Datasets:

aai530-group6
/

ddxplus

AGE int64 0 109	DIFFERENTIAL_DIAGNOSIS stringlengths 14 1.46k	SEX stringclasses 2 values	PATHOLOGY stringlengths 3 40	EVIDENCES stringlengths 24 556	INITIAL_EVIDENCE stringlengths 3 5
18	[['Bronchitis', 0.19171203430383882], ['Pneumonia', 0.17579340398940366], ['URTI', 0.1607809719801254], ['Bronchiectasis', 0.12429044460990353], ['Tuberculosis', 0.11367177304035844], ['Influenza', 0.11057936110639896], ['HIV (initial infection)', 0.07333003867293564], ['Chagas', 0.04984197229703562]]	M	URTI	['E_48', 'E_50', 'E_53', 'E_54_@_V_161', 'E_54_@_V_183', 'E_55_@_V_89', 'E_55_@_V_108', 'E_55_@_V_167', 'E_56_@_4', 'E_57_@_V_123', 'E_58_@_3', 'E_59_@_3', 'E_77', 'E_79', 'E_91', 'E_97', 'E_201', 'E_204_@_V_10', 'E_222']	E_91
21	[['HIV (initial infection)', 0.5189500564407601], ['Chagas', 0.3217819010436332], ['Scombroid food poisoning', 0.13496758062695968], ['Sarcoidosis', 0.024300461888647054]]	M	HIV (initial infection)	['E_9', 'E_27', 'E_50', 'E_51', 'E_53', 'E_54_@_V_198', 'E_55_@_V_62', 'E_55_@_V_166', 'E_55_@_V_167', 'E_56_@_7', 'E_57_@_V_123', 'E_58_@_7', 'E_59_@_2', 'E_91', 'E_115', 'E_129', 'E_130_@_V_138', 'E_131_@_V_10', 'E_132_@_0', 'E_133_@_V_90', 'E_133_@_V_91', 'E_133_@_V_95', 'E_133_@_V_110', 'E_133_@_V_111', 'E_134_@_6', 'E_135_@_V_12', 'E_136_@_0', 'E_148', 'E_162', 'E_189', 'E_204_@_V_10']	E_50
19	[['Bronchitis', 0.11278064619119596], ['Pneumonia', 0.10048134562119852], ['Unstable angina', 0.08462979865697953], ['Possible NSTEMI / STEMI', 0.08343170881871906], ['Bronchiectasis', 0.07764173703530038], ['Boerhaave', 0.07708363099826726], ['Spontaneous rib fracture', 0.07682349455456361], ['Pericarditis', 0.07504681799224715], ['URTI', 0.06705952510476514], ['Stable angina', 0.06667817325012103], ['GERD', 0.06455232704351052], ['Scombroid food poisoning', 0.058790058668404095], ['Chagas', 0.02923384001251551], ['Sarcoidosis', 0.016406922262218876], ['Panic attack', 0.009359973789993502]]	F	Pneumonia	['E_53', 'E_54_@_V_179', 'E_54_@_V_192', 'E_55_@_V_29', 'E_55_@_V_55', 'E_55_@_V_56', 'E_55_@_V_170', 'E_55_@_V_171', 'E_56_@_5', 'E_57_@_V_123', 'E_58_@_2', 'E_59_@_6', 'E_77', 'E_78', 'E_79', 'E_94', 'E_106', 'E_118', 'E_123', 'E_124', 'E_129', 'E_130_@_V_156', 'E_131_@_V_12', 'E_132_@_4', 'E_133_@_V_54', 'E_133_@_V_85', 'E_134_@_0', 'E_135_@_V_10', 'E_136_@_0', 'E_144', 'E_175', 'E_181', 'E_201', 'E_204_@_V_10']	E_77
34	[['URTI', 0.23859396799565236], ['Cluster headache', 0.18566159722723558], ['Bronchitis', 0.1773471504190298], ['Chronic rhinosinusitis', 0.14960995823729417], ['Acute rhinosinusitis', 0.10748772366243657], ['Chagas', 0.07064980122917579], ['Anemia', 0.07064980122917579]]	F	URTI	['E_48', 'E_53', 'E_54_@_V_183', 'E_55_@_V_89', 'E_55_@_V_109', 'E_55_@_V_124', 'E_55_@_V_166', 'E_55_@_V_167', 'E_56_@_7', 'E_57_@_V_123', 'E_58_@_5', 'E_59_@_4', 'E_97', 'E_181', 'E_201', 'E_204_@_V_10']	E_53
36	[['URTI', 0.23677812769175735], ['Influenza', 0.1842006792554458], ['Bronchitis', 0.1651209569301098], ['Cluster headache', 0.1430457852409739], ['Chronic rhinosinusitis', 0.139295948156182], ['Chagas', 0.06577925136276556], ['Anemia', 0.06577925136276556]]	M	URTI	['E_49', 'E_50', 'E_53', 'E_54_@_V_183', 'E_55_@_V_62', 'E_55_@_V_124', 'E_55_@_V_166', 'E_55_@_V_167', 'E_56_@_5', 'E_57_@_V_123', 'E_58_@_4', 'E_59_@_2', 'E_97', 'E_144', 'E_181', 'E_201', 'E_204_@_V_10']	E_201
37	[['Acute rhinosinusitis', 0.2575738638873495], ['Chronic rhinosinusitis', 0.24065362710751836], ['Bronchitis', 0.22014945581311246], ['Cluster headache', 0.1264615647167846], ['Chagas', 0.07758074423761752], ['Anemia', 0.07758074423761752]]	F	Chronic rhinosinusitis	['E_53', 'E_54_@_V_181', 'E_54_@_V_192', 'E_55_@_V_89', 'E_55_@_V_108', 'E_55_@_V_109', 'E_55_@_V_122', 'E_55_@_V_125', 'E_56_@_6', 'E_57_@_V_89', 'E_57_@_V_122', 'E_57_@_V_166', 'E_57_@_V_167', 'E_58_@_3', 'E_59_@_1', 'E_79', 'E_103', 'E_116', 'E_118', 'E_120', 'E_121', 'E_124', 'E_125', 'E_182', 'E_201', 'E_204_@_V_10', 'E_226']	E_53
43	[['Bronchitis', 0.24726070382402293], ['Acute laryngitis', 0.1697366852414916], ['Tuberculosis', 0.1623219537468869], ['Viral pharyngitis', 0.1524594715234838], ['Possible NSTEMI / STEMI', 0.1387357700993358], ['Unstable angina', 0.12948541556477897]]	M	Viral pharyngitis	['E_41', 'E_49', 'E_53', 'E_54_@_V_161', 'E_54_@_V_181', 'E_55_@_V_20', 'E_55_@_V_21', 'E_55_@_V_33', 'E_55_@_V_137', 'E_55_@_V_148', 'E_56_@_5', 'E_57_@_V_123', 'E_58_@_9', 'E_59_@_3', 'E_79', 'E_91', 'E_201', 'E_204_@_V_10', 'E_227']	E_53
39	[['Anemia', 0.35566843677250953], ['Anaphylaxis', 0.21268182257212317], ['Chagas', 0.20576235465053702], ['Cluster headache', 0.17268629616141862], ['Scombroid food poisoning', 0.053201089843411604]]	M	Anemia	['E_7', 'E_24', 'E_53', 'E_54_@_V_180', 'E_54_@_V_182', 'E_55_@_V_89', 'E_55_@_V_167', 'E_56_@_1', 'E_57_@_V_123', 'E_58_@_3', 'E_59_@_4', 'E_82', 'E_88', 'E_113', 'E_140', 'E_146', 'E_154', 'E_204_@_V_3', 'E_208']	E_88
30	[['Bronchitis', 0.33250589804545644], ['Chronic rhinosinusitis', 0.19361300190467037], ['Cluster headache', 0.1500104200497174], ['Chagas', 0.11717519327262141], ['Anemia', 0.11717519327262141], ['Acute rhinosinusitis', 0.08952029345491302]]	M	Chronic rhinosinusitis	['E_53', 'E_54_@_V_192', 'E_55_@_V_89', 'E_55_@_V_108', 'E_55_@_V_109', 'E_55_@_V_122', 'E_55_@_V_125', 'E_56_@_2', 'E_57_@_V_89', 'E_57_@_V_166', 'E_58_@_8', 'E_59_@_0', 'E_79', 'E_103', 'E_116', 'E_118', 'E_120', 'E_124', 'E_125', 'E_201', 'E_204_@_V_10', 'E_226']	E_53
