id
stringlengths 36
36
| images
images listlengths 1
1
| conversations
listlengths 4
4
| question
stringclasses 1
value | CheXFound
dict | torchxrayvision
dict | UniChest
dict |
|---|---|---|---|---|---|---|
04833512-1277-43aa-aacb-aefed5bae149
|
[
{
"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": "(N) None of the above"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.001180608058348298,
"Atelectasis": 0.49668627977371216,
"Azygos Lobe": 2.3524117409579048e-7,
"Calcification of the Aorta": 0.0029354779981076717,
"Cardiomegaly": 0.42377665638923645,
"Clavicle Fracture": 0.0000043148111217305996,
"Consolidation": 0.2620239555835724,
"Edema": 0.1947745382785797,
"Emphysema": 0.000008742534191696905,
"Enlarged Cardiomediastinum": 0.05296311154961586,
"Fibrosis": 0.00006654026947217062,
"Fissure": 0.006864938884973526,
"Fracture": 0.0008763285586610436,
"Granuloma": 0.00010380827006883919,
"Hernia": 0.002486653858795762,
"Hydropneumothorax": 0.000012514757145254407,
"Infarction": 0.002015118720009923,
"Infiltration": 0.06203518435359001,
"Kyphosis": 2.8584119604602165e-7,
"Lobar Atelectasis": 0.00039027241291478276,
"Lung Lesion": 0.0014873098116368055,
"Lung Opacity": 0.33052149415016174,
"Mass": 0.014966278336942196,
"Nodule": 0.0020817441400140524,
"Normal": 0.2683946490287781,
"Pleural Effusion": 0.7520355582237244,
"Pleural Other": 0.00001986855932045728,
"Pleural Thickening": 0.00003782033672905527,
"Pneumomediastinum": 0.000016684227375662886,
"Pneumonia": 0.160909965634346,
"Pneumoperitoneum": 0.00007564621773781255,
"Pneumothorax": 0.011370067484676838,
"Pulmonary Embolism": 0.0057752118445932865,
"Pulmonary Hypertension": 0.08479543775320053,
"Rib Fracture": 0.00008846702257869765,
"Round(ed) Atelectasis": 3.422673273689725e-7,
"Subcutaneous Emphysema": 1.3930323916611087e-7,
"Support Devices": 0.9579335451126099,
"Tortuous Aorta": 0.00015994426212273538,
"Tuberculosis": 0.0068894256837666035
}
|
{
"Atelectasis": 0.7573339939117432,
"Cardiomegaly": 0.7965856790542603,
"Consolidation": 0.6408345699310303,
"Edema": 0.651883602142334,
"Effusion": 0.8062178492546082,
"Emphysema": 0.05572965741157532,
"Enlarged Cardiomediastinum": 0.5901594161987305,
"Fibrosis": 0.5103318691253662,
"Fracture": 0.5073055624961853,
"Hernia": 0.5180790424346924,
"Infiltration": 0.6506767272949219,
"Lung Lesion": 0.5191129446029663,
"Lung Opacity": 0.7750211954116821,
"Mass": 0.5422860383987427,
"Nodule": 0.39215075969696045,
"Pleural_Thickening": 0.5008640289306641,
"Pneumonia": 0.6239200830459595,
"Pneumothorax": 0.3387661874294281
}
|
{
"Atelectasis": 0.7539869546890259,
"Cardiomegaly": 0.7101336717605591,
"Consolidation": 0.7261255979537964,
"Edema": 0.610801100730896,
"Enlarged Cardiomediastinum": 0.6808033585548401,
"Fracture": 0.37198829650878906,
"Lung Lesion": 0.4147227108478546,
"Lung Opacity": 0.6919329762458801,
"No Finding": 0.4518376588821411,
"Pleural Effusion": 0.9086790084838867,
"Pleural Other": 0.3765779435634613,
"Pneumonia": 0.4602649509906769,
"Pneumothorax": 0.3718321919441223,
"Support Devices": 0.9394931793212891
}
|
|
402dd705-10c2-4ff6-af95-187082cff753
|
[
{
"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: 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": "(J)"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.01875537447631359,
"Atelectasis": 0.05925516039133072,
"Azygos Lobe": 0.000023807957404642366,
"Calcification of the Aorta": 0.09792256355285645,
"Cardiomegaly": 0.3159124553203583,
"Clavicle Fracture": 0.0003047724603675306,
"Consolidation": 0.11693262308835983,
"Edema": 0.2299945056438446,
"Emphysema": 0.5115123391151428,
"Enlarged Cardiomediastinum": 0.10132662206888199,
"Fibrosis": 0.13910846412181854,
"Fissure": 0.020847786217927933,
"Fracture": 0.09188396483659744,
"Granuloma": 0.019032487645745277,
"Hernia": 0.005586348008364439,
"Hydropneumothorax": 0.000015095639355422463,
"Infarction": 0.0018137764418497682,
"Infiltration": 0.12031524628400803,
"Kyphosis": 0.00014804753300268203,
"Lobar Atelectasis": 0.0002661757171154022,
"Lung Lesion": 0.02949279546737671,
"Lung Opacity": 0.7780145406723022,
"Mass": 0.035767316818237305,
"Nodule": 0.1510773003101349,
"Normal": 0.015045836567878723,
"Pleural Effusion": 0.3126063942909241,
"Pleural Other": 0.02310519851744175,
"Pleural Thickening": 0.09081535786390305,
"Pneumomediastinum": 0.0004267682961653918,
"Pneumonia": 0.5220387578010559,
"Pneumoperitoneum": 0.000030091357984929346,
"Pneumothorax": 0.00944447610527277,
"Pulmonary Embolism": 0.001882278360426426,
"Pulmonary Hypertension": 0.0036428929306566715,
"Rib Fracture": 0.07929731905460358,
"Round(ed) Atelectasis": 0.0013393436092883348,
"Subcutaneous Emphysema": 0.00006831587961642072,
"Support Devices": 0.06527874618768692,
"Tortuous Aorta": 0.2912231981754303,
"Tuberculosis": 0.01886645518243313
}
|
{
"Atelectasis": 0.7073635458946228,
"Cardiomegaly": 0.7059411406517029,
"Consolidation": 0.5388398170471191,
"Edema": 0.5267817974090576,
"Effusion": 0.7487313747406006,
"Emphysema": 0.5264687538146973,
"Enlarged Cardiomediastinum": 0.5410637855529785,
"Fibrosis": 0.5417684316635132,
"Fracture": 0.5359307527542114,
"Hernia": 0.23669612407684326,
"Infiltration": 0.5188890099525452,
"Lung Lesion": 0.5288959741592407,
"Lung Opacity": 0.6279844045639038,
"Mass": 0.44767075777053833,
"Nodule": 0.5080761313438416,
"Pleural_Thickening": 0.5201048851013184,
"Pneumonia": 0.5181381702423096,
"Pneumothorax": 0.5507157444953918
}
|
{
"Atelectasis": 0.6744974255561829,
"Cardiomegaly": 0.7930665016174316,
"Consolidation": 0.5787913799285889,
"Edema": 0.5173673629760742,
"Enlarged Cardiomediastinum": 0.7900365591049194,
"Fracture": 0.6575607061386108,
"Lung Lesion": 0.5790554881095886,
"Lung Opacity": 0.7613219022750854,
"No Finding": 0.4728069007396698,
"Pleural Effusion": 0.7451610565185547,
"Pleural Other": 0.7550934553146362,
"Pneumonia": 0.5621322989463806,
"Pneumothorax": 0.7029181718826294,
"Support Devices": 0.636577844619751
}
|
|
681d98f6-f969-4fe0-8e17-6d7a8bb9c7b7
|
[
{
"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: yes\nmass: yes\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)"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.16220511496067047,
"Atelectasis": 0.07785528153181076,
"Azygos Lobe": 0.000003947825007344363,
"Calcification of the Aorta": 7.572506888209318e-7,
"Cardiomegaly": 0.08391563594341278,
"Clavicle Fracture": 0.00000618066951574292,
"Consolidation": 0.023146191611886024,
"Edema": 0.0038455913309007883,
"Emphysema": 0.005871965084224939,
"Enlarged Cardiomediastinum": 0.1737150400876999,
"Fibrosis": 0.00001862337921920698,
"Fissure": 0.015636175870895386,
"Fracture": 0.10485932230949402,
"Granuloma": 0.010807905346155167,
"Hernia": 0.000902037019841373,
"Hydropneumothorax": 9.426904057363572e-7,
"Infarction": 0.02887142263352871,
"Infiltration": 0.06649670749902725,
"Kyphosis": 0.00007103945245034993,
"Lobar Atelectasis": 0.00006373102951329201,
"Lung Lesion": 0.20362502336502075,
"Lung Opacity": 0.34394365549087524,
"Mass": 0.7216723561286926,
"Nodule": 0.5595055222511292,
"Normal": 0.019873574376106262,
"Pleural Effusion": 0.14476759731769562,
"Pleural Other": 0.0013641156256198883,
"Pleural Thickening": 0.005495849065482616,
"Pneumomediastinum": 0.00026502934633754194,
"Pneumonia": 0.2783336043357849,
"Pneumoperitoneum": 0.00010667495371308178,
"Pneumothorax": 0.013577799312770367,
"Pulmonary Embolism": 0.007489990442991257,
"Pulmonary Hypertension": 0.0001161459440481849,
"Rib Fracture": 0.013521992601454258,
"Round(ed) Atelectasis": 0.0000022493636606668588,
"Subcutaneous Emphysema": 7.298964419533149e-7,
"Support Devices": 0.2629441022872925,
"Tortuous Aorta": 0.00038210570346564054,
"Tuberculosis": 0.002751841675490141
}
|
{
"Atelectasis": 0.5273102521896362,
"Cardiomegaly": 0.5015546083450317,
"Consolidation": 0.5414596199989319,
"Edema": 0.14909137785434723,
"Effusion": 0.5140577554702759,
"Emphysema": 0.5031577944755554,
"Enlarged Cardiomediastinum": 0.5998337864875793,
"Fibrosis": 0.5010396242141724,
"Fracture": 0.28653112053871155,
"Hernia": 0.013037986122071743,
"Infiltration": 0.5392967462539673,
"Lung Lesion": 0.7021916508674622,
"Lung Opacity": 0.593308687210083,
"Mass": 0.8434122800827026,
"Nodule": 0.5476871728897095,
"Pleural_Thickening": 0.14677384495735168,
"Pneumonia": 0.29359501600265503,
"Pneumothorax": 0.5103763341903687
}
|
{
"Atelectasis": 0.559140682220459,
"Cardiomegaly": 0.39680206775665283,
"Consolidation": 0.5001768469810486,
"Edema": 0.38571906089782715,
"Enlarged Cardiomediastinum": 0.5180178284645081,
"Fracture": 0.5673640370368958,
"Lung Lesion": 0.8728387951850891,
"Lung Opacity": 0.8145331144332886,
"No Finding": 0.4644317626953125,
"Pleural Effusion": 0.6818726658821106,
"Pleural Other": 0.5007200837135315,
"Pneumonia": 0.45205897092819214,
"Pneumothorax": 0.4586339294910431,
"Support Devices": 0.85732102394104
}
|
|
0bf097c4-4272-451b-a680-fdd2b7d7c11d
|
[
{
"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": "(N) None of the above"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.011706252582371235,
"Atelectasis": 0.01351684145629406,
"Azygos Lobe": 0.00003357427704031579,
"Calcification of the Aorta": 1.8127359169284318e-7,
"Cardiomegaly": 0.1328895390033722,
"Clavicle Fracture": 0.0012232564622536302,
"Consolidation": 0.017946122214198112,
"Edema": 0.010793997906148434,
"Emphysema": 0.0000797635511844419,
"Enlarged Cardiomediastinum": 0.18773475289344788,
"Fibrosis": 0.0000923796251299791,
"Fissure": 0.0007223687716759741,
"Fracture": 0.020887691527605057,
"Granuloma": 0.00412991177290678,
"Hernia": 0.0005367271951399744,
"Hydropneumothorax": 0.00000551021184946876,
"Infarction": 0.0011095214867964387,
"Infiltration": 0.09971584379673004,
