| { | |
| "_name_or_path": "PlanTL-GOB-ES/roberta-base-biomedical-clinical-es", | |
| "architectures": [ | |
| "RobertaForSequenceClassification" | |
| ], | |
| "attention_probs_dropout_prob": 0.09357895830152045, | |
| "bos_token_id": 0, | |
| "classifier_dropout": null, | |
| "eos_token_id": 2, | |
| "gradient_checkpointing": false, | |
| "hidden_act": "gelu", | |
| "hidden_dropout_prob": 0.05924774230541374, | |
| "hidden_size": 768, | |
| "id2label": { | |
| "0": "COPD signs", | |
| "1": "COVID 19", | |
| "2": "COVID 19 uncertain", | |
| "3": "Chilaiditi sign", | |
| "4": "NSG tube", | |
| "5": "abnormal foreign body", | |
| "6": "abscess", | |
| "7": "adenopathy", | |
| "8": "air bronchogram", | |
| "9": "air fluid level", | |
| "10": "air trapping", | |
| "11": "alveolar pattern", | |
| "12": "aortic aneurysm", | |
| "13": "aortic atheromatosis", | |
| "14": "aortic button enlargement", | |
| "15": "aortic elongation", | |
| "16": "aortic endoprosthesis", | |
| "17": "apical pleural thickening", | |
| "18": "artificial aortic heart valve", | |
| "19": "artificial heart valve", | |
| "20": "artificial mitral heart valve", | |
| "21": "asbestosis signs", | |
| "22": "ascendent aortic elongation", | |
| "23": "atelectasis", | |
| "24": "atelectasis basal", | |
| "25": "atypical pneumonia", | |
| "26": "axial hyperostosis", | |
| "27": "azygoesophageal recess shift", | |
| "28": "azygos lobe", | |
| "29": "blastic bone lesion", | |
| "30": "bone cement", | |
| "31": "bone metastasis", | |
| "32": "breast mass", | |
| "33": "bronchiectasis", | |
| "34": "bronchovascular markings", | |
| "35": "bullas", | |
| "36": "calcified adenopathy", | |
| "37": "calcified densities", | |
| "38": "calcified fibroadenoma", | |
| "39": "calcified granuloma", | |
| "40": "calcified mediastinal adenopathy", | |
| "41": "calcified pleural plaques", | |
| "42": "calcified pleural thickening", | |
| "43": "callus rib fracture", | |
| "44": "cardiomegaly", | |
| "45": "catheter", | |
| "46": "cavitation", | |
| "47": "central vascular redistribution", | |
| "48": "central venous catheter", | |
| "49": "central venous catheter via jugular vein", | |
| "50": "central venous catheter via subclavian vein", | |
| "51": "central venous catheter via umbilical vein", | |
| "52": "cervical rib", | |
| "53": "chest drain tube", | |
| "54": "chronic changes", | |
| "55": "clavicle fracture", | |
| "56": "consolidation", | |
| "57": "costochondral junction hypertrophy", | |
| "58": "costophrenic angle blunting", | |
| "59": "cyst", | |
| "60": "dai", | |
| "61": "descendent aortic elongation", | |
| "62": "dextrocardia", | |
| "63": "diaphragmatic eventration", | |
| "64": "double J stent", | |
| "65": "dual chamber device", | |
| "66": "electrical device", | |
| "67": "emphysema", | |
| "68": "empyema", | |
| "69": "end on vessel", | |
| "70": "endoprosthesis", | |
| "71": "endotracheal tube", | |
| "72": "esophagic dilatation", | |
| "73": "exclude", | |
| "74": "external foreign body", | |
| "75": "fibrotic band", | |
| "76": "fissure thickening", | |
| "77": "flattened diaphragm", | |
| "78": "fracture", | |
| "79": "gastrostomy tube", | |
| "80": "goiter", | |
| "81": "granuloma", | |
| "82": "ground glass pattern", | |
| "83": "gynecomastia", | |
| "84": "heart insufficiency", | |
| "85": "heart valve calcified", | |
| "86": "hemidiaphragm elevation", | |
| "87": "hiatal hernia", | |
| "88": "hilar congestion", | |
| "89": "hilar enlargement", | |
| "90": "humeral fracture", | |
| "91": "humeral prosthesis", | |