49	[['PSVT', 0.14665916736864038], ['Anemia', 0.10832398159492748], ['Atrial fibrillation', 0.1016649187688128], ['Acute pulmonary edema', 0.09943515327857443], ['Guillain-Barré syndrome', 0.09901442900316357], ['Myocarditis', 0.09174193177025147], ['Scombroid food poisoning', 0.06972698871013558], ['Acute dystonic reactions', 0.06972698871013558], ['Myasthenia gravis', 0.06972698871013558], ['Anaphylaxis', 0.06972698871013558], ['SLE', 0.03228026734110455], ['Possible NSTEMI / STEMI', 0.02098609801699159], ['Chagas', 0.02098609801699159]]	M	Atrial fibrillation	['E_19', 'E_22', 'E_31', 'E_66', 'E_69', 'E_70', 'E_76', 'E_104', 'E_105', 'E_139', 'E_155', 'E_204_@_V_10', 'E_218']	E_66
8	[['Allergic sinusitis', 1.0]]	M	Allergic sinusitis	['E_86', 'E_87', 'E_124', 'E_169', 'E_170', 'E_181', 'E_204_@_V_10', 'E_207']	E_169
3	[['Croup', 0.5227139129295039], ['Larygospasm', 0.4772860870704961]]	F	Larygospasm	['E_116', 'E_125', 'E_194', 'E_204_@_V_4', 'E_222']	E_194
52	[['Cluster headache', 0.6850030416248103], ['Anemia', 0.31499695837518965]]	M	Cluster headache	['E_25', 'E_53', 'E_54_@_V_112', 'E_54_@_V_179', 'E_54_@_V_180', 'E_54_@_V_191', 'E_54_@_V_192', 'E_55_@_V_89', 'E_55_@_V_108', 'E_55_@_V_125', 'E_55_@_V_126', 'E_55_@_V_166', 'E_56_@_7', 'E_57_@_V_123', 'E_58_@_10', 'E_59_@_9', 'E_78', 'E_181', 'E_184', 'E_204_@_V_10']	E_181
49	[['Anaphylaxis', 0.08818818095621143], ['Acute pulmonary edema', 0.06480055328583555], ['Unstable angina', 0.06431233285165629], ['GERD', 0.059995773287611145], ['Boerhaave', 0.05916276723695629], ['HIV (initial infection)', 0.05523966958700062], ['Possible NSTEMI / STEMI', 0.05359391235381764], ['Pancreatic neoplasm', 0.05356852841971642], ['Inguinal hernia', 0.05276906742884841], ['Pulmonary embolism', 0.05202542404334409], ['Larygospasm', 0.05033008956183302], ['Stable angina', 0.04656082126706621], ['Panic attack', 0.043818741597861054], ['Guillain-Barré syndrome', 0.0430927302501226], ['Chagas', 0.04272325388687959], ['Atrial fibrillation', 0.04116134994036393], ['Pericarditis', 0.037617760163406386], ['Acute dystonic reactions', 0.030346347960489815], ['Myasthenia gravis', 0.030346347960489815], ['Anemia', 0.030346347960489815]]	F	Anaphylaxis	['E_12', 'E_42', 'E_51', 'E_53', 'E_54_@_V_182', 'E_54_@_V_192', 'E_55_@_V_87', 'E_55_@_V_88', 'E_55_@_V_103', 'E_55_@_V_104', 'E_55_@_V_197', 'E_56_@_3', 'E_57_@_V_123', 'E_58_@_4', 'E_59_@_2', 'E_66', 'E_129', 'E_130_@_V_156', 'E_131_@_V_10', 'E_132_@_0', 'E_133_@_V_26', 'E_133_@_V_31', 'E_133_@_V_32', 'E_133_@_V_33', 'E_133_@_V_34', 'E_134_@_3', 'E_135_@_V_12', 'E_136_@_10', 'E_148', 'E_151', 'E_152_@_V_89', 'E_152_@_V_108', 'E_152_@_V_109', 'E_159', 'E_194', 'E_204_@_V_10', 'E_226']	E_159
47	[['Bronchitis', 0.2201122776524523], ['Tuberculosis', 0.211725829483846], ['Viral pharyngitis', 0.14993116024533035], ['Possible NSTEMI / STEMI', 0.12350303091495483], ['Unstable angina', 0.11526833541257887], ['Influenza', 0.11117624354091138], ['Stable angina', 0.04237060047366119], ['Pneumonia', 0.02591252227626513]]	M	Viral pharyngitis	['E_41', 'E_45', 'E_49', 'E_53', 'E_54_@_V_161', 'E_54_@_V_181', 'E_55_@_V_20', 'E_55_@_V_21', 'E_55_@_V_33', 'E_55_@_V_137', 'E_55_@_V_148', 'E_56_@_5', 'E_57_@_V_123', 'E_58_@_4', 'E_59_@_1', 'E_91', 'E_201', 'E_204_@_V_10', 'E_227']	E_201
55	[['Spontaneous pneumothorax', 0.15542606232407724], ['Pulmonary embolism', 0.1451588324177532], ['Possible NSTEMI / STEMI', 0.1359373594173874], ['Pericarditis', 0.10560360289952994], ['Guillain-Barré syndrome', 0.10048128515191246], ['Atrial fibrillation', 0.09597779756792263], ['GERD', 0.08991450217414462], ['Acute dystonic reactions', 0.07075996403658966], ['Scombroid food poisoning', 0.04475971479184778], ['PSVT', 0.037797477395074976], ['Myocarditis', 0.01818340182376012]]	F	Spontaneous pneumothorax	['E_21', 'E_53', 'E_54_@_V_71', 'E_55_@_V_101', 'E_55_@_V_159', 'E_55_@_V_160', 'E_56_@_8', 'E_57_@_V_123', 'E_58_@_1', 'E_59_@_8', 'E_66', 'E_79', 'E_123', 'E_204_@_V_10', 'E_220']	E_53
57	[['Cluster headache', 1.0]]	F	Cluster headache	['E_25', 'E_53', 'E_54_@_V_179', 'E_54_@_V_180', 'E_54_@_V_191', 'E_54_@_V_192', 'E_55_@_V_89', 'E_55_@_V_108', 'E_55_@_V_125', 'E_55_@_V_126', 'E_55_@_V_166', 'E_56_@_9', 'E_57_@_V_123', 'E_58_@_5', 'E_59_@_9', 'E_78', 'E_127', 'E_176', 'E_181', 'E_184', 'E_204_@_V_10']	E_53
35	[['Acute pulmonary edema', 0.08794825073711252], ['Unstable angina', 0.07856881776475869], ['Possible NSTEMI / STEMI', 0.07536780271700519], ['Panic attack', 0.07308319272080879], ['Myocarditis', 0.07062749686008715], ['Stable angina', 0.06941149533017307], ['Anaphylaxis', 0.06673512676048438], ['Pericarditis', 0.06294909460690166], ['SLE', 0.06272203828527817], ['Pulmonary embolism', 0.06061702554980189], ['Atrial fibrillation', 0.05565276373389076], ['Guillain-Barré syndrome', 0.0479801417271824], ['Chagas', 0.0412002795508475], ['Acute dystonic reactions', 0.033788113855759964], ['Myasthenia gravis', 0.033788113855759964], ['Pulmonary neoplasm', 0.030517659413588732], ['Sarcoidosis', 0.027669676578877304], ['Scombroid food poisoning', 0.021372909951682124]]	F	Acute pulmonary edema	['E_5', 'E_50', 'E_53', 'E_54_@_V_154', 'E_54_@_V_161', 'E_54_@_V_180', 'E_54_@_V_183', 'E_55_@_V_34', 'E_55_@_V_35', 'E_55_@_V_159', 'E_55_@_V_170', 'E_55_@_V_171', 'E_56_@_9', 'E_57_@_V_31', 'E_57_@_V_177', 'E_57_@_V_178', 'E_57_@_V_194', 'E_57_@_V_195', 'E_58_@_1', 'E_59_@_5', 'E_66', 'E_104', 'E_105', 'E_106', 'E_151', 'E_152_@_V_34', 'E_152_@_V_120', 'E_152_@_V_172', 'E_152_@_V_173', 'E_175', 'E_204_@_V_10', 'E_217', 'E_218']	E_53
69	[['Bronchitis', 0.4447411434831765], ['Tuberculosis', 0.3505173579455742], ['Pneumonia', 0.16929723286670764], ['Chagas', 0.035444265704541573]]	M	Tuberculosis	['E_2', 'E_44', 'E_61', 'E_69', 'E_78', 'E_91', 'E_162', 'E_201', 'E_204_@_V_10']	E_201
30	[['Bronchitis', 0.4184266113110543], ['Tuberculosis', 0.38938088207625726], ['Pneumonia', 0.19219250661268847]]	F	Tuberculosis	['E_44', 'E_45', 'E_78', 'E_91', 'E_201', 'E_204_@_V_10']	E_45