"Kyphosis": 0.000003677985887406976,
"Lobar Atelectasis": 0.000027411369956098497,
"Lung Lesion": 0.0003779420512728393,
"Lung Opacity": 0.04855158179998398,
"Mass": 0.00520310690626502,
"Nodule": 0.0063845752738416195,
"Normal": 0.5343453288078308,
"Pleural Effusion": 0.011062824167311192,
"Pleural Other": 0.0001456490863347426,
"Pleural Thickening": 0.0002504499861970544,
"Pneumomediastinum": 0.018814103677868843,
"Pneumonia": 0.2336874157190323,
"Pneumoperitoneum": 0.0012779204407706857,
"Pneumothorax": 0.07637295871973038,
"Pulmonary Embolism": 0.0035245134495198727,
"Pulmonary Hypertension": 0.00040844944305717945,
"Rib Fracture": 0.008118578232824802,
"Round(ed) Atelectasis": 1.0276741591042082e-7,
"Subcutaneous Emphysema": 0.00015882479783613235,
"Support Devices": 0.005398239474743605,
"Tortuous Aorta": 0.00003052984538953751,
"Tuberculosis": 0.004690226633101702
}
|
{
"Atelectasis": 0.05654376000165939,
"Cardiomegaly": 0.013867197558283806,
"Consolidation": 0.16632503271102905,
"Edema": 0.0035036583431065083,
"Effusion": 0.038869306445121765,
"Emphysema": 0.07160630077123642,
"Enlarged Cardiomediastinum": 0.06819488108158112,
"Fibrosis": 0.09448758512735367,
"Fracture": 0.4384177029132843,
"Hernia": 0.003006884828209877,
"Infiltration": 0.5137580633163452,
"Lung Lesion": 0.030345547944307327,
"Lung Opacity": 0.10732787847518921,
"Mass": 0.5040954351425171,
"Nodule": 0.2843440771102905,
"Pleural_Thickening": 0.08482430130243301,
"Pneumonia": 0.03937443718314171,
"Pneumothorax": 0.5113688707351685
}
|
{
"Atelectasis": 0.4331325590610504,
"Cardiomegaly": 0.30018875002861023,
"Consolidation": 0.4169372320175171,
"Edema": 0.31339508295059204,
"Enlarged Cardiomediastinum": 0.42510679364204407,
"Fracture": 0.3960441052913666,
"Lung Lesion": 0.3534694015979767,
"Lung Opacity": 0.4198269546031952,
"No Finding": 0.9999207854270935,
"Pleural Effusion": 0.41696903109550476,
"Pleural Other": 0.3489532470703125,
"Pneumonia": 0.38285335898399353,
"Pneumothorax": 0.439313679933548,
"Support Devices": 0.6968691349029541
}
|
|
e719e7b9-1806-4184-a5e7-4d5adeeeceba
|
[
{
"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: 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": "(K)"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.017204470932483673,
"Atelectasis": 0.2616751194000244,
"Azygos Lobe": 0.00003383759394637309,
"Calcification of the Aorta": 0.001304740784689784,
"Cardiomegaly": 0.14455127716064453,
"Clavicle Fracture": 0.000009134410902333912,
"Consolidation": 0.11295901983976364,
"Edema": 0.0520213358104229,
"Emphysema": 0.4952028691768646,
"Enlarged Cardiomediastinum": 0.2372307926416397,
"Fibrosis": 0.07001972198486328,
"Fissure": 0.010230528190732002,
"Fracture": 0.0006437948322854936,
"Granuloma": 0.0046590822748839855,
"Hernia": 0.005290620494633913,
"Hydropneumothorax": 0.0005135003593750298,
"Infarction": 0.0024968725629150867,
"Infiltration": 0.026275403797626495,
"Kyphosis": 0.000004266535597707843,
"Lobar Atelectasis": 0.0001267363113583997,
"Lung Lesion": 0.005925311706960201,
"Lung Opacity": 0.7812025547027588,
"Mass": 0.032918889075517654,
"Nodule": 0.26738813519477844,
"Normal": 0.060205359011888504,
"Pleural Effusion": 0.6693400740623474,
"Pleural Other": 0.0659537985920906,
"Pleural Thickening": 0.12137202173471451,
"Pneumomediastinum": 0.00046143055078573525,
"Pneumonia": 0.3739653527736664,
"Pneumoperitoneum": 0.000012942353350808844,
"Pneumothorax": 0.024645023047924042,
"Pulmonary Embolism": 0.0062415641732513905,
"Pulmonary Hypertension": 0.0018422543071210384,
"Rib Fracture": 0.00016143769607879221,
"Round(ed) Atelectasis": 0.017729688435792923,
"Subcutaneous Emphysema": 2.9490493602679635e-7,
"Support Devices": 0.09899363666772842,
"Tortuous Aorta": 0.00002216247776232194,
"Tuberculosis": 0.02297397516667843
}
|
{
"Atelectasis": 0.7029503583908081,
"Cardiomegaly": 0.7520583868026733,
"Consolidation": 0.6231294870376587,
"Edema": 0.5592997074127197,
"Effusion": 0.8690616488456726,
"Emphysema": 0.521597146987915,
"Enlarged Cardiomediastinum": 0.5568448305130005,
"Fibrosis": 0.5525356531143188,
"Fracture": 0.5384722948074341,
"Hernia": 0.061437565833330154,
"Infiltration": 0.6192305088043213,
"Lung Lesion": 0.5415230989456177,
"Lung Opacity": 0.7764468789100647,
"Mass": 0.534015417098999,
"Nodule": 0.5448566675186157,
"Pleural_Thickening": 0.5345247983932495,
"Pneumonia": 0.5171757936477661,
"Pneumothorax": 0.5457649827003479
}
|
{
"Atelectasis": 0.6895744800567627,
"Cardiomegaly": 0.4965798854827881,
"Consolidation": 0.590573787689209,
"Edema": 0.3933158814907074,
"Enlarged Cardiomediastinum": 0.7503807544708252,
"Fracture": 0.5578777194023132,
"Lung Lesion": 0.661755383014679,
"Lung Opacity": 0.8645031452178955,
"No Finding": 0.45528584718704224,
"Pleural Effusion": 0.799433708190918,
"Pleural Other": 0.6607186794281006,
"Pneumonia": 0.5097293257713318,
"Pneumothorax": 0.861935019493103,
"Support Devices": 0.7034525871276855
}
|
|
f84a1847-7b8f-48e4-b49d-68fc7bb6ac53
|
[
{
"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": "(I)"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.0015880337450653315,
"Atelectasis": 0.5662764310836792,
"Azygos Lobe": 2.311075419925146e-8,
"Calcification of the Aorta": 0.000007768344403302763,
"Cardiomegaly": 0.49591273069381714,
"Clavicle Fracture": 1.7949108155335125e-7,
"Consolidation": 0.24502599239349365,
"Edema": 0.6771875023841858,
"Emphysema": 0.00005656213397742249,
"Enlarged Cardiomediastinum": 0.04800484701991081,
"Fibrosis": 0.00010549947182880715,
"Fissure": 0.0078020719811320305,
"Fracture": 0.0040550194680690765,
"Granuloma": 0.00008472745685139671,
"Hernia": 0.0006757475202903152,
"Hydropneumothorax": 0.00003073271727771498,
"Infarction": 0.002095223870128393,
"Infiltration": 0.12451130896806717,
"Kyphosis": 3.334804787868961e-8,
"Lobar Atelectasis": 0.00029925949638709426,
"Lung Lesion": 0.010886368341743946,
"Lung Opacity": 0.5463709235191345,
"Mass": 0.0038268608041107655,
"Nodule": 0.0008291000267490745,
"Normal": 0.022374670952558517,
"Pleural Effusion": 0.9352949261665344,
"Pleural Other": 0.0005940723931416869,
"Pleural Thickening": 0.006647498346865177,
"Pneumomediastinum": 0.0000526078583789058,
"Pneumonia": 0.29358503222465515,
"Pneumoperitoneum": 0.00022404715127777308,
"Pneumothorax": 0.007035606540739536,
"Pulmonary Embolism": 0.0027151182293891907,
"Pulmonary Hypertension": 0.0002152792294509709,
"Rib Fracture": 0.000671416986733675,
"Round(ed) Atelectasis": 0.00003463934262981638,
"Subcutaneous Emphysema": 0.00000917414126888616,
"Support Devices": 0.8603151440620422,
"Tortuous Aorta": 0.000011955882655456662,
"Tuberculosis": 0.0025754927191883326
}
|
{
"Atelectasis": 0.8643680810928345,
"Cardiomegaly": 0.8728998899459839,
"Consolidation": 0.7777788639068604,
"Edema": 0.828810453414917,
"Effusion": 0.9287796020507812,
"Emphysema": 0.5002549886703491,
"Enlarged Cardiomediastinum": 0.6116625070571899,
"Fibrosis": 0.522452712059021,
"Fracture": 0.5411195755004883,
"Hernia": 0.25640273094177246,
"Infiltration": 0.7132160663604736,
"Lung Lesion": 0.5403863191604614,
"Lung Opacity": 0.8832628726959229,
"Mass": 0.5635761618614197,
"Nodule": 0.5245333313941956,
"Pleural_Thickening": 0.43837395310401917,
"Pneumonia": 0.6634628176689148,
"Pneumothorax": 0.52057945728302
}
|
{
"Atelectasis": 0.7258867025375366,
"Cardiomegaly": 0.7054814100265503,
"Consolidation": 0.7263005971908569,
"Edema": 0.7147033214569092,
"Enlarged Cardiomediastinum": 0.6231471300125122,
"Fracture": 0.42971235513687134,
"Lung Lesion": 0.6479409337043762,
"Lung Opacity": 0.7772606611251831,
"No Finding": 0.46702030301094055,
"Pleural Effusion": 0.9175633192062378,
"Pleural Other": 0.3796211779117584,
"Pneumonia": 0.5602129101753235,
"Pneumothorax": 0.47771355509757996,
"Support Devices": 0.8632074594497681
}
|
|
7ba996d3-8891-4dfb-9623-9aac3e6c8e35
|
[
{
"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": "(N) None of the above"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.0067560067400336266,
"Atelectasis": 0.026831232011318207,
"Azygos Lobe": 0.00003804446532740258,
"Calcification of the Aorta": 0.3748900294303894,
"Cardiomegaly": 0.45443251729011536,
"Clavicle Fracture": 0.0005988751072436571,
"Consolidation": 0.02323468029499054,
"Edema": 0.06265474110841751,
"Emphysema": 0.05476026237010956,
"Enlarged Cardiomediastinum": 0.18506895005702972,
"Fibrosis": 0.0052789743058383465,
"Fissure": 0.0012671055737882853,
"Fracture": 0.10267966240644455,
"Granuloma": 0.08441654592752457,
"Hernia": 0.004424328915774822,
"Hydropneumothorax": 8.126500574689999e-7,
"Infarction": 0.0005538687692023814,
"Infiltration": 0.09144739806652069,
"Kyphosis": 0.0009459627908654511,
"Lobar Atelectasis": 0.000008558407898817677,
"Lung Lesion": 0.0066056386567652225,
"Lung Opacity": 0.40862664580345154,
"Mass": 0.007912185974419117,
"Nodule": 0.10135751962661743,
"Normal": 0.07277829200029373,
"Pleural Effusion": 0.08263267576694489,
"Pleural Other": 0.016686096787452698,
"Pleural Thickening": 0.04773525521159172,
"Pneumomediastinum": 0.00008809845166979358,
"Pneumonia": 0.30144256353378296,
"Pneumoperitoneum": 0.000022892460037837736,
"Pneumothorax": 0.010897068306803703,
"Pulmonary Embolism": 0.0006412091897800565,
"Pulmonary Hypertension": 0.0022126976400613785,
"Rib Fracture": 0.03916648402810097,
"Round(ed) Atelectasis": 0.000007974641448527109,
"Subcutaneous Emphysema": 0.0000011304852023386047,
"Support Devices": 0.0166977196931839,
"Tortuous Aorta": 0.00454594986513257,
"Tuberculosis": 0.007829874753952026
}
|
{
"Atelectasis": 0.09119094908237457,
"Cardiomegaly": 0.34055203199386597,
"Consolidation": 0.08712082356214523,
"Edema": 0.06705043464899063,
"Effusion": 0.05151863023638725,
"Emphysema": 0.5084048509597778,