| "92": "hydropneumothorax", | |
| "93": "hyperinflated lung", | |
| "94": "hypoexpansion", | |
| "95": "hypoexpansion basal", | |
| "96": "increased density", | |
| "97": "infiltrates", | |
| "98": "interstitial pattern", | |
| "99": "kerley lines", | |
| "100": "kyphosis", | |
| "101": "laminar atelectasis", | |
| "102": "lepidic adenocarcinoma", | |
| "103": "lipomatosis", | |
| "104": "lobar atelectasis", | |
| "105": "loculated fissural effusion", | |
| "106": "loculated pleural effusion", | |
| "107": "lung metastasis", | |
| "108": "lung vascular paucity", | |
| "109": "lymphangitis carcinomatosa", | |
| "110": "lytic bone lesion", | |
| "111": "major fissure thickening", | |
| "112": "mammary prosthesis", | |
| "113": "mass", | |
| "114": "mastectomy", | |
| "115": "mediastinal enlargement", | |
| "116": "mediastinal mass", | |
| "117": "mediastinal shift", | |
| "118": "mediastinic lipomatosis", | |
| "119": "metal", | |
| "120": "miliary opacities", | |
| "121": "minor fissure thickening", | |
| "122": "multiple nodules", | |
| "123": "nephrostomy tube", | |
| "124": "nipple shadow", | |
| "125": "nodule", | |
| "126": "non axial articular degenerative changes", | |
| "127": "normal", | |
| "128": "obesity", | |
| "129": "osteopenia", | |
| "130": "osteoporosis", | |
| "131": "osteosynthesis material", | |
| "132": "pacemaker", | |
| "133": "pectum carinatum", | |
| "134": "pectum excavatum", | |
| "135": "pericardial effusion", | |
| "136": "pleural effusion", | |
| "137": "pleural mass", | |
| "138": "pleural plaques", | |
| "139": "pleural thickening", | |
| "140": "pneumomediastinum", | |
| "141": "pneumonia", | |
| "142": "pneumoperitoneo", | |
| "143": "pneumothorax", | |
| "144": "post radiotherapy changes", | |
| "145": "prosthesis", | |
| "146": "pseudonodule", | |
| "147": "pulmonary artery enlargement", | |
| "148": "pulmonary artery hypertension", | |
| "149": "pulmonary edema", | |
| "150": "pulmonary fibrosis", | |
| "151": "pulmonary hypertension", | |
| "152": "pulmonary mass", | |
| "153": "pulmonary venous hypertension", | |
| "154": "reservoir central venous catheter", | |
| "155": "respiratory distress", | |
| "156": "reticular interstitial pattern", | |
| "157": "reticulonodular interstitial pattern", | |
| "158": "rib fracture", | |
| "159": "right sided aortic arch", | |
| "160": "round atelectasis", | |
| "161": "sclerotic bone lesion", | |
| "162": "scoliosis", | |
| "163": "segmental atelectasis", | |
| "164": "single chamber device", | |
| "165": "soft tissue mass", | |
| "166": "sternoclavicular junction hypertrophy", | |
| "167": "sternotomy", | |
| "168": "subacromial space narrowing", | |
| "169": "subcutaneous emphysema", | |
| "170": "suboptimal study", | |
| "171": "superior mediastinal enlargement", | |
| "172": "supra aortic elongation", | |
| "173": "surgery", | |
| "174": "surgery breast", | |
| "175": "surgery heart", | |
| "176": "surgery humeral", | |
| "177": "surgery lung", | |
| "178": "surgery neck", | |
| "179": "suture material", | |
| "180": "thoracic cage deformation", | |
| "181": "total atelectasis", | |
| "182": "tracheal shift", | |
| "183": "tracheostomy tube", | |
| "184": "tuberculosis", | |
| "185": "tuberculosis sequelae", | |
| "186": "unchanged", | |
| "187": "vascular hilar enlargement", | |
| "188": "vascular redistribution", | |
| "189": "ventriculoperitoneal drain tube", | |
| "190": "vertebral anterior compression", | |
| "191": "vertebral compression", | |
| "192": "vertebral degenerative changes", | |