27	[['Myasthenia gravis', 0.16203855614673643], ['Guillain-Barré syndrome', 0.15926213763415473], ['Pulmonary embolism', 0.14542104315509222], ['Myocarditis', 0.13993485404646544], ['Acute pulmonary edema', 0.1362164916809105], ['Anaphylaxis', 0.08768109921481954], ['Chagas', 0.07339035635397669], ['Scombroid food poisoning', 0.05546329830611062], ['SLE', 0.04059216346173375]]	F	Myasthenia gravis	['E_28', 'E_52', 'E_66', 'E_84', 'E_90', 'E_172', 'E_176', 'E_204_@_V_10']	E_52
54	[['Spontaneous pneumothorax', 0.07308334963412176], ['Possible NSTEMI / STEMI', 0.07097840126915654], ['Panic attack', 0.06966250266039109], ['Unstable angina', 0.06796556943763965], ['Anemia', 0.06579407699537654], ['Anaphylaxis', 0.06556502975667425], ['Pericarditis', 0.06245139005183778], ['Boerhaave', 0.06187383758418889], ['Pulmonary embolism', 0.06007606988217537], ['Guillain-Barré syndrome', 0.05889121452065229], ['Acute pulmonary edema', 0.05871335068343722], ['Stable angina', 0.05627350275984168], ['GERD', 0.0460280296758343], ['Inguinal hernia', 0.04453715504011756], ['Acute dystonic reactions', 0.036222652028135974], ['Scombroid food poisoning', 0.030318887014838928], ['Sarcoidosis', 0.02966336240982202], ['Pancreatic neoplasm', 0.025132259802237555], ['SLE', 0.016769358793520726]]	F	Panic attack	['E_16', 'E_53', 'E_54_@_V_182', 'E_54_@_V_192', 'E_55_@_V_29', 'E_55_@_V_55', 'E_55_@_V_85', 'E_55_@_V_87', 'E_55_@_V_88', 'E_56_@_8', 'E_57_@_V_123', 'E_58_@_6', 'E_59_@_6', 'E_66', 'E_78', 'E_81', 'E_82', 'E_99', 'E_138', 'E_157', 'E_177', 'E_185', 'E_204_@_V_10']	E_177
72	[['Panic attack', 0.18759810637817528], ['PSVT', 0.15890494741554054], ['Guillain-Barré syndrome', 0.12475478051066304], ['Anemia', 0.09071385642617717], ['Anaphylaxis', 0.09017037980692309], ['Possible NSTEMI / STEMI', 0.08770829233102216], ['Inguinal hernia', 0.07854495229180618], ['Unstable angina', 0.04968694316615193], ['Scombroid food poisoning', 0.04820713211074076], ['Atrial fibrillation', 0.04600862878220021], ['Stable angina', 0.03770198078059933]]	M	Panic attack	['E_16', 'E_53', 'E_54_@_V_192', 'E_55_@_V_55', 'E_55_@_V_87', 'E_55_@_V_103', 'E_55_@_V_104', 'E_55_@_V_153', 'E_56_@_7', 'E_57_@_V_123', 'E_58_@_10', 'E_59_@_9', 'E_75', 'E_78', 'E_80', 'E_82', 'E_111', 'E_138', 'E_155', 'E_157', 'E_171', 'E_177', 'E_204_@_V_10']	E_177
71	[['Scombroid food poisoning', 0.41019829366712757], ['Anemia', 0.23816170086607485], ['Anaphylaxis', 0.23048313559636188], ['HIV (initial infection)', 0.12115686987043565]]	F	Scombroid food poisoning	['E_51', 'E_82', 'E_92', 'E_129', 'E_130_@_V_156', 'E_131_@_V_10', 'E_132_@_4', 'E_133_@_V_31', 'E_133_@_V_33', 'E_133_@_V_35', 'E_133_@_V_38', 'E_133_@_V_39', 'E_134_@_1', 'E_135_@_V_12', 'E_136_@_10', 'E_148', 'E_187', 'E_204_@_V_10']	E_82
11	[['Bronchitis', 0.44281211224236344], ['Tuberculosis', 0.3901412625123098], ['Pulmonary embolism', 0.16704662524532685]]	M	Tuberculosis	['E_45', 'E_78', 'E_162', 'E_201', 'E_204_@_V_10', 'E_208']	E_45
44	[['Epiglottitis', 0.1482156957608971], ['HIV (initial infection)', 0.1177548264828801], ['Myasthenia gravis', 0.11707050293065654], ['Larygospasm', 0.09238342363540983], ['Acute pulmonary edema', 0.08653593444289753], ['Atrial fibrillation', 0.07555373856973324], ['Chagas', 0.06936773473284719], ['Guillain-Barré syndrome', 0.055702255724724016], ['Acute dystonic reactions', 0.055702255724724016], ['Myocarditis', 0.055702255724724016], ['Pulmonary embolism', 0.0352348550970431], ['Scombroid food poisoning', 0.0352348550970431], ['PSVT', 0.029754180634140037], ['SLE', 0.02578748544228028]]	F	Epiglottitis	['E_33', 'E_53', 'E_54_@_V_179', 'E_54_@_V_192', 'E_55_@_V_20', 'E_55_@_V_21', 'E_55_@_V_26', 'E_55_@_V_137', 'E_55_@_V_148', 'E_56_@_10', 'E_57_@_V_123', 'E_58_@_10', 'E_59_@_9', 'E_62', 'E_65', 'E_66', 'E_69', 'E_91', 'E_190', 'E_194', 'E_204_@_V_10', 'E_209']	E_190
35	[['Pneumonia', 0.1849562833919259], ['Bronchitis', 0.1770609856484427], ['URTI', 0.153627070005551], ['Influenza', 0.14890868964548357], ['Bronchiectasis', 0.1171539255732253], ['Tuberculosis', 0.10714495776681451], ['Chronic rhinosinusitis', 0.0641679461625118], ['Chagas', 0.04698014180604515]]	F	URTI	['E_41', 'E_49', 'E_53', 'E_54_@_V_161', 'E_54_@_V_183', 'E_55_@_V_62', 'E_55_@_V_89', 'E_55_@_V_108', 'E_55_@_V_109', 'E_55_@_V_124', 'E_56_@_2', 'E_57_@_V_123', 'E_58_@_1', 'E_59_@_4', 'E_77', 'E_91', 'E_144', 'E_181', 'E_201', 'E_204_@_V_10']	E_181
16	[['Inguinal hernia', 0.30626581971404], ['Bronchitis', 0.2435473324411304], ['Anaphylaxis', 0.17696428343234333], ['Whooping cough', 0.1661936300205011], ['Scombroid food poisoning', 0.10702893439198521]]	M	Inguinal hernia	['E_53', 'E_54_@_V_183', 'E_55_@_V_87', 'E_55_@_V_99', 'E_55_@_V_100', 'E_55_@_V_168', 'E_55_@_V_169', 'E_56_@_5', 'E_57_@_V_123', 'E_58_@_6', 'E_59_@_1', 'E_129', 'E_130_@_V_138', 'E_131_@_V_10', 'E_132_@_3', 'E_133_@_V_88', 'E_134_@_6', 'E_135_@_V_12', 'E_136_@_0', 'E_150', 'E_160', 'E_203', 'E_204_@_V_10', 'E_221']	E_203
15	[['Boerhaave', 0.46118452083032196], ['Anaphylaxis', 0.19613513322856577], ['Pericarditis', 0.12778117687508891], ['Chagas', 0.11954976297141395], ['Scombroid food poisoning', 0.0953494060946095]]	F	Boerhaave	['E_53', 'E_54_@_V_71', 'E_54_@_V_112', 'E_54_@_V_179', 'E_54_@_V_191', 'E_54_@_V_193', 'E_55_@_V_29', 'E_55_@_V_84', 'E_55_@_V_101', 'E_55_@_V_187', 'E_55_@_V_197', 'E_56_@_10', 'E_57_@_V_39', 'E_57_@_V_127', 'E_57_@_V_128', 'E_58_@_2', 'E_59_@_9', 'E_78', 'E_148', 'E_204_@_V_10', 'E_211']	E_53
59	[['Pancreatic neoplasm', 0.18770680726116548], ['Anaphylaxis', 0.14731681427413218], ['GERD', 0.1413366223114156], ['Possible NSTEMI / STEMI', 0.12655103558894884], ['Unstable angina', 0.11939754136658756], ['Stable angina', 0.09701726045079748], ['Scombroid food poisoning', 0.09563779573990928], ['Chagas', 0.08503612300704354]]	M	Pancreatic neoplasm	['E_6', 'E_51', 'E_53', 'E_54_@_V_161', 'E_54_@_V_182', 'E_55_@_V_85', 'E_55_@_V_104', 'E_55_@_V_197', 'E_56_@_1', 'E_57_@_V_123', 'E_58_@_5', 'E_59_@_4', 'E_69', 'E_79', 'E_89', 'E_129', 'E_130_@_V_107', 'E_131_@_V_10', 'E_132_@_3', 'E_133_@_V_197', 'E_134_@_3', 'E_135_@_V_12', 'E_136_@_3', 'E_162', 'E_188', 'E_204_@_V_10', 'E_223']	E_162