"Enlarged Cardiomediastinum": 0.44420456886291504,
"Fibrosis": 0.5045672655105591,
"Fracture": 0.18635642528533936,
"Hernia": 0.03275913745164871,
"Infiltration": 0.5139446258544922,
"Lung Lesion": 0.22787003219127655,
"Lung Opacity": 0.14958615601062775,
"Mass": 0.47412148118019104,
"Nodule": 0.5012120008468628,
"Pleural_Thickening": 0.23386259377002716,
"Pneumonia": 0.08571634441614151,
"Pneumothorax": 0.17995068430900574
}
|
{
"Atelectasis": 0.5064635872840881,
"Cardiomegaly": 0.7487417459487915,
"Consolidation": 0.46402743458747864,
"Edema": 0.4223426878452301,
"Enlarged Cardiomediastinum": 0.8035255670547485,
"Fracture": 0.617357611656189,
"Lung Lesion": 0.5201020836830139,
"Lung Opacity": 0.6568350195884705,
"No Finding": 0.6305043697357178,
"Pleural Effusion": 0.5542534589767456,
"Pleural Other": 0.7023031711578369,
"Pneumonia": 0.46539822220802307,
"Pneumothorax": 0.41332149505615234,
"Support Devices": 0.6844990849494934
}
|
|
3c0c303e-6078-4eaa-9f49-5048c738a03d
|
[
{
"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: 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)"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.05663584545254707,
"Atelectasis": 0.2673746943473816,
"Azygos Lobe": 5.732007366532343e-7,
"Calcification of the Aorta": 0.000021617015590891242,
"Cardiomegaly": 0.7421109080314636,
"Clavicle Fracture": 0.00000722592767488095,
"Consolidation": 0.057900674641132355,
"Edema": 0.49432429671287537,
"Emphysema": 0.000019548075215425342,
"Enlarged Cardiomediastinum": 0.1637190729379654,
"Fibrosis": 0.000019670187612064183,
"Fissure": 0.01701546274125576,
"Fracture": 0.0603172741830349,
"Granuloma": 0.0016340665752068162,
"Hernia": 0.0003230771399103105,
"Hydropneumothorax": 0.0000013932053661847021,
"Infarction": 0.0008119851117953658,
"Infiltration": 0.04196210950613022,
"Kyphosis": 0.000002112092715833569,
"Lobar Atelectasis": 0.00012283751857466996,
"Lung Lesion": 0.00016514572780579329,
"Lung Opacity": 0.2868145704269409,
"Mass": 0.0025925918016582727,
"Nodule": 0.002098037162795663,
"Normal": 0.03740242123603821,
"Pleural Effusion": 0.10421508550643921,
"Pleural Other": 0.000363233033567667,
"Pleural Thickening": 0.0013471613638103008,
"Pneumomediastinum": 0.002460477640852332,
"Pneumonia": 0.13521969318389893,
"Pneumoperitoneum": 0.000002129374934156658,
"Pneumothorax": 0.01535789854824543,
"Pulmonary Embolism": 0.0453546978533268,
"Pulmonary Hypertension": 0.07463506609201431,
"Rib Fracture": 0.005929579492658377,
"Round(ed) Atelectasis": 8.083270017777977e-7,
"Subcutaneous Emphysema": 0.000007200880645541474,
"Support Devices": 0.9176384210586548,
"Tortuous Aorta": 0.0015213744482025504,
"Tuberculosis": 0.009071447886526585
}
|
{
"Atelectasis": 0.7303929328918457,
"Cardiomegaly": 0.6881341338157654,
"Consolidation": 0.553269624710083,
"Edema": 0.5809839963912964,
"Effusion": 0.7248518466949463,
"Emphysema": 0.24798931181430817,
"Enlarged Cardiomediastinum": 0.6085822582244873,
"Fibrosis": 0.5062403678894043,
"Fracture": 0.5150024890899658,
"Hernia": 0.1339048147201538,
"Infiltration": 0.5344369411468506,
"Lung Lesion": 0.3975335955619812,
"Lung Opacity": 0.6507530212402344,
"Mass": 0.5203803777694702,
"Nodule": 0.25060611963272095,
"Pleural_Thickening": 0.19743676483631134,
"Pneumonia": 0.5133914351463318,
"Pneumothorax": 0.5022132396697998
}
|
{
"Atelectasis": 0.6513635516166687,
"Cardiomegaly": 0.7300792932510376,
"Consolidation": 0.5504385828971863,
"Edema": 0.5846156477928162,
"Enlarged Cardiomediastinum": 0.6701934933662415,
"Fracture": 0.5059375762939453,
"Lung Lesion": 0.4644305109977722,
"Lung Opacity": 0.6074659824371338,
"No Finding": 0.5538318753242493,
"Pleural Effusion": 0.5673570036888123,
"Pleural Other": 0.3780747950077057,
"Pneumonia": 0.4299875497817993,
"Pneumothorax": 0.3983706831932068,
"Support Devices": 0.9145911931991577
}
|
|
a38b2af1-88a9-4b3b-abf5-0f21bb17dbae
|
[
{
"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": "(D) Edema"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.011090166866779327,
"Atelectasis": 0.06871383637189865,
"Azygos Lobe": 0.00000370863904208818,
"Calcification of the Aorta": 0.0010693182703107595,
"Cardiomegaly": 0.2783227562904358,
"Clavicle Fracture": 4.2390109911139007e-7,
"Consolidation": 0.26108089089393616,
"Edema": 0.6560322046279907,
"Emphysema": 0.022524958476424217,
"Enlarged Cardiomediastinum": 0.11788129061460495,
"Fibrosis": 0.019597556442022324,
"Fissure": 0.0010344224283471704,
"Fracture": 0.058570194989442825,
"Granuloma": 0.05485273152589798,
"Hernia": 0.00045024644350633025,
"Hydropneumothorax": 0.000021623363863909617,
"Infarction": 0.005609232932329178,
"Infiltration": 0.23071257770061493,
"Kyphosis": 1.5508280881704195e-8,
"Lobar Atelectasis": 0.0007345904014073312,
"Lung Lesion": 0.014650578610599041,
"Lung Opacity": 0.7982233762741089,
"Mass": 0.018310539424419403,
"Nodule": 0.07988210022449493,
"Normal": 0.03568360581994057,
"Pleural Effusion": 0.500020444393158,
"Pleural Other": 0.010306363925337791,
"Pleural Thickening": 0.22236067056655884,
"Pneumomediastinum": 0.0008032588521018624,
"Pneumonia": 0.36872199177742004,
"Pneumoperitoneum": 0.00003153542274958454,
"Pneumothorax": 0.011681574396789074,
"Pulmonary Embolism": 0.030851969495415688,
"Pulmonary Hypertension": 0.00048123602755367756,
"Rib Fracture": 0.021230878308415413,
"Round(ed) Atelectasis": 0.0000014186571206664667,
"Subcutaneous Emphysema": 0.000022007341613061726,
"Support Devices": 0.39672014117240906,
"Tortuous Aorta": 0.002974372124299407,
"Tuberculosis": 0.0012040564324706793
}
|
{
"Atelectasis": 0.6557071208953857,
"Cardiomegaly": 0.6228240132331848,
"Consolidation": 0.750438392162323,
"Edema": 0.8567474484443665,
"Effusion": 0.7842152714729309,
"Emphysema": 0.5055996179580688,
"Enlarged Cardiomediastinum": 0.6145079135894775,
"Fibrosis": 0.5566571950912476,
"Fracture": 0.5256732702255249,
"Hernia": 0.020793117582798004,
"Infiltration": 0.746200680732727,
"Lung Lesion": 0.5931044220924377,
"Lung Opacity": 0.9287809729576111,
"Mass": 0.5849120616912842,
"Nodule": 0.5572342872619629,
"Pleural_Thickening": 0.5148508548736572,
"Pneumonia": 0.6951993703842163,
"Pneumothorax": 0.5424705743789673
}
|
{
"Atelectasis": 0.5433578491210938,
"Cardiomegaly": 0.46595388650894165,
"Consolidation": 0.6849806904792786,
"Edema": 0.765019416809082,
"Enlarged Cardiomediastinum": 0.5938353538513184,
"Fracture": 0.41420215368270874,
"Lung Lesion": 0.62324059009552,
"Lung Opacity": 0.833038330078125,
"No Finding": 0.4493737816810608,
"Pleural Effusion": 0.7578202486038208,
"Pleural Other": 0.7320047616958618,
"Pneumonia": 0.6624451875686646,
"Pneumothorax": 0.4452972114086151,
"Support Devices": 0.7489093542098999
}
|
|
d6b04b63-0426-45b4-865b-2b1d06cc8b26
|
[
{
"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": "(H) Lung opacity"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.04491833597421646,
"Atelectasis": 0.4382922947406769,
"Azygos Lobe": 0.000014667792129330337,
"Calcification of the Aorta": 0.09270289540290833,
"Cardiomegaly": 0.5190091133117676,
"Clavicle Fracture": 0.000005583773145190207,
"Consolidation": 0.18398523330688477,
"Edema": 0.5999909043312073,
"Emphysema": 0.0032261349260807037,
"Enlarged Cardiomediastinum": 0.10904441773891449,
"Fibrosis": 0.00009310410678153858,
"Fissure": 0.00786278210580349,
"Fracture": 0.05015235021710396,
"Granuloma": 0.0006330886390060186,
"Hernia": 0.0009639118798077106,
"Hydropneumothorax": 0.000026493369659874588,
"Infarction": 0.0040151639841496944,
"Infiltration": 0.12654805183410645,
"Kyphosis": 4.2909840658467147e-7,
"Lobar Atelectasis": 0.00021725690749008209,
"Lung Lesion": 0.0006503022159449756,
"Lung Opacity": 0.4899187386035919,
"Mass": 0.02171134017407894,
"Nodule": 0.050770990550518036,
"Normal": 0.13377130031585693,
"Pleural Effusion": 0.6047203540802002,
"Pleural Other": 0.00009331120236311108,
"Pleural Thickening": 0.004650033079087734,
"Pneumomediastinum": 0.0009801628766581416,
"Pneumonia": 0.341339111328125,
"Pneumoperitoneum": 0.0000261439272435382,
"Pneumothorax": 0.042542681097984314,
"Pulmonary Embolism": 0.021247712895274162,
"Pulmonary Hypertension": 0.06717860698699951,
"Rib Fracture": 0.008245373144745827,
"Round(ed) Atelectasis": 0.00022233324125409126,
"Subcutaneous Emphysema": 0.00006569891411345452,
"Support Devices": 0.11168032884597778,
"Tortuous Aorta": 0.00008233864355133846,
"Tuberculosis": 0.002486742567270994
}
|
{
"Atelectasis": 0.6644643545150757,
"Cardiomegaly": 0.5681490302085876,
"Consolidation": 0.5290992856025696,
"Edema": 0.512329638004303,
"Effusion": 0.5498266220092773,
"Emphysema": 0.506317138671875,
"Enlarged Cardiomediastinum": 0.5037336945533752,
"Fibrosis": 0.5185562968254089,
"Fracture": 0.5037739276885986,
"Hernia": 0.031161129474639893,
"Infiltration": 0.5491952896118164,
"Lung Lesion": 0.5024949908256531,
"Lung Opacity": 0.5869873762130737,
"Mass": 0.5048431158065796,
"Nodule": 0.5005382299423218,
"Pleural_Thickening": 0.2493986040353775,
"Pneumonia": 0.5059194564819336,
"Pneumothorax": 0.2363801747560501
}
|
{
"Atelectasis": 0.7011806964874268,
"Cardiomegaly": 0.6596724390983582,
"Consolidation": 0.6226834058761597,
"Edema": 0.8253069519996643,
"Enlarged Cardiomediastinum": 0.7528048157691956,
"Fracture": 0.4904223680496216,
"Lung Lesion": 0.551976203918457,
"Lung Opacity": 0.6934223175048828,
"No Finding": 0.6182377934455872,
"Pleural Effusion": 0.7644062638282776,
"Pleural Other": 0.4451531767845154,
"Pneumonia": 0.584237813949585,
"Pneumothorax": 0.4541551172733307,
"Support Devices": 0.5656042695045471
}
|
|
24eb4f31-3170-400f-b534-aff9d71a06c4
|
[
{
"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": "(M)"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.0009904842590913177,
"Atelectasis": 0.22064879536628723,