| "193": "vertebral fracture", | |
| "194": "volume loss" | |
| }, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 3072, | |
| "label2id": { | |
| "COPD signs": 0, | |
| "COVID 19": 1, | |
| "COVID 19 uncertain": 2, | |
| "Chilaiditi sign": 3, | |
| "NSG tube": 4, | |
| "abnormal foreign body": 5, | |
| "abscess": 6, | |
| "adenopathy": 7, | |
| "air bronchogram": 8, | |
| "air fluid level": 9, | |
| "air trapping": 10, | |
| "alveolar pattern": 11, | |
| "aortic aneurysm": 12, | |
| "aortic atheromatosis": 13, | |
| "aortic button enlargement": 14, | |
| "aortic elongation": 15, | |
| "aortic endoprosthesis": 16, | |
| "apical pleural thickening": 17, | |
| "artificial aortic heart valve": 18, | |
| "artificial heart valve": 19, | |
| "artificial mitral heart valve": 20, | |
| "asbestosis signs": 21, | |
| "ascendent aortic elongation": 22, | |
| "atelectasis": 23, | |
| "atelectasis basal": 24, | |
| "atypical pneumonia": 25, | |
| "axial hyperostosis": 26, | |
| "azygoesophageal recess shift": 27, | |
| "azygos lobe": 28, | |
| "blastic bone lesion": 29, | |
| "bone cement": 30, | |
| "bone metastasis": 31, | |
| "breast mass": 32, | |
| "bronchiectasis": 33, | |
| "bronchovascular markings": 34, | |
| "bullas": 35, | |
| "calcified adenopathy": 36, | |
| "calcified densities": 37, | |
| "calcified fibroadenoma": 38, | |
| "calcified granuloma": 39, | |
| "calcified mediastinal adenopathy": 40, | |
| "calcified pleural plaques": 41, | |
| "calcified pleural thickening": 42, | |
| "callus rib fracture": 43, | |
| "cardiomegaly": 44, | |
| "catheter": 45, | |
| "cavitation": 46, | |
| "central vascular redistribution": 47, | |
| "central venous catheter": 48, | |
| "central venous catheter via jugular vein": 49, | |
| "central venous catheter via subclavian vein": 50, | |
| "central venous catheter via umbilical vein": 51, | |
| "cervical rib": 52, | |
| "chest drain tube": 53, | |
| "chronic changes": 54, | |
| "clavicle fracture": 55, | |
| "consolidation": 56, | |
| "costochondral junction hypertrophy": 57, | |
| "costophrenic angle blunting": 58, | |
| "cyst": 59, | |
| "dai": 60, | |
| "descendent aortic elongation": 61, | |
| "dextrocardia": 62, | |
| "diaphragmatic eventration": 63, | |
| "double J stent": 64, | |
| "dual chamber device": 65, | |
| "electrical device": 66, | |
| "emphysema": 67, | |
| "empyema": 68, | |
| "end on vessel": 69, | |
| "endoprosthesis": 70, | |
| "endotracheal tube": 71, | |
| "esophagic dilatation": 72, | |
| "exclude": 73, | |
| "external foreign body": 74, | |
| "fibrotic band": 75, | |
| "fissure thickening": 76, | |
| "flattened diaphragm": 77, | |
| "fracture": 78, | |
| "gastrostomy tube": 79, | |
| "goiter": 80, | |
| "granuloma": 81, | |
| "ground glass pattern": 82, | |
| "gynecomastia": 83, | |
| "heart insufficiency": 84, | |
| "heart valve calcified": 85, | |
| "hemidiaphragm elevation": 86, | |
| "hiatal hernia": 87, | |
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| "hilar enlargement": 89, | |
| "humeral fracture": 90, | |
| "humeral prosthesis": 91, | |
| "hydropneumothorax": 92, | |
| "hyperinflated lung": 93, | |
| "hypoexpansion": 94, | |
| "hypoexpansion basal": 95, | |
| "increased density": 96, | |
| "infiltrates": 97, | |
| "interstitial pattern": 98, | |
| "kerley lines": 99, | |
| "kyphosis": 100, | |
| "laminar atelectasis": 101, | |
| "lepidic adenocarcinoma": 102, | |
| "lipomatosis": 103, | |
| "lobar atelectasis": 104, | |
| "loculated fissural effusion": 105, | |