28	[['Pneumonia', 0.06696095923289996], ['Bronchitis', 0.066243454189183], ['Bronchiectasis', 0.06055869793404621], ['Panic attack', 0.05229191006882784], ['Possible NSTEMI / STEMI', 0.0507705209709404], ['GERD', 0.050305488201555865], ['Tuberculosis', 0.049304833790945454], ['Unstable angina', 0.04861545634636686], ['Epiglottitis', 0.04827154395002867], ['Influenza', 0.04800006790184745], ['URTI', 0.04432744572805996], ['Stable angina', 0.04025217532221779], ['Acute laryngitis', 0.038374947398669174], ['Bronchospasm / acute asthma exacerbation', 0.03570474866466547], ['Atrial fibrillation', 0.03514380876264425], ['Boerhaave', 0.034842112365645626], ['Viral pharyngitis', 0.034468825591937646], ['Myocarditis', 0.03419414842556832], ['Pericarditis', 0.029028516075568805], ['Guillain-Barré syndrome', 0.02590989486285746], ['Acute dystonic reactions', 0.02590989486285746], ['Myasthenia gravis', 0.02590989486285746], ['Sarcoidosis', 0.02121806544480331], ['Chagas', 0.01955243693750554], ['PSVT', 0.013840152107499906]]	F	Bronchitis	['E_53', 'E_54_@_V_181', 'E_55_@_V_29', 'E_55_@_V_55', 'E_55_@_V_56', 'E_55_@_V_148', 'E_55_@_V_170', 'E_56_@_4', 'E_57_@_V_123', 'E_58_@_7', 'E_59_@_4', 'E_66', 'E_77', 'E_79', 'E_91', 'E_97', 'E_123', 'E_201', 'E_204_@_V_10', 'E_209']	E_201
3	[['SLE', 0.1752414142229442], ['Scombroid food poisoning', 0.11227904816066471], ['Guillain-Barré syndrome', 0.1066721088072446], ['Croup', 0.1066721088072446], ['Atrial fibrillation', 0.10189115365877939], ['Myocarditis', 0.10062459963354352], ['Pneumonia', 0.09690657570383823], ['Acute dystonic reactions', 0.0751196063176959], ['Anaphylaxis', 0.06554014886977504], ['Bronchitis', 0.05905323581826985]]	M	SLE	['E_3', 'E_53', 'E_54_@_V_161', 'E_55_@_V_35', 'E_55_@_V_75', 'E_55_@_V_80', 'E_55_@_V_81', 'E_55_@_V_195', 'E_56_@_5', 'E_57_@_V_123', 'E_58_@_10', 'E_59_@_2', 'E_66', 'E_79', 'E_102', 'E_129', 'E_130_@_V_157', 'E_131_@_V_10', 'E_132_@_0', 'E_133_@_V_108', 'E_133_@_V_109', 'E_133_@_V_122', 'E_135_@_V_12', 'E_136_@_3', 'E_204_@_V_10', 'E_206']	E_53
27	[['Bronchitis', 0.6840881043322263], ['Allergic sinusitis', 0.3159118956677738]]	F	Allergic sinusitis	['E_87', 'E_124', 'E_169', 'E_170', 'E_201', 'E_204_@_V_10', 'E_207', 'E_226']	E_201
35	[['Acute laryngitis', 0.4710075384573836], ['Possible NSTEMI / STEMI', 0.2889730788505302], ['Unstable angina', 0.14088041597271153], ['Stable angina', 0.09913896671937465]]	M	Acute laryngitis	['E_53', 'E_54_@_V_181', 'E_55_@_V_20', 'E_55_@_V_21', 'E_55_@_V_137', 'E_55_@_V_148', 'E_55_@_V_163', 'E_56_@_1', 'E_57_@_V_123', 'E_58_@_3', 'E_59_@_0', 'E_79', 'E_116', 'E_204_@_V_10', 'E_212']	E_53
39	[['Unstable angina', 0.2120830192206448], ['Possible NSTEMI / STEMI', 0.15097315613542164], ['GERD', 0.12263522047142038], ['Boerhaave', 0.1165058169107573], ['Stable angina', 0.11432368855043323], ['Spontaneous pneumothorax', 0.07194888895617985], ['Anaphylaxis', 0.07147580866636895], ['Atrial fibrillation', 0.05874087712480339], ['Pericarditis', 0.04656617506076217], ['Scombroid food poisoning', 0.03474734890320832]]	M	Unstable angina	['E_13', 'E_14', 'E_53', 'E_54_@_V_154', 'E_54_@_V_183', 'E_54_@_V_198', 'E_55_@_V_29', 'E_55_@_V_56', 'E_55_@_V_127', 'E_55_@_V_160', 'E_55_@_V_197', 'E_56_@_10', 'E_57_@_V_33', 'E_57_@_V_39', 'E_57_@_V_163', 'E_57_@_V_174', 'E_57_@_V_195', 'E_58_@_8', 'E_59_@_6', 'E_69', 'E_70', 'E_79', 'E_104', 'E_105', 'E_148', 'E_204_@_V_10', 'E_218', 'E_225']	E_53
8	[['Viral pharyngitis', 0.2212898792910738], ['URTI', 0.20906358622595428], ['Tuberculosis', 0.2016568000614939], ['Bronchitis', 0.20089072556207094], ['Pneumonia', 0.1670990088594071]]	F	Viral pharyngitis	['E_41', 'E_45', 'E_48', 'E_49', 'E_53', 'E_54_@_V_161', 'E_54_@_V_181', 'E_55_@_V_21', 'E_55_@_V_33', 'E_55_@_V_137', 'E_55_@_V_163', 'E_56_@_8', 'E_57_@_V_123', 'E_58_@_8', 'E_59_@_2', 'E_91', 'E_181', 'E_201', 'E_204_@_V_10']	E_201
80	[['Bronchitis', 0.12384021145226938], ['Pulmonary embolism', 0.08952057385281495], ['Acute pulmonary edema', 0.08385429122858892], ['Guillain-Barré syndrome', 0.07664770665937667], ['Bronchospasm / acute asthma exacerbation', 0.07438098360656421], ['Atrial fibrillation', 0.07321242023006863], ['Myocarditis', 0.07230235608602933], ['Bronchiectasis', 0.05784447457726954], ['Acute dystonic reactions', 0.053976110660855135], ['Myasthenia gravis', 0.053976110660855135], ['Anemia', 0.053976110660855135], ['Anaphylaxis', 0.053976110660855135], ['Pneumonia', 0.04452907232251666], ['Scombroid food poisoning', 0.03414296985091472], ['PSVT', 0.028832134814579323], ['SLE', 0.024988362675587277]]	F	Bronchiectasis	['E_20', 'E_47', 'E_66', 'E_118', 'E_124', 'E_201', 'E_204_@_V_10', 'E_227']	E_66
75	[['URTI', 0.3483775349406297], ['Influenza', 0.2569668242240443], ['HIV (initial infection)', 0.2438403402886069], ['Chagas', 0.15081530054671902]]	M	URTI	['E_48', 'E_53', 'E_54_@_V_161', 'E_54_@_V_183', 'E_55_@_V_62', 'E_55_@_V_89', 'E_55_@_V_108', 'E_55_@_V_124', 'E_55_@_V_167', 'E_56_@_7', 'E_57_@_V_123', 'E_58_@_7', 'E_59_@_5', 'E_79', 'E_91', 'E_97', 'E_144', 'E_181', 'E_204_@_V_10']	E_97
