) Pleural effusion\n(J) Pleural other\n(K) Pneumonia\n(L) Pneumothorax\n(M) Support devices\n(N) None of the above" }, { "from": "gpt", "value": "(B)" } ]
What are the potential abnormalities according to the provided X-ray image?
{ "Adenopathy": 0.004653161857277155, "Atelectasis": 0.19024592638015747, "Azygos Lobe": 0.000006358069640555186, "Calcification of the Aorta": 0.003900319105014205, "Cardiomegaly": 0.828153133392334, "Clavicle Fracture": 0.000017884152839542367, "Consolidation": 0.025899963453412056, "Edema": 0.4862479567527771, "Emphysema": 0.0000606820649409201, "Enlarged Cardiomediastinum": 0.19103290140628815, "Fibrosis": 0.00000166591109973524, "Fissure": 0.04578469693660736, "Fracture": 0.005364962387830019, "Granuloma": 0.0165771022439003, "Hernia": 0.0011670130770653486, "Hydropneumothorax": 6.428591632356984e-7, "Infarction": 0.005395506042987108, "Infiltration": 0.053245820105075836, "Kyphosis": 0.00002738934381341096, "Lobar Atelectasis": 0.00003332355845486745, "Lung Lesion": 0.0003677514905575663, "Lung Opacity": 0.25930625200271606, "Mass": 0.0037971928250044584, "Nodule": 0.0032457660418003798, "Normal": 0.025862473994493484, "Pleural Effusion": 0.6294618844985962, "Pleural Other": 0.0028499423060566187, "Pleural Thickening": 0.016481850296258926, "Pneumomediastinum": 0.0002489760227035731, "Pneumonia": 0.21368739008903503, "Pneumoperitoneum": 0.00009340894757770002, "Pneumothorax": 0.006118288729339838, "Pulmonary Embolism": 0.006363884545862675, "Pulmonary Hypertension": 0.0053954110480844975, "Rib Fracture": 0.005860902834683657, "Round(ed) Atelectasis": 0.000007204494067991618, "Subcutaneous Emphysema": 0.0000070340738602681085, "Support Devices": 0.09986808896064758, "Tortuous Aorta": 0.0010299201821908355, "Tuberculosis": 0.00029189555789344013 }
{ "Atelectasis": 0.6476848721504211, "Cardiomegaly": 0.8232274055480957, "Consolidation": 0.5111212730407715, "Edema": 0.5948337912559509, "Effusion": 0.6046148538589478, "Emphysema": 0.5022375583648682, "Enlarged Cardiomediastinum": 0.5303806066513062, "Fibrosis": 0.5587728023529053, "Fracture": 0.2563493847846985, "Hernia": 0.002388098742812872, "Infiltration": 0.5560768246650696, "Lung Lesion": 0.5042688846588135, "Lung Opacity": 0.6459638476371765, "Mass": 0.2177848517894745, "Nodule": 0.5045717358589172, "Pleural_Thickening": 0.2743285000324249, "Pneumonia": 0.5313640832901001, "Pneumothorax": 0.3697246015071869 }
{ "Atelectasis": 0.6696587204933167, "Cardiomegaly": 0.8656074404716492, "Consolidation": 0.5679803490638733, "Edema": 0.647763729095459, "Enlarged Cardiomediastinum": 0.8160498142242432, "Fracture": 0.46405279636383057, "Lung Lesion": 0.44028526544570923, "Lung Opacity": 0.544035017490387, "No Finding": 0.474674254655838, "Pleural Effusion": 0.8203198313713074, "Pleural Other": 0.5369154810905457, "Pneumonia": 0.5141023993492126, "Pneumothorax": 0.4111718237400055, "Support Devices": 0.647682785987854 }
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