| "loculated pleural effusion": 106, | |
| "lung metastasis": 107, | |
| "lung vascular paucity": 108, | |
| "lymphangitis carcinomatosa": 109, | |
| "lytic bone lesion": 110, | |
| "major fissure thickening": 111, | |
| "mammary prosthesis": 112, | |
| "mass": 113, | |
| "mastectomy": 114, | |
| "mediastinal enlargement": 115, | |
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| "mediastinal shift": 117, | |
| "mediastinic lipomatosis": 118, | |
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| "minor fissure thickening": 121, | |
| "multiple nodules": 122, | |
| "nephrostomy tube": 123, | |
| "nipple shadow": 124, | |
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| "non axial articular degenerative changes": 126, | |
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| "obesity": 128, | |
| "osteopenia": 129, | |
| "osteoporosis": 130, | |
| "osteosynthesis material": 131, | |
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| "pectum carinatum": 133, | |
| "pectum excavatum": 134, | |
| "pericardial effusion": 135, | |
| "pleural effusion": 136, | |
| "pleural mass": 137, | |
| "pleural plaques": 138, | |
| "pleural thickening": 139, | |
| "pneumomediastinum": 140, | |
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| "pneumoperitoneo": 142, | |
| "pneumothorax": 143, | |
| "post radiotherapy changes": 144, | |
| "prosthesis": 145, | |
| "pseudonodule": 146, | |
| "pulmonary artery enlargement": 147, | |
| "pulmonary artery hypertension": 148, | |
| "pulmonary edema": 149, | |
| "pulmonary fibrosis": 150, | |
| "pulmonary hypertension": 151, | |
| "pulmonary mass": 152, | |
| "pulmonary venous hypertension": 153, | |
| "reservoir central venous catheter": 154, | |
| "respiratory distress": 155, | |
| "reticular interstitial pattern": 156, | |
| "reticulonodular interstitial pattern": 157, | |
| "rib fracture": 158, | |
| "right sided aortic arch": 159, | |
| "round atelectasis": 160, | |
| "sclerotic bone lesion": 161, | |
| "scoliosis": 162, | |
| "segmental atelectasis": 163, | |
| "single chamber device": 164, | |
| "soft tissue mass": 165, | |
| "sternoclavicular junction hypertrophy": 166, | |
| "sternotomy": 167, | |
| "subacromial space narrowing": 168, | |
| "subcutaneous emphysema": 169, | |
| "suboptimal study": 170, | |
| "superior mediastinal enlargement": 171, | |
| "supra aortic elongation": 172, | |
| "surgery": 173, | |
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| "surgery lung": 177, | |
| "surgery neck": 178, | |
| "suture material": 179, | |
| "thoracic cage deformation": 180, | |
| "total atelectasis": 181, | |
| "tracheal shift": 182, | |
| "tracheostomy tube": 183, | |
| "tuberculosis": 184, | |
| "tuberculosis sequelae": 185, | |
| "unchanged": 186, | |
| "vascular hilar enlargement": 187, | |
| "vascular redistribution": 188, | |
| "ventriculoperitoneal drain tube": 189, | |
| "vertebral anterior compression": 190, | |
| "vertebral compression": 191, | |
| "vertebral degenerative changes": 192, | |
| "vertebral fracture": 193, | |
| "volume loss": 194 | |
| }, | |
| "layer_norm_eps": 1e-05, | |
| "max_position_embeddings": 514, | |
| "model_type": "roberta", | |
| "num_attention_heads": 12, | |
| "num_hidden_layers": 12, | |
| "pad_token_id": 1, | |
| "position_embedding_type": "absolute", | |
| "problem_type": "multi_label_classification", | |
| "torch_dtype": "float32", | |
| "transformers_version": "4.20.0", | |
| "type_vocab_size": 1, | |
| "use_cache": true, | |
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| } | |