80	[['Possible NSTEMI / STEMI', 0.07993346139074935], ['Acute pulmonary edema', 0.06630041405165502], ['Spontaneous pneumothorax', 0.0630780146291992], ['Unstable angina', 0.060578514321934875], ['Panic attack', 0.05489729715295292], ['Boerhaave', 0.053479449284595776], ['Pericarditis', 0.052054010846226274], ['Pulmonary neoplasm', 0.04856735893790394], ['Anemia', 0.046436532047841095], ['GERD', 0.044944246111057774], ['Pulmonary embolism', 0.044575798486415213], ['Anaphylaxis', 0.044202700346716924], ['Guillain-Barré syndrome', 0.04244569519977281], ['Stable angina', 0.042081766504452126], ['Atrial fibrillation', 0.04054331446253405], ['Pancreatic neoplasm', 0.039646164157609194], ['Chagas', 0.03872315613712886], ['SLE', 0.03414768159592354], ['Acute dystonic reactions', 0.02989069916157223], ['Myasthenia gravis', 0.02989069916157223], ['Scombroid food poisoning', 0.0276164686338039], ['PSVT', 0.01596655737838281]]	M	Possible NSTEMI / STEMI	['E_2', 'E_53', 'E_54_@_V_154', 'E_54_@_V_192', 'E_54_@_V_193', 'E_54_@_V_196', 'E_55_@_V_29', 'E_55_@_V_56', 'E_55_@_V_101', 'E_55_@_V_160', 'E_55_@_V_197', 'E_56_@_6', 'E_57_@_V_30', 'E_57_@_V_33', 'E_57_@_V_39', 'E_57_@_V_163', 'E_57_@_V_194', 'E_58_@_8', 'E_59_@_9', 'E_66', 'E_69', 'E_79', 'E_89', 'E_104', 'E_108', 'E_148', 'E_161', 'E_191', 'E_204_@_V_10']	E_148
54	[['Panic attack', 0.0820914260968682], ['Possible NSTEMI / STEMI', 0.06776725185003181], ['PSVT', 0.06538981814885418], ['Guillain-Barré syndrome', 0.06493440919910075], ['Unstable angina', 0.05791137690169967], ['Spontaneous pneumothorax', 0.05682890569474904], ['Acute pulmonary edema', 0.05491274309494562], ['Anaphylaxis', 0.0547433488967286], ['Atrial fibrillation', 0.05331818519938638], ['Pericarditis', 0.053095197492341165], ['Anemia', 0.05116083780453343], ['Boerhaave', 0.050394361353190184], ['Pulmonary embolism', 0.04200433861196175], ['Scombroid food poisoning', 0.03816821434346428], ['GERD', 0.035790950618139805], ['Stable angina', 0.03182426438089593], ['Acute dystonic reactions', 0.028166383812812584], ['Myasthenia gravis', 0.028166383812812584], ['HIV (initial infection)', 0.02597071204480449], ['Sarcoidosis', 0.02306594365770406], ['Chagas', 0.021255255807582193], ['SLE', 0.013039691177393198]]	F	Panic attack	['E_50', 'E_53', 'E_54_@_V_192', 'E_55_@_V_29', 'E_55_@_V_55', 'E_55_@_V_84', 'E_55_@_V_85', 'E_55_@_V_103', 'E_56_@_4', 'E_57_@_V_123', 'E_58_@_8', 'E_59_@_10', 'E_66', 'E_78', 'E_81', 'E_82', 'E_99', 'E_111', 'E_124', 'E_138', 'E_148', 'E_155', 'E_157', 'E_177', 'E_185', 'E_204_@_V_10']	E_148
30	[['Scombroid food poisoning', 0.16003109593863368], ['Anaphylaxis', 0.12373148602227432], ['Anemia', 0.12136327643316883], ['Pulmonary embolism', 0.11081588205335217], ['Acute pulmonary edema', 0.10380169436506083], ['Guillain-Barré syndrome', 0.09488079505377675], ['Myocarditis', 0.08059110172819565], ['Acute dystonic reactions', 0.06681604077434009], ['Myasthenia gravis', 0.06681604077434009], ['SLE', 0.030932637401510508], ['Possible NSTEMI / STEMI', 0.020109974727673587], ['Chagas', 0.020109974727673587]]	M	Scombroid food poisoning	['E_66', 'E_82', 'E_92', 'E_129', 'E_130_@_V_156', 'E_131_@_V_10', 'E_132_@_3', 'E_133_@_V_26', 'E_133_@_V_30', 'E_133_@_V_32', 'E_133_@_V_33', 'E_133_@_V_34', 'E_134_@_3', 'E_135_@_V_12', 'E_136_@_9', 'E_187', 'E_204_@_V_10']	E_92
49	[['Anemia', 0.32967211308248145], ['Cluster headache', 0.2277786672787875], ['Myocarditis', 0.22484186135719403], ['Chagas', 0.1262756445312007], ['Pulmonary neoplasm', 0.052915204414564786], ['Anaphylaxis', 0.03851650933577164]]	M	Chagas	['E_51', 'E_53', 'E_54_@_V_184', 'E_54_@_V_198', 'E_55_@_V_84', 'E_55_@_V_85', 'E_55_@_V_124', 'E_55_@_V_166', 'E_55_@_V_167', 'E_56_@_6', 'E_57_@_V_123', 'E_58_@_10', 'E_59_@_4', 'E_66', 'E_152_@_V_123', 'E_174', 'E_175', 'E_204_@_V_10']	E_53
109	[['Viral pharyngitis', 0.2603485862680125], ['Possible NSTEMI / STEMI', 0.15639973281166208], ['Unstable angina', 0.14597161483904442], ['Epiglottitis', 0.14246703278415254], ['URTI', 0.08877546025518274], ['Acute laryngitis', 0.08082119787086624], ['Influenza', 0.07155979246167607], ['Stable angina', 0.05365658270940351]]	M	Viral pharyngitis	['E_45', 'E_48', 'E_49', 'E_53', 'E_54_@_V_161', 'E_54_@_V_181', 'E_55_@_V_20', 'E_55_@_V_21', 'E_55_@_V_137', 'E_55_@_V_148', 'E_55_@_V_163', 'E_56_@_4', 'E_57_@_V_123', 'E_58_@_7', 'E_59_@_3', 'E_91', 'E_181', 'E_204_@_V_10']	E_53
7	[['Anemia', 0.18901058345397598], ['Myocarditis', 0.11849655910785781], ['Guillain-Barré syndrome', 0.11266388736598647], ['Chagas', 0.1033217124828004], ['HIV (initial infection)', 0.09766511075812347], ['SLE', 0.09063841539231736], ['Acute dystonic reactions', 0.07933907897562213], ['Myasthenia gravis', 0.07933907897562213], ['Anaphylaxis', 0.07933907897562213], ['Scombroid food poisoning', 0.05018649451207221]]	F	Anemia	['E_24', 'E_53', 'E_54_@_V_161', 'E_55_@_V_25', 'E_55_@_V_89', 'E_56_@_5', 'E_57_@_V_123', 'E_58_@_3', 'E_59_@_0', 'E_66', 'E_76', 'E_88', 'E_89', 'E_140', 'E_167', 'E_204_@_V_10', 'E_208']	E_88
57	[['Acute laryngitis', 0.4388719165514125], ['Possible NSTEMI / STEMI', 0.2692571956751588], ['Unstable angina', 0.13126851082893726], ['Stable angina', 0.0923749723232834], ['Viral pharyngitis', 0.06822740462120788]]	M	Acute laryngitis	['E_48', 'E_49', 'E_53', 'E_54_@_V_161', 'E_54_@_V_181', 'E_55_@_V_21', 'E_55_@_V_137', 'E_55_@_V_148', 'E_55_@_V_174', 'E_56_@_7', 'E_57_@_V_123', 'E_58_@_2', 'E_59_@_5', 'E_79', 'E_91', 'E_116', 'E_204_@_V_10', 'E_212']	E_212
49	[['Allergic sinusitis', 0.34773403514099593], ['Bronchitis', 0.25111465870017935], ['URTI', 0.20109384771167343], ['Influenza', 0.2000574584471513]]	F	Allergic sinusitis	['E_86', 'E_87', 'E_124', 'E_169', 'E_170', 'E_181', 'E_201', 'E_204_@_V_10', 'E_207', 'E_226']	E_169
17	[['Localized edema', 0.7685651823254633], ['Chagas', 0.23143481767453664]]	F	Localized edema	['E_10', 'E_44', 'E_53', 'E_54_@_V_154', 'E_54_@_V_180', 'E_54_@_V_183', 'E_55_@_V_43', 'E_55_@_V_44', 'E_55_@_V_73', 'E_55_@_V_149', 'E_55_@_V_150', 'E_56_@_6', 'E_57_@_V_123', 'E_58_@_8', 'E_59_@_8', 'E_106', 'E_109', 'E_137', 'E_151', 'E_152_@_V_34', 'E_152_@_V_35', 'E_152_@_V_51', 'E_152_@_V_52', 'E_152_@_V_72', 'E_197', 'E_204_@_V_4']	E_53