"Azygos Lobe": 9.826943596635829e-7,
"Calcification of the Aorta": 0.000033480693673482165,
"Cardiomegaly": 0.4426271617412567,
"Clavicle Fracture": 0.0000015627252878402942,
"Consolidation": 0.0630006194114685,
"Edema": 0.5228192806243896,
"Emphysema": 0.000027566984499571845,
"Enlarged Cardiomediastinum": 0.08159640431404114,
"Fibrosis": 0.000005505132776306709,
"Fissure": 0.001626410405151546,
"Fracture": 0.0064391884952783585,
"Granuloma": 0.00023390511341858655,
"Hernia": 0.00024199321342166513,
"Hydropneumothorax": 0.000001146019940279075,
"Infarction": 0.0013537831837311387,
"Infiltration": 0.05344308167695999,
"Kyphosis": 0.000001013394353321928,
"Lobar Atelectasis": 0.00014028241275809705,
"Lung Lesion": 0.0038486651610583067,
"Lung Opacity": 0.22528581321239471,
"Mass": 0.002167115453630686,
"Nodule": 0.0008194486144930124,
"Normal": 0.23198814690113068,
"Pleural Effusion": 0.4732011556625366,
"Pleural Other": 0.00003406215182621963,
"Pleural Thickening": 0.0000996371527435258,
"Pneumomediastinum": 0.00011854582407977432,
"Pneumonia": 0.10724018514156342,
"Pneumoperitoneum": 0.00014131645730230957,
"Pneumothorax": 0.011863349936902523,
"Pulmonary Embolism": 0.005448333453387022,
"Pulmonary Hypertension": 0.005189789459109306,
"Rib Fracture": 0.001318860799074173,
"Round(ed) Atelectasis": 2.465259285600041e-7,
"Subcutaneous Emphysema": 0.00003177099642925896,
"Support Devices": 0.9251313209533691,
"Tortuous Aorta": 0.000030056540708756074,
"Tuberculosis": 0.0012040564324706793
}
|
{
"Atelectasis": 0.6977059841156006,
"Cardiomegaly": 0.7631458044052124,
"Consolidation": 0.5837761163711548,
"Edema": 0.7930124402046204,
"Effusion": 0.7350476980209351,
"Emphysema": 0.5048515796661377,
"Enlarged Cardiomediastinum": 0.6303865909576416,
"Fibrosis": 0.5384873151779175,
"Fracture": 0.5037094354629517,
"Hernia": 0.01773722842335701,
"Infiltration": 0.5852620601654053,
"Lung Lesion": 0.5202353000640869,
"Lung Opacity": 0.7814725041389465,
"Mass": 0.5210561752319336,
"Nodule": 0.5097030997276306,
"Pleural_Thickening": 0.4010542035102844,
"Pneumonia": 0.5927488803863525,
"Pneumothorax": 0.5065244436264038
}
|
{
"Atelectasis": 0.6318343877792358,
"Cardiomegaly": 0.68580162525177,
"Consolidation": 0.6353505849838257,
"Edema": 0.8085322380065918,
"Enlarged Cardiomediastinum": 0.6473590135574341,
"Fracture": 0.36573871970176697,
"Lung Lesion": 0.42286452651023865,
"Lung Opacity": 0.6566126346588135,
"No Finding": 0.5575941205024719,
"Pleural Effusion": 0.7082810401916504,
"Pleural Other": 0.39788442850112915,
"Pneumonia": 0.5076655745506287,
"Pneumothorax": 0.3952499032020569,
"Support Devices": 0.9402831792831421
}
|
|
4b238952-60e8-41a2-ab23-f7a99ca5ba9a
|
[
{
"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: no\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": 0.1558069884777069,
"Atelectasis": 0.641495406627655,
"Azygos Lobe": 0.00013914681039750576,
"Calcification of the Aorta": 0.03501870110630989,
"Cardiomegaly": 0.43808460235595703,
"Clavicle Fracture": 0.000046386638132389635,
"Consolidation": 0.10102692246437073,
"Edema": 0.4212321639060974,
"Emphysema": 0.1898457407951355,
"Enlarged Cardiomediastinum": 0.5719574093818665,
"Fibrosis": 0.0005525305750779808,
"Fissure": 0.003331478452309966,
"Fracture": 0.012290657497942448,
"Granuloma": 0.0010034278966486454,
"Hernia": 0.01975329779088497,
"Hydropneumothorax": 0.00023424657410942018,
"Infarction": 0.003685740754008293,
"Infiltration": 0.07715564221143723,
"Kyphosis": 0.00010416901932330802,
"Lobar Atelectasis": 0.0016603644471615553,
"Lung Lesion": 0.04266149178147316,
"Lung Opacity": 0.3779383897781372,
"Mass": 0.5042909979820251,
"Nodule": 0.06568840891122818,
"Normal": 0.029707984998822212,
"Pleural Effusion": 0.9596535563468933,
"Pleural Other": 0.0002785241522360593,
"Pleural Thickening": 0.0007862336351536214,
"Pneumomediastinum": 0.001589990104548633,
"Pneumonia": 0.21931937336921692,
"Pneumoperitoneum": 0.0001639262482058257,
"Pneumothorax": 0.17043842375278473,
"Pulmonary Embolism": 0.014786123298108578,
"Pulmonary Hypertension": 0.0017107005696743727,
"Rib Fracture": 0.0034672601614147425,
"Round(ed) Atelectasis": 0.00006522038165712729,
"Subcutaneous Emphysema": 0.0000667334534227848,
"Support Devices": 0.3269244134426117,
"Tortuous Aorta": 0.041141435503959656,
"Tuberculosis": 0.0002516398089937866
}
|
{
"Atelectasis": 0.7990289926528931,
"Cardiomegaly": 0.6399801969528198,
"Consolidation": 0.6830392479896545,
"Edema": 0.5787954330444336,
"Effusion": 0.9133632183074951,
"Emphysema": 0.5138851404190063,
"Enlarged Cardiomediastinum": 0.7122530341148376,
"Fibrosis": 0.5316108465194702,
"Fracture": 0.5371012687683105,
"Hernia": 0.11886044591665268,
"Infiltration": 0.6569658517837524,
"Lung Lesion": 0.6759306192398071,
"Lung Opacity": 0.8105564713478088,
"Mass": 0.6018749475479126,
"Nodule": 0.5391576290130615,
"Pleural_Thickening": 0.5117125511169434,
"Pneumonia": 0.537919819355011,
"Pneumothorax": 0.5277737975120544
}
|
{
"Atelectasis": 0.7844457030296326,
"Cardiomegaly": 0.5457027554512024,
"Consolidation": 0.6446127891540527,
"Edema": 0.6367080807685852,
"Enlarged Cardiomediastinum": 0.6726430058479309,
"Fracture": 0.43927234411239624,
"Lung Lesion": 0.7374017238616943,
"Lung Opacity": 0.8597119450569153,
"No Finding": 0.45704615116119385,
"Pleural Effusion": 0.9894394874572754,
"Pleural Other": 0.44661882519721985,
"Pneumonia": 0.511648416519165,
"Pneumothorax": 0.4476286768913269,
"Support Devices": 0.6420449614524841
}
|
|
bc193d22-44ee-4403-9da0-82ad82ea51ad
|
[
{
"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: 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)"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.036345794796943665,
"Atelectasis": 0.4079406261444092,
"Azygos Lobe": 0.0000010218402621831046,
"Calcification of the Aorta": 0.00026534992503002286,
"Cardiomegaly": 0.17558562755584717,
"Clavicle Fracture": 0.000010270082384522539,
"Consolidation": 0.2484745979309082,
"Edema": 0.016555894166231155,
"Emphysema": 0.00003567403837223537,
"Enlarged Cardiomediastinum": 0.12013375759124756,
"Fibrosis": 0.0001822727354010567,
"Fissure": 0.003436867380514741,
"Fracture": 0.01916390471160412,
"Granuloma": 0.0012484799372032285,
"Hernia": 0.001242185477167368,
"Hydropneumothorax": 4.5943082227495324e-7,
"Infarction": 0.00294072600081563,
"Infiltration": 0.18979200720787048,
"Kyphosis": 3.2900118185352767e-7,
"Lobar Atelectasis": 0.000029179200282669626,
"Lung Lesion": 0.007420824375003576,
"Lung Opacity": 0.7928225994110107,
"Mass": 0.019882865250110626,
"Nodule": 0.037375882267951965,
"Normal": 0.018513714894652367,
"Pleural Effusion": 0.34612715244293213,
"Pleural Other": 0.00005033977868151851,
"Pleural Thickening": 0.004352572374045849,
"Pneumomediastinum": 0.00011223764158785343,
"Pneumonia": 0.6750991344451904,
"Pneumoperitoneum": 0.0000257386127486825,
"Pneumothorax": 0.029802309349179268,
"Pulmonary Embolism": 0.022630279883742332,
"Pulmonary Hypertension": 6.338300408970099e-7,
"Rib Fracture": 0.010644493624567986,
"Round(ed) Atelectasis": 0.000004913048996968428,
"Subcutaneous Emphysema": 0.0000047224643822119106,
"Support Devices": 0.06022690609097481,
"Tortuous Aorta": 0.001348096993751824,
"Tuberculosis": 0.01498365867882967
}
|
{
"Atelectasis": 0.8023656010627747,
"Cardiomegaly": 0.5543118715286255,
"Consolidation": 0.6801801323890686,
"Edema": 0.5037087202072144,
"Effusion": 0.7799962759017944,
"Emphysema": 0.5017167329788208,
"Enlarged Cardiomediastinum": 0.5621170997619629,
"Fibrosis": 0.567521333694458,
"Fracture": 0.5217607021331787,
"Hernia": 0.023622959852218628,
"Infiltration": 0.5779394507408142,
"Lung Lesion": 0.6085468530654907,
"Lung Opacity": 0.721725583076477,
"Mass": 0.5697546005249023,
"Nodule": 0.529096245765686,
"Pleural_Thickening": 0.5319004654884338,
"Pneumonia": 0.559794545173645,
"Pneumothorax": 0.5124820470809937
}
|
{
"Atelectasis": 0.7327762842178345,
"Cardiomegaly": 0.4329911768436432,
"Consolidation": 0.6328949332237244,
"Edema": 0.3748598098754883,
"Enlarged Cardiomediastinum": 0.5629160404205322,
"Fracture": 0.47733074426651,
"Lung Lesion": 0.45474904775619507,
"Lung Opacity": 0.6715282797813416,
"No Finding": 0.8421046733856201,
"Pleural Effusion": 0.6470730900764465,
"Pleural Other": 0.48597604036331177,
"Pneumonia": 0.6746640801429749,
"Pneumothorax": 0.3685259521007538,
"Support Devices": 0.5712275505065918
}
|
|
afce2fba-0946-4bdc-8baf-8ce4d5e2404c
|
[
{
"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: 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)"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.00010489777196198702,
"Atelectasis": 0.4364299178123474,
"Azygos Lobe": 0.0007665754528716207,
"Calcification of the Aorta": 1.4198446862678793e-8,
"Cardiomegaly": 0.08242634683847427,
"Clavicle Fracture": 0.000019337350749992765,
"Consolidation": 0.23911353945732117,
"Edema": 0.03142967075109482,
"Emphysema": 0.0019822856411337852,
"Enlarged Cardiomediastinum": 0.3037417232990265,
"Fibrosis": 0.000001307589059251768,
"Fissure": 0.0005390188307501376,
"Fracture": 0.14905685186386108,
"Granuloma": 0.0003221894148737192,
"Hernia": 0.0010140737285837531,
"Hydropneumothorax": 0.0002892400079872459,
"Infarction": 0.00430638249963522,
"Infiltration": 0.004251406062394381,
"Kyphosis": 2.4019696454047335e-8,
"Lobar Atelectasis": 0.00074324308661744,
"Lung Lesion": 0.004001365043222904,
"Lung Opacity": 0.446912944316864,
"Mass": 0.0024454076774418354,
"Nodule": 0.0025099851191043854,
"Normal": 0.05760717764496803,
"Pleural Effusion": 0.09783139079809189,
"Pleural Other": 0.00017705871141515672,
"Pleural Thickening": 0.0004032950382679701,
"Pneumomediastinum": 0.15790735185146332,
"Pneumonia": 0.08373228460550308,