15	[['Sarcoidosis', 0.39772321390974447], ['Myocarditis', 0.3292794969924578], ['Acute dystonic reactions', 0.2729972890977977], ['Pulmonary embolism', 0.0]]	M	Sarcoidosis	['E_9', 'E_43', 'E_53', 'E_54_@_V_161', 'E_54_@_V_181', 'E_54_@_V_192', 'E_55_@_V_63', 'E_55_@_V_65', 'E_55_@_V_67', 'E_55_@_V_68', 'E_55_@_V_69', 'E_56_@_1', 'E_57_@_V_123', 'E_58_@_1', 'E_59_@_4', 'E_66', 'E_70', 'E_74', 'E_130_@_V_11', 'E_131_@_V_10', 'E_132_@_0', 'E_133_@_V_123', 'E_134_@_0', 'E_135_@_V_10', 'E_136_@_0', 'E_198', 'E_204_@_V_10']	E_9
57	[['Possible NSTEMI / STEMI', 0.15886540485210338], ['SLE', 0.1581982719311908], ['Pulmonary embolism', 0.14432858453463562], ['Guillain-Barré syndrome', 0.10778274549808557], ['Atrial fibrillation', 0.10295201253736443], ['Acute dystonic reactions', 0.07590172820420253], ['Anaphylaxis', 0.06622253243631242], ['Pancreatic neoplasm', 0.06533340069038986], ['Stable angina', 0.04092032610808816], ['PSVT', 0.040544026485965674], ['Unstable angina', 0.030292692355506592], ['Myocarditis', 0.00865827436615506]]	M	SLE	['E_53', 'E_54_@_V_192', 'E_55_@_V_26', 'E_55_@_V_34', 'E_55_@_V_74', 'E_55_@_V_80', 'E_55_@_V_194', 'E_56_@_4', 'E_57_@_V_123', 'E_58_@_5', 'E_59_@_1', 'E_66', 'E_79', 'E_129', 'E_130_@_V_157', 'E_131_@_V_10', 'E_132_@_0', 'E_133_@_V_108', 'E_133_@_V_109', 'E_133_@_V_122', 'E_135_@_V_12', 'E_136_@_0', 'E_204_@_V_10']	E_66
28	[['Allergic sinusitis', 1.0]]	F	Allergic sinusitis	['E_86', 'E_87', 'E_124', 'E_170', 'E_181', 'E_204_@_V_10', 'E_207']	E_170
70	[['Spontaneous rib fracture', 0.16384591700770842], ['Bronchitis', 0.14941628623398215], ['Whooping cough', 0.10593145137561552], ['Possible NSTEMI / STEMI', 0.10568516369430501], ['Pulmonary embolism', 0.10179945302709213], ['Unstable angina', 0.09932911716329884], ['Boerhaave', 0.09374530058465791], ['GERD', 0.06515657179180076], ['Spontaneous pneumothorax', 0.059285539932161756], ['Stable angina', 0.055308799567337405], ['Pericarditis', 0.0004963996220398078]]	F	Spontaneous rib fracture	['E_53', 'E_54_@_V_179', 'E_54_@_V_192', 'E_55_@_V_29', 'E_55_@_V_56', 'E_55_@_V_159', 'E_55_@_V_170', 'E_56_@_8', 'E_57_@_V_171', 'E_58_@_8', 'E_59_@_10', 'E_78', 'E_153', 'E_203', 'E_204_@_V_10', 'E_216', 'E_220']	E_220
28	[['Anaphylaxis', 0.09578369627439588], ['Possible NSTEMI / STEMI', 0.08601031257738928], ['Pulmonary embolism', 0.08056956383655839], ['Unstable angina', 0.07829592706028045], ['GERD', 0.07290735857318906], ['Scombroid food poisoning', 0.07026936073267799], ['Boerhaave', 0.06072338405527414], ['Stable angina', 0.055819059569321254], ['Guillain-Barré syndrome', 0.05577155164163689], ['Atrial fibrillation', 0.053271917107920154], ['Acute pulmonary edema', 0.04891024963962252], ['Chagas', 0.04547717558335321], ['SLE', 0.044868370717118494], ['Acute dystonic reactions', 0.0392749055952129], ['Myasthenia gravis', 0.0392749055952129], ['Anemia', 0.0392749055952129], ['Panic attack', 0.03349735584562382]]	F	Anaphylaxis	['E_12', 'E_53', 'E_54_@_V_179', 'E_54_@_V_182', 'E_54_@_V_192', 'E_55_@_V_84', 'E_55_@_V_104', 'E_55_@_V_153', 'E_55_@_V_187', 'E_55_@_V_197', 'E_56_@_4', 'E_57_@_V_123', 'E_58_@_0', 'E_59_@_2', 'E_66', 'E_129', 'E_130_@_V_156', 'E_131_@_V_10', 'E_132_@_3', 'E_133_@_V_30', 'E_133_@_V_31', 'E_133_@_V_32', 'E_133_@_V_33', 'E_133_@_V_34', 'E_134_@_2', 'E_135_@_V_12', 'E_136_@_8', 'E_148', 'E_151', 'E_152_@_V_89', 'E_152_@_V_109', 'E_152_@_V_122', 'E_159', 'E_204_@_V_10', 'E_226']	E_159
50	[['Scombroid food poisoning', 0.14073555650142153], ['Pulmonary embolism', 0.09468918072370922], ['Anaphylaxis', 0.09468918072370922], ['Atrial fibrillation', 0.094037673572203], ['PSVT', 0.09082740471142446], ['Acute pulmonary edema', 0.0886957466297869], ['Myocarditis', 0.08317670168456483], ['Guillain-Barré syndrome', 0.0810730789087692], ['Acute dystonic reactions', 0.05709250373586525], ['Myasthenia gravis', 0.05709250373586525], ['Anemia', 0.05709250373586525], ['SLE', 0.026431103907673077], ['Possible NSTEMI / STEMI', 0.017183430714571544], ['Chagas', 0.017183430714571544]]	M	Scombroid food poisoning	['E_66', 'E_92', 'E_129', 'E_130_@_V_156', 'E_131_@_V_10', 'E_132_@_4', 'E_133_@_V_30', 'E_133_@_V_31', 'E_133_@_V_34', 'E_133_@_V_35', 'E_133_@_V_38', 'E_134_@_0', 'E_135_@_V_12', 'E_136_@_10', 'E_155', 'E_187', 'E_204_@_V_10']	E_155
65	[['Spontaneous pneumothorax', 0.11704370656619739], ['Pulmonary embolism', 0.10585179142150707], ['Possible NSTEMI / STEMI', 0.10110865162150533], ['Unstable angina', 0.08479154702927473], ['Panic attack', 0.0819830344808796], ['Pericarditis', 0.08027057835148659], ['Stable angina', 0.08016154047328636], ['Guillain-Barré syndrome', 0.07327231736788477], ['Atrial fibrillation', 0.069988313077757], ['GERD', 0.06556687575521018], ['Myocarditis', 0.055723125641828235], ['Acute dystonic reactions', 0.05159912648400704], ['Scombroid food poisoning', 0.0326393917291757]]	F	Spontaneous pneumothorax	['E_21', 'E_53', 'E_54_@_V_71', 'E_54_@_V_179', 'E_55_@_V_29', 'E_55_@_V_55', 'E_55_@_V_159', 'E_56_@_7', 'E_57_@_V_123', 'E_58_@_1', 'E_59_@_5', 'E_66', 'E_79', 'E_123', 'E_165', 'E_204_@_V_10', 'E_220']	E_53
51	[['Acute COPD exacerbation / infection', 0.08295358172907888], ['Pneumonia', 0.07835434650033321], ['Bronchitis', 0.07747627822896128], ['Pulmonary neoplasm', 0.07109180570657167], ['Bronchiectasis', 0.06766476960906502], ['Panic attack', 0.05842794128563873], ['Possible NSTEMI / STEMI', 0.056728029525540895], ['GERD', 0.056208428935129603], ['Tuberculosis', 0.05509035585129301], ['Unstable angina', 0.05432008555895781], ['Stable angina', 0.04497544138759159], ['Atrial fibrillation', 0.03926764947455136], ['Boerhaave', 0.038930551454098045], ['Myocarditis', 0.03820655420488269], ['Pericarditis', 0.032434776825710485], ['Guillain-Barré syndrome', 0.02895021072612432], ['Acute dystonic reactions', 0.02895021072612432], ['Myasthenia gravis', 0.02895021072612432], ['Sarcoidosis', 0.023707833207317324], ['Chagas', 0.021846756713840874], ['PSVT', 0.01546418162306459]]	F	Bronchitis	['E_53', 'E_54_@_V_181', 'E_55_@_V_29', 'E_55_@_V_55', 'E_55_@_V_160', 'E_55_@_V_170', 'E_55_@_V_171', 'E_56_@_3', 'E_57_@_V_123', 'E_58_@_1', 'E_59_@_1', 'E_66', 'E_77', 'E_91', 'E_123', 'E_201', 'E_204_@_V_10', 'E_214']	E_53
43	[['Viral pharyngitis', 0.22702125813983617], ['Bronchitis', 0.1912654070852552], ['Acute laryngitis', 0.15085918490950553], ['URTI', 0.15016052286161333], ['Possible NSTEMI / STEMI', 0.12330607944417536], ['Unstable angina', 0.11508451588988682], ['Stable angina', 0.04230303166972759]]	F	Viral pharyngitis	['E_41', 'E_48', 'E_49', 'E_53', 'E_54_@_V_161', 'E_54_@_V_181', 'E_55_@_V_20', 'E_55_@_V_21', 'E_55_@_V_33', 'E_55_@_V_137', 'E_55_@_V_148', 'E_56_@_3', 'E_57_@_V_123', 'E_58_@_6', 'E_59_@_0', 'E_79', 'E_181', 'E_201', 'E_204_@_V_10']	E_53
28	[['URTI', 0.1566943616703176], ['Pneumonia', 0.15163510641062114], ['Bronchitis', 0.14365218956111], ['Influenza', 0.13108011064480468], ['Bronchiectasis', 0.09604782084139515], ['Tuberculosis', 0.08784203907203768], ['Ebola', 0.07398710102711936], ['HIV (initial infection)', 0.06793729359613154], ['Chronic rhinosinusitis', 0.0526076387677254], ['Chagas', 0.03851633840873725]]	F	URTI	['E_41', 'E_48', 'E_49', 'E_53', 'E_54_@_V_154', 'E_54_@_V_161', 'E_55_@_V_62', 'E_55_@_V_89', 'E_55_@_V_109', 'E_55_@_V_124', 'E_55_@_V_167', 'E_56_@_3', 'E_57_@_V_123', 'E_58_@_1', 'E_59_@_5', 'E_77', 'E_79', 'E_91', 'E_97', 'E_144', 'E_181', 'E_204_@_V_4', 'E_222']	E_144
55	[['Acute pulmonary edema', 0.07415155565511523], ['Unstable angina', 0.06436001895645241], ['Pericarditis', 0.06261403080747711], ['Myocarditis', 0.06176013849577023], ['Pulmonary embolism', 0.06170083419578047], ['Stable angina', 0.05868427991997855], ['Anaphylaxis', 0.05429306819039359], ['Possible NSTEMI / STEMI', 0.05386415031384454], ['Spontaneous pneumothorax', 0.0508211071959973], ['GERD', 0.05075860834519191], ['Panic attack', 0.04732066778182149], ['Boerhaave', 0.0469548711796275], ['Atrial fibrillation', 0.045276894539101095], ['Pulmonary neoplasm', 0.04111738440923412], ['Guillain-Barré syndrome', 0.039034751757168244], ['Chagas', 0.03351892317738074], ['SLE', 0.031403567968580064], ['Acute dystonic reactions', 0.027488677382445467], ['Myasthenia gravis', 0.027488677382445467], ['Anemia', 0.027488677382445467], ['Sarcoidosis', 0.022510958025071984], ['Scombroid food poisoning', 0.017388156938677207]]	F	Acute pulmonary edema	['E_5', 'E_53', 'E_54_@_V_154', 'E_54_@_V_180', 'E_54_@_V_183', 'E_55_@_V_29', 'E_55_@_V_55', 'E_55_@_V_101', 'E_55_@_V_170', 'E_55_@_V_171', 'E_56_@_5', 'E_57_@_V_31', 'E_57_@_V_118', 'E_57_@_V_127', 'E_57_@_V_194', 'E_57_@_V_195', 'E_58_@_5', 'E_59_@_0', 'E_66', 'E_104', 'E_106', 'E_151', 'E_152_@_V_34', 'E_152_@_V_119', 'E_175', 'E_204_@_V_10', 'E_217', 'E_218']	E_175
20	[['Localized edema', 0.4677873667082327], ['Pulmonary embolism', 0.3253029298008516], ['Chagas', 0.12926248339862748], ['Anaphylaxis', 0.07482285803921773], ['SLE', 0.0028243620530706125]]	F	Localized edema	['E_44', 'E_53', 'E_54_@_V_154', 'E_54_@_V_161', 'E_54_@_V_180', 'E_54_@_V_183', 'E_55_@_V_34', 'E_55_@_V_35', 'E_55_@_V_52', 'E_55_@_V_72', 'E_55_@_V_73', 'E_56_@_6', 'E_57_@_V_123', 'E_58_@_7', 'E_59_@_4', 'E_96', 'E_106', 'E_126', 'E_137', 'E_151', 'E_152_@_V_34', 'E_152_@_V_35', 'E_152_@_V_52', 'E_152_@_V_72', 'E_152_@_V_73', 'E_158', 'E_197', 'E_204_@_V_10']	E_53
62	[['Anemia', 0.17874347823022357], ['Panic attack', 0.11063047304275213], ['Guillain-Barré syndrome', 0.10267965085304218], ['Myocarditis', 0.10232875237027644], ['Acute pulmonary edema', 0.10126601331603254], ['Cluster headache', 0.08994433173655184], ['HIV (initial infection)', 0.0890100608777268], ['Pulmonary neoplasm', 0.08078108760705867], ['Acute dystonic reactions', 0.0723080759831679], ['Myasthenia gravis', 0.0723080759831679]]	F	Anemia	['E_7', 'E_24', 'E_26', 'E_53', 'E_54_@_V_161', 'E_54_@_V_180', 'E_55_@_V_89', 'E_55_@_V_166', 'E_55_@_V_167', 'E_56_@_3', 'E_57_@_V_123', 'E_58_@_3', 'E_59_@_3', 'E_66', 'E_82', 'E_88', 'E_89', 'E_113', 'E_140', 'E_146', 'E_179', 'E_204_@_V_10', 'E_208']	E_53
61	[['Bronchitis', 0.28003897806789063], ['Acute laryngitis', 0.1915378321395781], ['Viral pharyngitis', 0.17204151608832965], ['Possible NSTEMI / STEMI', 0.1565551289471391], ['Unstable angina', 0.1461166497724649], ['Stable angina', 0.053709894984597634]]	F	Acute laryngitis	['E_48', 'E_53', 'E_54_@_V_161', 'E_54_@_V_181', 'E_55_@_V_20', 'E_55_@_V_33', 'E_55_@_V_163', 'E_55_@_V_174', 'E_56_@_2', 'E_57_@_V_123', 'E_58_@_4', 'E_59_@_5', 'E_79', 'E_116', 'E_201', 'E_204_@_V_4']	E_53
43	[['Pneumonia', 0.13929538259223628], ['Bronchitis', 0.13339871375805015], ['URTI', 0.11511509094916382], ['Tuberculosis', 0.11155964007687037], ['Bronchiectasis', 0.10695885387899014], ['Influenza', 0.09595684234561871], ['Pulmonary neoplasm', 0.08518821348635924], ['Possible NSTEMI / STEMI', 0.08491235849772409], ['Unstable angina', 0.07665756854452421], ['Stable angina', 0.05095733587046295]]	M	Pneumonia	['E_45', 'E_53', 'E_54_@_V_179', 'E_55_@_V_55', 'E_55_@_V_171', 'E_56_@_7', 'E_57_@_V_123', 'E_58_@_0', 'E_59_@_2', 'E_77', 'E_79', 'E_91', 'E_94', 'E_95', 'E_106', 'E_118', 'E_123', 'E_124', 'E_129', 'E_130_@_V_156', 'E_131_@_V_12', 'E_132_@_6', 'E_133_@_V_39', 'E_133_@_V_42', 'E_134_@_2', 'E_135_@_V_10', 'E_136_@_2', 'E_144', 'E_161', 'E_175', 'E_181', 'E_201', 'E_204_@_V_10', 'E_208']	E_77