"Pneumoperitoneum": 0.0075690774247050285,
"Pneumothorax": 0.9223073124885559,
"Pulmonary Embolism": 0.000331460585584864,
"Pulmonary Hypertension": 0.000006975867563596694,
"Rib Fracture": 0.042770978063344955,
"Round(ed) Atelectasis": 4.3514464920235696e-8,
"Subcutaneous Emphysema": 0.009732059203088284,
"Support Devices": 0.9375855326652527,
"Tortuous Aorta": 0.0000034523125123087084,
"Tuberculosis": 0.0040301363915205
}
|
{
"Atelectasis": 0.5692432522773743,
"Cardiomegaly": 0.5030916929244995,
"Consolidation": 0.5399781465530396,
"Edema": 0.5020527243614197,
"Effusion": 0.6226392984390259,
"Emphysema": 0.5065386891365051,
"Enlarged Cardiomediastinum": 0.516803503036499,
"Fibrosis": 0.5422557592391968,
"Fracture": 0.5157732963562012,
"Hernia": 0.5001486539840698,
"Infiltration": 0.5485590100288391,
"Lung Lesion": 0.5166652798652649,
"Lung Opacity": 0.6420472860336304,
"Mass": 0.6939753890037537,
"Nodule": 0.5345519781112671,
"Pleural_Thickening": 0.544305682182312,
"Pneumonia": 0.31859374046325684,
"Pneumothorax": 0.5440367460250854
}
|
{
"Atelectasis": 0.6850519180297852,
"Cardiomegaly": 0.37642303109169006,
"Consolidation": 0.7100638151168823,
"Edema": 0.4370443820953369,
"Enlarged Cardiomediastinum": 0.4946328103542328,
"Fracture": 0.39284747838974,
"Lung Lesion": 0.4508078098297119,
"Lung Opacity": 0.6956333518028259,
"No Finding": 0.5900450348854065,
"Pleural Effusion": 0.6930533647537231,
"Pleural Other": 0.4240347146987915,
"Pneumonia": 0.5651618242263794,
"Pneumothorax": 0.9428757429122925,
"Support Devices": 0.9072626829147339
}
|
|
7fa0e4ad-1152-4f00-9571-9d55667cb766
|
[
{
"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": 0.0004905706737190485,
"Atelectasis": 0.13407427072525024,
"Azygos Lobe": 0.0000013643353895531618,
"Calcification of the Aorta": 0.00007663475116714835,
"Cardiomegaly": 0.0861954316496849,
"Clavicle Fracture": 0.000014596666915167589,
"Consolidation": 0.05663536861538887,
"Edema": 0.029806872829794884,
"Emphysema": 0.000345034699421376,
"Enlarged Cardiomediastinum": 0.054552625864744186,
"Fibrosis": 0.000006046201633580495,
"Fissure": 0.05061960592865944,
"Fracture": 0.007817205041646957,
"Granuloma": 0.0007847007364034653,
"Hernia": 0.0001914420718094334,
"Hydropneumothorax": 5.413417625277361e-7,
"Infarction": 0.0014131375355646014,
"Infiltration": 0.08715934306383133,
"Kyphosis": 3.6625664279199555e-8,
"Lobar Atelectasis": 0.00003081933027715422,
"Lung Lesion": 0.008698566816747189,
"Lung Opacity": 0.21870820224285126,
"Mass": 0.011338742449879646,
"Nodule": 0.003387789474800229,
"Normal": 0.5290414094924927,
"Pleural Effusion": 0.019181398674845695,
"Pleural Other": 0.00002780089016596321,
"Pleural Thickening": 0.0001694766542641446,
"Pneumomediastinum": 0.00036648509558290243,
"Pneumonia": 0.13717278838157654,
"Pneumoperitoneum": 0.00040721020195633173,
"Pneumothorax": 0.03759082779288292,
"Pulmonary Embolism": 0.0005725746741518378,
"Pulmonary Hypertension": 0.000015597888705087826,
"Rib Fracture": 0.0022677460219711065,
"Round(ed) Atelectasis": 4.4199715887316415e-8,
"Subcutaneous Emphysema": 0.00010663548891898245,
"Support Devices": 0.9457281827926636,
"Tortuous Aorta": 0.000014197929885995109,
"Tuberculosis": 0.003998898901045322
}
|
{
"Atelectasis": 0.6528844833374023,
"Cardiomegaly": 0.6131024360656738,
"Consolidation": 0.5447492599487305,
"Edema": 0.5028300285339355,
"Effusion": 0.6089187264442444,
"Emphysema": 0.25645938515663147,
"Enlarged Cardiomediastinum": 0.5009957551956177,
"Fibrosis": 0.5001282691955566,
"Fracture": 0.5083463191986084,
"Hernia": 0.31990954279899597,
"Infiltration": 0.5599262714385986,
"Lung Lesion": 0.5020256042480469,
"Lung Opacity": 0.6291136741638184,
"Mass": 0.559586763381958,
"Nodule": 0.5087003707885742,
"Pleural_Thickening": 0.344327449798584,
"Pneumonia": 0.5035648345947266,
"Pneumothorax": 0.5479744672775269
}
|
{
"Atelectasis": 0.5438863039016724,
"Cardiomegaly": 0.4587972164154053,
"Consolidation": 0.6557745337486267,
"Edema": 0.42049646377563477,
"Enlarged Cardiomediastinum": 0.5230465531349182,
"Fracture": 0.4319637715816498,
"Lung Lesion": 0.5163567066192627,
"Lung Opacity": 0.6653017401695251,
"No Finding": 0.8433614373207092,
"Pleural Effusion": 0.5086482763290405,
"Pleural Other": 0.43254613876342773,
"Pneumonia": 0.5902338624000549,
"Pneumothorax": 0.6683774590492249,
"Support Devices": 0.9998171925544739
}
|
|
619d48f4-4a24-427a-bf9f-fa6f32c03064
|
[
{
"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": "(M)"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.0015095233684405684,
"Atelectasis": 0.1992807388305664,
"Azygos Lobe": 0.000006114498319220729,
"Calcification of the Aorta": 0.00019113857706543058,
"Cardiomegaly": 0.3928226828575134,
"Clavicle Fracture": 0.0000081880407378776,
"Consolidation": 0.019228236749768257,
"Edema": 0.12534964084625244,
"Emphysema": 0.004490869585424662,
"Enlarged Cardiomediastinum": 0.21618492901325226,
"Fibrosis": 0.015358546748757362,
"Fissure": 0.00096802570624277,
"Fracture": 0.03156421333551407,
"Granuloma": 0.014714318327605724,
"Hernia": 0.0015575576107949018,
"Hydropneumothorax": 0.0000011640670436463552,
"Infarction": 0.002153180306777358,
"Infiltration": 0.0635291114449501,
"Kyphosis": 0.00003303767152829096,
"Lobar Atelectasis": 0.000019743822122109123,
"Lung Lesion": 0.0012333367485553026,
"Lung Opacity": 0.4137691259384155,
"Mass": 0.004832720384001732,
"Nodule": 0.024362556636333466,
"Normal": 0.31450310349464417,
"Pleural Effusion": 0.06873267889022827,
"Pleural Other": 0.005830223672091961,
"Pleural Thickening": 0.02371186390519142,
"Pneumomediastinum": 0.00015102638280950487,
"Pneumonia": 0.2558809518814087,
"Pneumoperitoneum": 0.0000408094929298386,
"Pneumothorax": 0.011326242238283157,
"Pulmonary Embolism": 0.0071494500152766705,
"Pulmonary Hypertension": 0.025274908170104027,
"Rib Fracture": 0.004179325420409441,
"Round(ed) Atelectasis": 0.0000045794668039889075,
"Subcutaneous Emphysema": 2.8583164635165303e-7,
"Support Devices": 0.7399001121520996,
"Tortuous Aorta": 0.00002631848110468127,
"Tuberculosis": 0.0011180248111486435
}
|
{
"Atelectasis": 0.5061027407646179,
"Cardiomegaly": 0.4454623758792877,
"Consolidation": 0.5040104389190674,
"Edema": 0.15395458042621613,
"Effusion": 0.19220733642578125,
"Emphysema": 0.3380748927593231,
"Enlarged Cardiomediastinum": 0.5043184757232666,
"Fibrosis": 0.5241492390632629,
"Fracture": 0.38281023502349854,
"Hernia": 0.003130492987111211,
"Infiltration": 0.5890745520591736,
"Lung Lesion": 0.508212149143219,
"Lung Opacity": 0.5124447345733643,
"Mass": 0.5303894281387329,
"Nodule": 0.5332934260368347,
"Pleural_Thickening": 0.3950941264629364,
"Pneumonia": 0.39411982893943787,
"Pneumothorax": 0.1871468424797058
}
|
{
"Atelectasis": 0.6543947458267212,
"Cardiomegaly": 0.7195993065834045,
"Consolidation": 0.5191916227340698,
"Edema": 0.5670201182365417,
"Enlarged Cardiomediastinum": 0.7233666181564331,
"Fracture": 0.5805906057357788,
"Lung Lesion": 0.5602536201477051,
"Lung Opacity": 0.7314473390579224,
"No Finding": 0.5675517320632935,
"Pleural Effusion": 0.6628696322441101,
"Pleural Other": 0.7225449085235596,
"Pneumonia": 0.5167069435119629,
"Pneumothorax": 0.44904452562332153,
"Support Devices": 0.9936860799789429
}
|
|
6ea4f196-7616-4a44-9531-99af9730b5d4
|
[
{
"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": "(I) Pleural effusion"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.08416716754436493,
"Atelectasis": 0.0094018978998065,
"Azygos Lobe": 0.00001728283859847579,
"Calcification of the Aorta": 5.442821304768586e-8,
"Cardiomegaly": 0.09537781029939651,
"Clavicle Fracture": 0.00005727922689402476,
"Consolidation": 0.011728765442967415,
"Edema": 0.0011005093110725284,
"Emphysema": 0.000048380559746874496,
"Enlarged Cardiomediastinum": 0.10697459429502487,
"Fibrosis": 0.0003964831412304193,
"Fissure": 0.012172670103609562,
"Fracture": 0.027589842677116394,
"Granuloma": 0.009587092325091362,
"Hernia": 0.004819446709007025,
"Hydropneumothorax": 0.0000018029412558462354,
"Infarction": 0.00017709381063468754,
"Infiltration": 0.11704681068658829,
"Kyphosis": 0.0000335579170496203,
"Lobar Atelectasis": 0.000009547585250402335,
"Lung Lesion": 0.017822718247771263,
"Lung Opacity": 0.10010469704866409,
"Mass": 0.032363858073949814,
"Nodule": 0.10869836062192917,
"Normal": 0.27681764960289,
"Pleural Effusion": 0.023178311064839363,
"Pleural Other": 0.00026577303651720285,
"Pleural Thickening": 0.0007710382342338562,
"Pneumomediastinum": 0.018706241622567177,
"Pneumonia": 0.16870509088039398,
"Pneumoperitoneum": 0.00022757456463295966,
"Pneumothorax": 0.03627109155058861,
"Pulmonary Embolism": 0.006217381916940212,
"Pulmonary Hypertension": 0.000013551707525039092,
"Rib Fracture": 0.04127717763185501,
"Round(ed) Atelectasis": 0.0000014522995570587227,
"Subcutaneous Emphysema": 0.0008283829665742815,
"Support Devices": 0.03583141416311264,
"Tortuous Aorta": 0.0002535774256102741,
"Tuberculosis": 0.10912009328603745
}
|
{
"Atelectasis": 0.01038464717566967,
"Cardiomegaly": 0.024175990372896194,
"Consolidation": 0.058518484234809875,
"Edema": 0.0008612966048531234,
"Effusion": 0.027955543249845505,
"Emphysema": 0.5013166666030884,
"Enlarged Cardiomediastinum": 0.027238840237259865,
"Fibrosis": 0.03787066042423248,
"Fracture": 0.1571822613477707,
"Hernia": 0.00024433681392110884,
"Infiltration": 0.2728058695793152,
"Lung Lesion": 0.033506229519844055,
"Lung Opacity": 0.018069308251142502,
"Mass": 0.07145281136035919,
"Nodule": 0.10282952338457108,
"Pleural_Thickening": 0.021296700462698936,
"Pneumonia": 0.03510485962033272,
"Pneumothorax": 0.3396476209163666
}
|
{
"Atelectasis": 0.3959255814552307,
"Cardiomegaly": 0.3301859200000763,
"Consolidation": 0.38385313749313354,
"Edema": 0.31644207239151,
"Enlarged Cardiomediastinum": 0.40496572852134705,
"Fracture": 0.3649902045726776,
"Lung Lesion": 0.36259374022483826,
"Lung Opacity": 0.40675342082977295,
"No Finding": 0.9999843835830688,
"Pleural Effusion": 0.415850430727005,
"Pleural Other": 0.37913575768470764,
"Pneumonia": 0.392940491437912,
"Pneumothorax": 0.37303581833839417,
"Support Devices": 0.5525597333908081
}
|
|
f8158b20-a0b4-4986-867b-05cea11b14d1
|
[
{
"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": "(I)"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.003815871197730303,
"Atelectasis": 0.5208649635314941,
"Azygos Lobe": 0.00010101361112901941,
"Calcification of the Aorta": 0.028225917369127274,
"Cardiomegaly": 0.37779000401496887,
"Clavicle Fracture": 0.00028408507932908833,
"Consolidation": 0.19631311297416687,
"Edema": 0.11043830960988998,
"Emphysema": 0.0009822858264669776,
"Enlarged Cardiomediastinum": 0.14463724195957184,
"Fibrosis": 0.0001808545202948153,
"Fissure": 0.013353086076676846,
"Fracture": 0.15104959905147552,
"Granuloma": 0.007808248978108168,
"Hernia": 0.006037541199475527,
"Hydropneumothorax": 0.0029592968057841063,
"Infarction": 0.0034767137840390205,
"Infiltration": 0.06747321784496307,
"Kyphosis": 0.0010267499601468444,
"Lobar Atelectasis": 0.004115379881113768,
"Lung Lesion": 0.06881725788116455,
"Lung Opacity": 0.408390611410141,
"Mass": 0.23207314312458038,
"Nodule": 0.05714476853609085,
"Normal": 0.03957013785839081,
"Pleural Effusion": 0.8712697625160217,
"Pleural Other": 0.0006810480845160782,
"Pleural Thickening": 0.003114511026069522,
"Pneumomediastinum": 0.0006898310966789722,
"Pneumonia": 0.1786535531282425,
"Pneumoperitoneum": 0.00187282997649163,
"Pneumothorax": 0.21182352304458618,
"Pulmonary Embolism": 0.0050605786964297295,
"Pulmonary Hypertension": 0.00013472915452439338,
"Rib Fracture": 0.0903511643409729,
"Round(ed) Atelectasis": 0.0070597101002931595,
"Subcutaneous Emphysema": 0.0069745564833283424,
"Support Devices": 0.4526364505290985,
"Tortuous Aorta": 0.0014803988160565495,
"Tuberculosis": 0.023912858217954636
}
|
{
"Atelectasis": 0.8133586645126343,
"Cardiomegaly": 0.7489073276519775,
"Consolidation": 0.7730879783630371,
"Edema": 0.7181254625320435,
"Effusion": 0.8588069081306458,
"Emphysema": 0.5052413940429688,
"Enlarged Cardiomediastinum": 0.6074198484420776,
"Fibrosis": 0.5339958667755127,
"Fracture": 0.5548475980758667,
"Hernia": 0.25636669993400574,
"Infiltration": 0.6340739727020264,
"Lung Lesion": 0.606285810470581,
"Lung Opacity": 0.9033763408660889,
"Mass": 0.608461856842041,
"Nodule": 0.5291237831115723,
"Pleural_Thickening": 0.5088121294975281,
"Pneumonia": 0.5882046222686768,
"Pneumothorax": 0.5286620855331421
}
|
{
"Atelectasis": 0.7634763717651367,
"Cardiomegaly": 0.6102719306945801,
"Consolidation": 0.7791322469711304,
"Edema": 0.5078529715538025,
"Enlarged Cardiomediastinum": 0.6265531182289124,
"Fracture": 0.50135737657547,
"Lung Lesion": 0.6402486562728882,
"Lung Opacity": 0.9038872122764587,
"No Finding": 0.4990011751651764,
"Pleural Effusion": 0.8874144554138184,
"Pleural Other": 0.6412746906280518,
"Pneumonia": 0.5870201587677002,
"Pneumothorax": 0.5389748811721802,
"Support Devices": 0.6582184433937073
}
|
|
f51cd65e-857b-4f2d-bee5-df52609a86f3
|
[
{
"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: 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": "(N) None of the above"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.014471269212663174,
"Atelectasis": 0.47836440801620483,
"Azygos Lobe": 0.00007333004759857431,
"Calcification of the Aorta": 0.0006960786995477974,
"Cardiomegaly": 0.40441012382507324,
"Clavicle Fracture": 0.00002107261389028281,
"Consolidation": 0.052603043615818024,
"Edema": 0.17847679555416107,
"Emphysema": 0.00048650807002559304,
"Enlarged Cardiomediastinum": 0.1952943354845047,
"Fibrosis": 0.0006875424878671765,
"Fissure": 0.004765257239341736,
"Fracture": 0.04100571200251579,
"Granuloma": 0.004843779839575291,
"Hernia": 0.004991033114492893,
"Hydropneumothorax": 1.9914857318781287e-7,
"Infarction": 0.002282816218212247,
"Infiltration": 0.13996025919914246,
"Kyphosis": 0.0003401449939701706,
"Lobar Atelectasis": 0.000143608616781421,
"Lung Lesion": 0.009545346722006798,
"Lung Opacity": 0.42410969734191895,
"Mass": 0.007730316370725632,
"Nodule": 0.24245579540729523,
"Normal": 0.17711955308914185,
"Pleural Effusion": 0.05010364577174187,
"Pleural Other": 0.000042060808482347056,
"Pleural Thickening": 0.007853774353861809,
"Pneumomediastinum": 0.00023944016720633954,
"Pneumonia": 0.3458541929721832,
"Pneumoperitoneum": 0.0004835371219087392,
"Pneumothorax": 0.004625264089554548,
"Pulmonary Embolism": 0.01844109408557415,
"Pulmonary Hypertension": 0.005831274203956127,
"Rib Fracture": 0.06591805815696716,
"Round(ed) Atelectasis": 0.000012065198461641558,
"Subcutaneous Emphysema": 0.00001168813105323352,
"Support Devices": 0.06770310550928116,
"Tortuous Aorta": 0.08738475292921066,
"Tuberculosis": 0.008863170631229877
}
|
{
"Atelectasis": 0.6051099300384521,
"Cardiomegaly": 0.5270514488220215,
"Consolidation": 0.5027850866317749,
"Edema": 0.40348297357559204,
"Effusion": 0.34465283155441284,
"Emphysema": 0.5065445899963379,
"Enlarged Cardiomediastinum": 0.5103985071182251,
"Fibrosis": 0.5393893718719482,
"Fracture": 0.4172145128250122,
"Hernia": 0.007619747892022133,
"Infiltration": 0.5416053533554077,
"Lung Lesion": 0.4623205065727234,
"Lung Opacity": 0.5401229858398438,
"Mass": 0.511204719543457,
"Nodule": 0.5105108618736267,
"Pleural_Thickening": 0.2520914375782013,
"Pneumonia": 0.26586443185806274,
"Pneumothorax": 0.23356328904628754
}
|
{
"Atelectasis": 0.7061399817466736,
"Cardiomegaly": 0.49662357568740845,
"Consolidation": 0.5453484058380127,
"Edema": 0.5071539282798767,
"Enlarged Cardiomediastinum": 0.6328854560852051,
"Fracture": 0.5574216842651367,
"Lung Lesion": 0.43134647607803345,
"Lung Opacity": 0.6510733962059021,
"No Finding": 0.9944907426834106,
"Pleural Effusion": 0.49328485131263733,
"Pleural Other": 0.41505512595176697,
"Pneumonia": 0.5225106477737427,
"Pneumothorax": 0.3922847807407379,
"Support Devices": 0.5270335078239441
}
|
|
81e7127a-01c5-4466-b15b-2d8a7f2a470d
|
[
{
"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) Lung lesion"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.00425503496080637,
"Atelectasis": 0.15750259160995483,
"Azygos Lobe": 0.0000025093936528719496,
"Calcification of the Aorta": 0.01768147014081478,
"Cardiomegaly": 0.12119981646537781,
"Clavicle Fracture": 0.00008014621562324464,
"Consolidation": 0.021732809022068977,
"Edema": 0.05590852349996567,
"Emphysema": 0.021067973226308823,
"Enlarged Cardiomediastinum": 0.18098047375679016,
"Fibrosis": 0.00033389320014975965,
"Fissure": 0.0006526514189317822,
"Fracture": 0.31566721200942993,
"Granuloma": 0.009624253027141094,
"Hernia": 0.022625066339969635,
"Hydropneumothorax": 0.000008736741619941313,
"Infarction": 0.002467854879796505,
"Infiltration": 0.06013105809688568,
"Kyphosis": 0.008598625659942627,
"Lobar Atelectasis": 0.00003465096961008385,
"Lung Lesion": 0.0017795558087527752,
"Lung Opacity": 0.16280987858772278,
"Mass": 0.006101343315094709,
"Nodule": 0.020992225036025047,
"Normal": 0.31502968072891235,
"Pleural Effusion": 0.05692058429121971,
"Pleural Other": 0.007301914039999247,
"Pleural Thickening": 0.01874295249581337,
"Pneumomediastinum": 0.0008384966640733182,
"Pneumonia": 0.21156200766563416,
"Pneumoperitoneum": 0.0008095082594081759,
"Pneumothorax": 0.016458207741379738,
"Pulmonary Embolism": 0.013480755500495434,
"Pulmonary Hypertension": 0.0009164005168713629,
"Rib Fracture": 0.37124398350715637,
"Round(ed) Atelectasis": 0.00006997091259108856,
"Subcutaneous Emphysema": 0.000013664782272826415,
"Support Devices": 0.02765190415084362,
"Tortuous Aorta": 0.10481611639261246,
"Tuberculosis": 0.003278948599472642
}
|
{
"Atelectasis": 0.3598634898662567,
"Cardiomegaly": 0.02976117841899395,
"Consolidation": 0.11781665682792664,
"Edema": 0.006825763266533613,
"Effusion": 0.08366906642913818,
"Emphysema": 0.5081877112388611,
"Enlarged Cardiomediastinum": 0.10715596377849579,
"Fibrosis": 0.5262093544006348,
"Fracture": 0.19936047494411469,
"Hernia": 0.018527498468756676,
"Infiltration": 0.5237722396850586,
"Lung Lesion": 0.054411303251981735,
"Lung Opacity": 0.0861603170633316,
"Mass": 0.4787949323654175,
"Nodule": 0.41634631156921387,
"Pleural_Thickening": 0.5035701990127563,
"Pneumonia": 0.01791597343981266,
"Pneumothorax": 0.13857588171958923
}
|
{
"Atelectasis": 0.6605422496795654,
"Cardiomegaly": 0.4545535147190094,
"Consolidation": 0.437583863735199,
"Edema": 0.38687053322792053,
"Enlarged Cardiomediastinum": 0.580635130405426,
"Fracture": 0.8167383074760437,
"Lung Lesion": 0.43152496218681335,
"Lung Opacity": 0.59493488073349,
"No Finding": 0.7433722615242004,
"Pleural Effusion": 0.5504356026649475,
"Pleural Other": 0.6010614633560181,
"Pneumonia": 0.4201967418193817,
"Pneumothorax": 0.4430088996887207,
"Support Devices": 0.5555725693702698
}
|
|
43f236fc-3fa1-46c2-a4eb-1fb2c37ebd33
|
[
{
"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: 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": "(H)"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.07183057814836502,
"Atelectasis": 0.6339373588562012,
"Azygos Lobe": 0.0000034032398161798483,
"Calcification of the Aorta": 0.008349541574716568,
"Cardiomegaly": 0.13710862398147583,
"Clavicle Fracture": 0.000013290434253576677,
"Consolidation": 0.1648755967617035,
"Edema": 0.057899847626686096,
"Emphysema": 0.0034201480448246002,
"Enlarged Cardiomediastinum": 0.26002252101898193,
"Fibrosis": 0.0038827385287731886,
"Fissure": 0.02233249507844448,
"Fracture": 0.19180771708488464,
"Granuloma": 0.0003402938600629568,
"Hernia": 0.018260927870869637,
"Hydropneumothorax": 0.0013517584884539247,
"Infarction": 0.004727635532617569,
"Infiltration": 0.03590789809823036,
"Kyphosis": 0.000015126016478461679,
"Lobar Atelectasis": 0.009853814728558064,
"Lung Lesion": 0.09522141516208649,
"Lung Opacity": 0.737580418586731,
"Mass": 0.18077659606933594,
"Nodule": 0.02240127883851528,
"Normal": 0.123170405626297,
"Pleural Effusion": 0.4175390303134918,
"Pleural Other": 0.009839045815169811,
"Pleural Thickening": 0.02126683108508587,
"Pneumomediastinum": 0.0003376315871719271,
"Pneumonia": 0.42850637435913086,
"Pneumoperitoneum": 0.00028991943690925837,
"Pneumothorax": 0.09530702233314514,
"Pulmonary Embolism": 0.008000143803656101,
"Pulmonary Hypertension": 0.00021866864699404687,
"Rib Fracture": 0.04013325646519661,
"Round(ed) Atelectasis": 0.00022583367535844445,
"Subcutaneous Emphysema": 0.01721811853349209,
"Support Devices": 0.4268089830875397,
"Tortuous Aorta": 0.005585773847997189,
"Tuberculosis": 0.01694490574300289
}
|
{
"Atelectasis": 0.8443368673324585,
"Cardiomegaly": 0.5469781160354614,
"Consolidation": 0.7749372720718384,
"Edema": 0.5577529668807983,
"Effusion": 0.8516721725463867,
"Emphysema": 0.5049086213111877,
"Enlarged Cardiomediastinum": 0.6758646965026855,
"Fibrosis": 0.5140627026557922,
"Fracture": 0.5440911054611206,
"Hernia": 0.01945246383547783,
"Infiltration": 0.5348168611526489,
"Lung Lesion": 0.6825612783432007,
"Lung Opacity": 0.785250186920166,
"Mass": 0.6573482155799866,
"Nodule": 0.519692599773407,
"Pleural_Thickening": 0.5297036170959473,
"Pneumonia": 0.5501695871353149,
"Pneumothorax": 0.6128453612327576
}
|
{
"Atelectasis": 0.7181562185287476,
"Cardiomegaly": 0.39944612979888916,
"Consolidation": 0.7237260341644287,
"Edema": 0.44407975673675537,
"Enlarged Cardiomediastinum": 0.5134674310684204,
"Fracture": 0.45524418354034424,
"Lung Lesion": 0.6088622808456421,
"Lung Opacity": 0.8238644599914551,
"No Finding": 0.4594602882862091,
"Pleural Effusion": 0.7532738447189331,
"Pleural Other": 0.7162349224090576,
"Pneumonia": 0.579318642616272,
"Pneumothorax": 0.5001085996627808,
"Support Devices": 0.7961181998252869
}
|
|
79b90318-80e5-4bad-95f5-6913ec176362
|
[
{
"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: no\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": "(B) Cardiomegaly"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.002326974179595709,
"Atelectasis": 0.39631935954093933,
"Azygos Lobe": 0.000007148564691306092,
"Calcification of the Aorta": 0.010572370141744614,
"Cardiomegaly": 0.9612559676170349,
"Clavicle Fracture": 0.000013187008335080463,
"Consolidation": 0.024322614073753357,
"Edema": 0.6302657723426819,
"Emphysema": 0.0002805293188430369,
"Enlarged Cardiomediastinum": 0.1751212477684021,
"Fibrosis": 0.00002839698390744161,
"Fissure": 0.0055666640400886536,
"Fracture": 0.01691773533821106,
"Granuloma": 0.0002163306635338813,
"Hernia": 0.0008149935165420175,
"Hydropneumothorax": 9.57535576162627e-7,
"Infarction": 0.0035866806283593178,
"Infiltration": 0.0231711957603693,
"Kyphosis": 0.003358724294230342,
"Lobar Atelectasis": 0.000004616933438228443,
"Lung Lesion": 0.0002055188815575093,
"Lung Opacity": 0.11291592568159103,
"Mass": 0.0008767261169850826,
"Nodule": 0.0005069820326752961,
"Normal": 0.0018861352000385523,
"Pleural Effusion": 0.7113560438156128,
"Pleural Other": 0.00010248136823065579,
"Pleural Thickening": 0.0032255935948342085,
"Pneumomediastinum": 0.00006395416130544618,
"Pneumonia": 0.10799044370651245,
"Pneumoperitoneum": 0.00008052458724705502,
"Pneumothorax": 0.005705242045223713,
"Pulmonary Embolism": 0.0016421471955254674,
"Pulmonary Hypertension": 0.0062777092680335045,
"Rib Fracture": 0.009776505641639233,
"Round(ed) Atelectasis": 0.00016015057917684317,
"Subcutaneous Emphysema": 0.000009391697858518455,
"Support Devices": 0.05432603880763054,
"Tortuous Aorta": 0.019413819536566734,
"Tuberculosis": 0.000002818092298184638
}
|
{
"Atelectasis": 0.7952038049697876,
"Cardiomegaly": 0.9023729562759399,
"Consolidation": 0.5741801261901855,
"Edema": 0.6062354445457458,
"Effusion": 0.809921383857727,
"Emphysema": 0.5008577108383179,
"Enlarged Cardiomediastinum": 0.6056208610534668,
"Fibrosis": 0.5101938247680664,
"Fracture": 0.5278162956237793,
"Hernia": 0.5092472434043884,
"Infiltration": 0.5396831035614014,
"Lung Lesion": 0.5353004932403564,
"Lung Opacity": 0.7069180011749268,
"Mass": 0.5064569711685181,
"Nodule": 0.4724876880645752,
"Pleural_Thickening": 0.4018034040927887,
"Pneumonia": 0.5203316807746887,
"Pneumothorax": 0.5033828020095825
}
|
{
"Atelectasis": 0.7083650827407837,
"Cardiomegaly": 0.9308322668075562,
"Consolidation": 0.5602240562438965,
"Edema": 0.6314674615859985,
"Enlarged Cardiomediastinum": 0.8415838479995728,
"Fracture": 0.4860078692436218,
"Lung Lesion": 0.4406132996082306,
"Lung Opacity": 0.6769957542419434,
"No Finding": 0.44802531599998474,
"Pleural Effusion": 0.9137732982635498,
"Pleural Other": 0.5113561749458313,
"Pneumonia": 0.4627307653427124,
"Pneumothorax": 0.41578760743141174,
"Support Devices": 0.5686753392219543
}
|
|
f04195ff-c5a7-4d67-8808-d8cabe3d9a33
|
[
{
"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: 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": 0.050596531480550766,
"Atelectasis": 0.5019028186798096,
"Azygos Lobe": 0.00003745466528926045,
"Calcification of the Aorta": 0.07370854169130325,
"Cardiomegaly": 0.13458657264709473,
"Clavicle Fracture": 0.000011018182703992352,
"Consolidation": 0.07763457298278809,
"Edema": 0.022406892850995064,
"Emphysema": 0.01925569213926792,
"Enlarged Cardiomediastinum": 0.2008785456418991,
"Fibrosis": 0.009121576324105263,
"Fissure": 0.003105981508269906,
"Fracture": 0.010054058395326138,
"Granuloma": 0.0003122798225376755,
"Hernia": 0.003952353727072477,
"Hydropneumothorax": 0.00009392082574777305,
"Infarction": 0.0016908337129279971,
"Infiltration": 0.04347957670688629,
"Kyphosis": 0.000014546559214068111,
"Lobar Atelectasis": 0.0013930888380855322,
"Lung Lesion": 0.11843391507863998,
"Lung Opacity": 0.59907066822052,
"Mass": 0.3656013309955597,
"Nodule": 0.121101975440979,
"Normal": 0.050244372338056564,
"Pleural Effusion": 0.1907431036233902,
"Pleural Other": 0.0006678842473775148,
"Pleural Thickening": 0.003213058691471815,
"Pneumomediastinum": 0.00047607094165869057,
"Pneumonia": 0.16952843964099884,
"Pneumoperitoneum": 0.00012278015492483974,
"Pneumothorax": 0.12673071026802063,
"Pulmonary Embolism": 0.005200134590268135,
"Pulmonary Hypertension": 0.0002401553647359833,
"Rib Fracture": 0.019893944263458252,
"Round(ed) Atelectasis": 0.00012969784438610077,
"Subcutaneous Emphysema": 0.00001853210233093705,
"Support Devices": 0.7875295281410217,
"Tortuous Aorta": 0.0026878933422267437,
"Tuberculosis": 0.008014067076146603
}
|
{
"Atelectasis": 0.6846364736557007,
"Cardiomegaly": 0.632412314414978,
"Consolidation": 0.6420167684555054,
"Edema": 0.5144787430763245,
"Effusion": 0.6422257423400879,
"Emphysema": 0.5090322494506836,
"Enlarged Cardiomediastinum": 0.5274684429168701,
"Fibrosis": 0.5032249093055725,
"Fracture": 0.5145143270492554,
"Hernia": 0.029052792116999626,
"Infiltration": 0.5321499705314636,
"Lung Lesion": 0.5666127800941467,
"Lung Opacity": 0.6845695972442627,
"Mass": 0.5846828818321228,
"Nodule": 0.5276853442192078,
"Pleural_Thickening": 0.21346889436244965,
"Pneumonia": 0.5546716451644897,
"Pneumothorax": 0.5786068439483643
}
|
{
"Atelectasis": 0.5915693044662476,
"Cardiomegaly": 0.48338302969932556,
"Consolidation": 0.627701461315155,
"Edema": 0.4179624617099762,
"Enlarged Cardiomediastinum": 0.6102068424224854,
"Fracture": 0.5129864811897278,
"Lung Lesion": 0.7830828428268433,
"Lung Opacity": 0.8091353178024292,
"No Finding": 0.6004718542098999,
"Pleural Effusion": 0.6222084164619446,
"Pleural Other": 0.5982303023338318,
"Pneumonia": 0.5123973488807678,
"Pneumothorax": 0.5010722875595093,
"Support Devices": 0.8815727233886719
}
|
|
153cef51-04e0-43ca-8b7c-0617decdbaf3
|
[
{
"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": "(I)"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.001010000123642385,
"Atelectasis": 0.42711591720581055,
"Azygos Lobe": 0.00003437043778831139,
"Calcification of the Aorta": 0.000012511081877164543,
"Cardiomegaly": 0.21606716513633728,
"Clavicle Fracture": 0.000003898108388966648,
"Consolidation": 0.14076955616474152,
"Edema": 0.7614777684211731,
"Emphysema": 0.0018264522077515721,
"Enlarged Cardiomediastinum": 0.08307205885648727,
"Fibrosis": 0.00019251639605499804,
"Fissure": 0.0078020719811320305,
"Fracture": 0.023379195481538773,
"Granuloma": 0.0312320776283741,
"Hernia": 0.0002851253957487643,
"Hydropneumothorax": 0.00004506590630626306,
"Infarction": 0.0040151639841496944,
"Infiltration": 0.23878176510334015,
"Kyphosis": 8.804523758954019e-7,
"Lobar Atelectasis": 0.0005996361724101007,
"Lung Lesion": 0.011141655035316944,
"Lung Opacity": 0.3822527229785919,
"Mass": 0.004088541492819786,
"Nodule": 0.03472982347011566,
"Normal": 0.10053814947605133,
"Pleural Effusion": 0.8457038998603821,
"Pleural Other": 0.00018847586761694402,
"Pleural Thickening": 0.015799598768353462,
"Pneumomediastinum": 0.0007229128386825323,
"Pneumonia": 0.24416321516036987,
"Pneumoperitoneum": 0.0008319300250150263,
"Pneumothorax": 0.012235326692461967,
"Pulmonary Embolism": 0.013172588311135769,
"Pulmonary Hypertension": 0.0010923194931820035,
"Rib Fracture": 0.012091292068362236,
"Round(ed) Atelectasis": 0.0000156134701683186,
"Subcutaneous Emphysema": 0.00009939592564478517,
"Support Devices": 0.08348153531551361,
"Tortuous Aorta": 0.00004476842514122836,
"Tuberculosis": 0.020058831200003624
}
|
{
"Atelectasis": 0.6729236841201782,
"Cardiomegaly": 0.5382328033447266,
"Consolidation": 0.5866051912307739,
"Edema": 0.6045552492141724,
"Effusion": 0.8342894315719604,
"Emphysema": 0.5011725425720215,
"Enlarged Cardiomediastinum": 0.53774094581604,
"Fibrosis": 0.5551058053970337,
"Fracture": 0.5021952390670776,
"Hernia": 0.08706960827112198,
"Infiltration": 0.6617743372917175,
"Lung Lesion": 0.5373390913009644,
"Lung Opacity": 0.7308417558670044,
"Mass": 0.5258615612983704,
"Nodule": 0.5143104195594788,
"Pleural_Thickening": 0.5326410531997681,
"Pneumonia": 0.5647354125976562,
"Pneumothorax": 0.5090528726577759
}
|
{
"Atelectasis": 0.6787748336791992,
"Cardiomegaly": 0.5231505632400513,
"Consolidation": 0.6382842659950256,
"Edema": 0.7905022501945496,
"Enlarged Cardiomediastinum": 0.5676047205924988,
"Fracture": 0.7228710651397705,
"Lung Lesion": 0.5449771881103516,
"Lung Opacity": 0.6496790051460266,
"No Finding": 0.46445319056510925,
"Pleural Effusion": 0.9371923208236694,
"Pleural Other": 0.432681143283844,
"Pneumonia": 0.5572640895843506,
"Pneumothorax": 0.4349846839904785,
"Support Devices": 0.5614970326423645
}
|
|
931a27ef-de46-45a9-a8fc-2f01bb39c090
|
[
{
"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: 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": "(H)"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.0021608821116387844,
"Atelectasis": 0.29074418544769287,
"Azygos Lobe": 0.00012279863585717976,
"Calcification of the Aorta": 0.0012115240097045898,
"Cardiomegaly": 0.05119344964623451,
"Clavicle Fracture": 0.00004158091178396717,
"Consolidation": 0.0332636721432209,
"Edema": 0.02173248678445816,
"Emphysema": 0.6333338022232056,
"Enlarged Cardiomediastinum": 0.1429539918899536,
"Fibrosis": 0.003913072403520346,
"Fissure": 0.009144852869212627,
"Fracture": 0.0022001706529408693,
"Granuloma": 0.0013288927730172873,
"Hernia": 0.0019376736599951982,
"Hydropneumothorax": 0.07071885466575623,
"Infarction": 0.000313204393023625,
"Infiltration": 0.033678535372018814,
"Kyphosis": 3.876581331496709e-7,
"Lobar Atelectasis": 0.00047812977572903037,
"Lung Lesion": 0.03476531803607941,
"Lung Opacity": 0.43169981241226196,
"Mass": 0.1248132660984993,
"Nodule": 0.0944598987698555,
"Normal": 0.11320164799690247,
"Pleural Effusion": 0.5577854514122009,
"Pleural Other": 0.0032407762482762337,
"Pleural Thickening": 0.06797795742750168,
"Pneumomediastinum": 0.007687786128371954,
"Pneumonia": 0.04255841299891472,
"Pneumoperitoneum": 0.0015961135504767299,
"Pneumothorax": 0.5946680903434753,
"Pulmonary Embolism": 0.005686184391379356,
"Pulmonary Hypertension": 0.003743499517440796,
"Rib Fracture": 0.0011823807144537568,
"Round(ed) Atelectasis": 0.0011369165731593966,
"Subcutaneous Emphysema": 0.0040484583005309105,
"Support Devices": 0.8783706426620483,
"Tortuous Aorta": 0.00016119850624818355,
"Tuberculosis": 0.003449169220402837
}
|
{
"Atelectasis": 0.5472308397293091,
"Cardiomegaly": 0.5245067477226257,
"Consolidation": 0.5798125863075256,
"Edema": 0.5248084664344788,
"Effusion": 0.5445628762245178,
"Emphysema": 0.5153118968009949,
"Enlarged Cardiomediastinum": 0.516272783279419,
"Fibrosis": 0.5476328730583191,
"Fracture": 0.5150020122528076,
"Hernia": 0.029527191072702408,
"Infiltration": 0.6007411479949951,
"Lung Lesion": 0.6182147264480591,
"Lung Opacity": 0.7296477556228638,
"Mass": 0.5887815952301025,
"Nodule": 0.6282101273536682,
"Pleural_Thickening": 0.5075793266296387,
"Pneumonia": 0.5586327314376831,
"Pneumothorax": 0.5349112749099731
}
|
{
"Atelectasis": 0.6947304606437683,
"Cardiomegaly": 0.3655259609222412,
"Consolidation": 0.6740498542785645,
"Edema": 0.49096304178237915,
"Enlarged Cardiomediastinum": 0.5741653442382812,
"Fracture": 0.6014763116836548,
"Lung Lesion": 0.7029565572738647,
"Lung Opacity": 0.7959962487220764,
"No Finding": 0.5465903282165527,
"Pleural Effusion": 0.8326048851013184,
"Pleural Other": 0.7388275861740112,
"Pneumonia": 0.5955792665481567,
"Pneumothorax": 0.624846339225769,
"Support Devices": 0.854789674282074
}
|
|
c7f54c98-2df0-4d6a-9943-7b15afed885d
|
[
{
"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: 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": "(K)"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.010068733245134354,
"Atelectasis": 0.07618917524814606,
"Azygos Lobe": 0.00001478283138567349,
"Calcification of the Aorta": 0.1934799700975418,
"Cardiomegaly": 0.7183644771575928,
"Clavicle Fracture": 0.000030184848583303392,
"Consolidation": 0.4506128132343292,
"Edema": 0.5601101517677307,
"Emphysema": 0.0028816096018999815,
"Enlarged Cardiomediastinum": 0.14560645818710327,
"Fibrosis": 0.00005430924647953361,
"Fissure": 0.02774747833609581,
"Fracture": 0.02926153875887394,
"Granuloma": 0.004378037992864847,
"Hernia": 0.0004964115214534104,
"Hydropneumothorax": 0.000002297005266882479,
"Infarction": 0.008364387787878513,
"Infiltration": 0.13475371897220612,
"Kyphosis": 0.000011780193744925782,
"Lobar Atelectasis": 0.000308756047161296,
"Lung Lesion": 0.022682804614305496,
"Lung Opacity": 0.7502294182777405,
"Mass": 0.2966825067996979,
"Nodule": 0.05487321689724922,
"Normal": 0.004973323550075293,
"Pleural Effusion": 0.43395185470581055,
"Pleural Other": 0.00008234774577431381,
"Pleural Thickening": 0.0009898159187287092,
"Pneumomediastinum": 0.00028655887581408024,
"Pneumonia": 0.6679911017417908,
"Pneumoperitoneum": 0.00017045519780367613,
"Pneumothorax": 0.013318679295480251,
"Pulmonary Embolism": 0.017443327233195305,
"Pulmonary Hypertension": 0.00017164304153993726,
"Rib Fracture": 0.005465136840939522,
"Round(ed) Atelectasis": 0.00013698723341803998,
"Subcutaneous Emphysema": 0.0000036492417621047935,
"Support Devices": 0.05235379934310913,
"Tortuous Aorta": 0.017073197290301323,
"Tuberculosis": 0.003045115154236555
}
|
{
"Atelectasis": 0.6737314462661743,
"Cardiomegaly": 0.741037130355835,
"Consolidation": 0.8396278023719788,
"Edema": 0.6752766966819763,
"Effusion": 0.6099269390106201,
"Emphysema": 0.5165916681289673,
"Enlarged Cardiomediastinum": 0.6654186248779297,
"Fibrosis": 0.5270472764968872,
"Fracture": 0.5609545111656189,
"Hernia": 0.0010424198117107153,
"Infiltration": 0.7371355891227722,
"Lung Lesion": 0.8467109799385071,
"Lung Opacity": 0.9210863709449768,
"Mass": 0.6720234751701355,
"Nodule": 0.7410288453102112,
"Pleural_Thickening": 0.3053135275840759,
"Pneumonia": 0.7216517925262451,
"Pneumothorax": 0.5243786573410034
}
|
{
"Atelectasis": 0.5772141814231873,
"Cardiomegaly": 0.7957204580307007,
"Consolidation": 0.7000974416732788,
"Edema": 0.5426113605499268,
"Enlarged Cardiomediastinum": 0.7030398845672607,
"Fracture": 0.5281598567962646,
"Lung Lesion": 0.7599068284034729,
"Lung Opacity": 0.8925367593765259,
"No Finding": 0.4515853226184845,
"Pleural Effusion": 0.7248964309692383,
"Pleural Other": 0.49570199847221375,
"Pneumonia": 0.6641467213630676,
"Pneumothorax": 0.4738706350326538,
"Support Devices": 0.6666477918624878
}
|
|
25040044-cb41-4911-afe1-a276693ddff2
|
[
{
"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": "(L)"
}
] |
What are the potential abnormalities according to the provided X-ray image?
|
{
"Adenopathy": 0.002585137728601694,
"Atelectasis": 0.5738754868507385,
"Azygos Lobe": 5.687400062015513e-7,
"Calcification of the Aorta": 0.000015939476725179702,
"Cardiomegaly": 0.2524460256099701,
"Clavicle Fracture": 0.000012006923498120159,
"Consolidation": 0.12556560337543488,
"Edema": 0.22861386835575104,
"Emphysema": 0.012984935194253922,
"Enlarged Cardiomediastinum": 0.06860284507274628,
"Fibrosis": 0.00005647255966323428,
"Fissure": 0.0011227555805817246,
"Fracture": 0.03253357484936714,
"Granuloma": 0.0018440333660691977,
"Hernia": 0.0026363139040768147,
"Hydropneumothorax": 0.000011306155101920012,
"Infarction": 0.0004247207834850997,
"Infiltration": 0.055556345731019974,
"Kyphosis": 2.6380476469967107e-8,
"Lobar Atelectasis": 0.00018295494373887777,
"Lung Lesion": 0.006893661338835955,
"Lung Opacity": 0.4960266351699829,
"Mass": 0.026877511292696,
"Nodule": 0.04230066388845444,
"Normal": 0.1547141969203949,
"Pleural Effusion": 0.5056764483451843,
"Pleural Other": 0.0008950292249210179,
"Pleural Thickening": 0.009028932079672813,
"Pneumomediastinum": 0.0026187493931502104,
"Pneumonia": 0.09235092252492905,
"Pneumoperitoneum": 0.00022757456463295966,
"Pneumothorax": 0.36738288402557373,
"Pulmonary Embolism": 0.004433982074260712,
"Pulmonary Hypertension": 0.00016766760381869972,
"Rib Fracture": 0.0108941700309515,
"Round(ed) Atelectasis": 0.000013995847439218778,
"Subcutaneous Emphysema": 0.17196442186832428,
"Support Devices": 0.9053674936294556,
"Tortuous Aorta": 0.006915247533470392,
"Tuberculosis": 0.024512721225619316
}
|
{
"Atelectasis": 0.7873826622962952,
"Cardiomegaly": 0.6825196743011475,
"Consolidation": 0.6575025320053101,
"Edema": 0.5675777792930603,
"Effusion": 0.7995790839195251,
"Emphysema": 0.5028324127197266,
"Enlarged Cardiomediastinum": 0.5733647346496582,
"Fibrosis": 0.5169947147369385,
"Fracture": 0.5437281131744385,
"Hernia": 0.17499575018882751,
"Infiltration": 0.5913661122322083,
"Lung Lesion": 0.5681648254394531,
"Lung Opacity": 0.734512448310852,
"Mass": 0.6070895195007324,
"Nodule": 0.5509079098701477,
"Pleural_Thickening": 0.5129356384277344,
"Pneumonia": 0.5538960695266724,
"Pneumothorax": 0.5389211177825928
}
|
{
"Atelectasis": 0.7327818870544434,
"Cardiomegaly": 0.52708899974823,
"Consolidation": 0.6870477199554443,
"Edema": 0.6890177130699158,
"Enlarged Cardiomediastinum": 0.5161762237548828,
"Fracture": 0.4674393832683563,
"Lung Lesion": 0.5932356119155884,
"Lung Opacity": 0.710054337978363,
"No Finding": 0.6518707871437073,
"Pleural Effusion": 0.6561251878738403,
"Pleural Other": 0.4114207327365875,
"Pneumonia": 0.5910555720329285,
"Pneumothorax": 0.4169498383998871,
"Support Devices": 0.9020950794219971
}
|
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