30	[['Anaphylaxis', 0.11812635037170953], ['Localized edema', 0.07792948606412972], ['GERD', 0.07393400762439392], ['HIV (initial infection)', 0.072463833388669], ['Unstable angina', 0.07041047095865809], ['Boerhaave', 0.06963899539184608], ['Larygospasm', 0.06699029677661947], ['Pancreatic neoplasm', 0.06570861547643854], ['Inguinal hernia', 0.06149091934873373], ['Anemia', 0.057357235274218], ['Panic attack', 0.055711875685169866], ['PSVT', 0.051884634396974084], ['Chagas', 0.051884634396974084], ['Possible NSTEMI / STEMI', 0.04664561738639255], ['Epiglottitis', 0.04039156046925451], ['Stable angina', 0.01943146698981873]]	F	Anaphylaxis	['E_12', 'E_42', 'E_51', 'E_53', 'E_54_@_V_182', 'E_55_@_V_88', 'E_55_@_V_103', 'E_55_@_V_104', 'E_55_@_V_197', 'E_56_@_9', 'E_57_@_V_123', 'E_58_@_0', 'E_59_@_3', 'E_82', 'E_129', 'E_130_@_V_156', 'E_131_@_V_10', 'E_132_@_3', 'E_133_@_V_26', 'E_133_@_V_30', 'E_133_@_V_31', 'E_133_@_V_32', 'E_133_@_V_33', 'E_134_@_3', 'E_135_@_V_12', 'E_136_@_10', 'E_148', 'E_151', 'E_152_@_V_108', 'E_152_@_V_109', 'E_194', 'E_204_@_V_10', 'E_214', 'E_226']	E_42
59	[['Bronchitis', 0.18051454614035572], ['Pneumonia', 0.13678821677917993], ['URTI', 0.1302633999820925], ['Bronchiectasis', 0.1211698782329387], ['Cluster headache', 0.11968896488650325], ['Chronic rhinosinusitis', 0.11655140918421047], ['Influenza', 0.08494623447844642], ['Chagas', 0.055038675158136506], ['Anemia', 0.055038675158136506]]	M	URTI	['E_49', 'E_50', 'E_53', 'E_54_@_V_154', 'E_54_@_V_161', 'E_55_@_V_124', 'E_55_@_V_166', 'E_55_@_V_167', 'E_56_@_3', 'E_57_@_V_123', 'E_58_@_7', 'E_59_@_0', 'E_77', 'E_79', 'E_181', 'E_201', 'E_204_@_V_10', 'E_222']	E_50
37	[['GERD', 0.26925617747914243], ['Pericarditis', 0.1983645778728806], ['Unstable angina', 0.1511855427327945], ['Anemia', 0.10911427084075846], ['Possible NSTEMI / STEMI', 0.10463046989144997], ['Stable angina', 0.08418368268329775], ['Pancreatic neoplasm', 0.08326527849967624]]	M	GERD	['E_53', 'E_54_@_V_179', 'E_54_@_V_180', 'E_54_@_V_181', 'E_54_@_V_196', 'E_55_@_V_29', 'E_55_@_V_104', 'E_55_@_V_187', 'E_55_@_V_197', 'E_56_@_6', 'E_57_@_V_29', 'E_58_@_8', 'E_59_@_2', 'E_78', 'E_98', 'E_140', 'E_173', 'E_204_@_V_10', 'E_215', 'E_217']	E_217
20	[['Bronchitis', 0.17985052915443722], ['Acute laryngitis', 0.11944228074376186], ['Tuberculosis', 0.11422459642550054], ['Viral pharyngitis', 0.10728445046423066], ['Possible NSTEMI / STEMI', 0.09762719695998964], ['Unstable angina', 0.09111780011555437], ['Epiglottitis', 0.08893018434163623], ['Pneumonia', 0.06846273919474044], ['Influenza', 0.05648936545756997], ['Chagas', 0.043077566110688664], ['Stable angina', 0.03349329103189049]]	F	Acute laryngitis	['E_49', 'E_53', 'E_54_@_V_161', 'E_55_@_V_21', 'E_55_@_V_33', 'E_55_@_V_137', 'E_55_@_V_163', 'E_56_@_1', 'E_57_@_V_123', 'E_58_@_2', 'E_59_@_0', 'E_91', 'E_201', 'E_204_@_V_10']	E_53
29	[['Scombroid food poisoning', 0.4224779772377464], ['Anemia', 0.2546994639513382], ['Pancreatic neoplasm', 0.2393196761403128], ['Anaphylaxis', 0.08350288267060264]]	M	Scombroid food poisoning	['E_51', 'E_82', 'E_92', 'E_129', 'E_130_@_V_156', 'E_131_@_V_10', 'E_132_@_0', 'E_133_@_V_26', 'E_133_@_V_30', 'E_133_@_V_31', 'E_133_@_V_32', 'E_133_@_V_33', 'E_134_@_0', 'E_135_@_V_12', 'E_136_@_6', 'E_187', 'E_204_@_V_10']	E_92
30	[['Myasthenia gravis', 0.17824568936099527], ['Pulmonary embolism', 0.1118537733050331], ['Myocarditis', 0.10763395105956608], ['Acute dystonic reactions', 0.10477389138677733], ['Acute pulmonary edema', 0.10477389138677733], ['Atrial fibrillation', 0.0914771331670749], ['Anemia', 0.06744183360210694], ['Anaphylaxis', 0.06744183360210694], ['Chagas', 0.05644979642759391], ['Scombroid food poisoning', 0.042660807960679836], ['PSVT', 0.036025049132867006], ['SLE', 0.03122234960842133]]	F	Myasthenia gravis	['E_28', 'E_38', 'E_52', 'E_63', 'E_66', 'E_90', 'E_172', 'E_176', 'E_204_@_V_10']	E_66
18	[['Bronchospasm / acute asthma exacerbation', 0.13749808568824323], ['Pulmonary embolism', 0.09930751233062751], ['Acute pulmonary edema', 0.09302175691870046], ['Anaphylaxis', 0.09302175691870046], ['Guillain-Barré syndrome', 0.0850273043010774], ['Atrial fibrillation', 0.08121645127863535], ['Myocarditis', 0.08020689333774864], ['Acute dystonic reactions', 0.05987711030343931], ['Myasthenia gravis', 0.05987711030343931], ['Anemia', 0.05987711030343931], ['Scombroid food poisoning', 0.05532136701250618], ['PSVT', 0.031984240721297796], ['SLE', 0.027720243824710968], ['Possible NSTEMI / STEMI', 0.018021528378717094], ['Chagas', 0.018021528378717094]]	M	Bronchospasm / acute asthma exacerbation	['E_66', 'E_87', 'E_101', 'E_116', 'E_119', 'E_124', 'E_204_@_V_10', 'E_207', 'E_214']	E_66
12	[['Myasthenia gravis', 0.2013577047365712], ['Guillain-Barré syndrome', 0.15780502279335415], ['Pulmonary embolism', 0.11032233969564217], ['Myocarditis', 0.10616029268136686], ['Acute dystonic reactions', 0.10333939120037042], ['Atrial fibrillation', 0.0902246840803485], ['Anemia', 0.06651846117035572], ['Anaphylaxis', 0.06651846117035572], ['Chagas', 0.05567692026134478], ['Scombroid food poisoning', 0.04207672221029042]]	M	Myasthenia gravis	['E_28', 'E_38', 'E_52', 'E_63', 'E_65', 'E_66', 'E_84', 'E_90', 'E_172', 'E_204_@_V_10']	E_90
43	[['Acute COPD exacerbation / infection', 0.1244213435480098], ['Bronchitis', 0.11632363163469966], ['Bronchiectasis', 0.10722603647824498], ['Pneumonia', 0.10440123403202255], ['Pulmonary neoplasm', 0.09557986268881986], ['Guillain-Barré syndrome', 0.061660785224130904], ['Atrial fibrillation', 0.05889720014203215], ['Myocarditis', 0.058165080784891215], ['Pulmonary embolism', 0.052245886770235596], ['Acute dystonic reactions', 0.043422165016410906], ['Myasthenia gravis', 0.043422165016410906], ['Anemia', 0.043422165016410906], ['Tuberculosis', 0.041479860265274254], ['PSVT', 0.023194589242644673], ['Possible NSTEMI / STEMI', 0.01306899706988093], ['Chagas', 0.01306899706988093]]	M	Acute COPD exacerbation / infection	['E_66', 'E_72', 'E_77', 'E_123', 'E_125', 'E_198', 'E_199', 'E_204_@_V_10', 'E_214']	E_77
46	[['Bronchospasm / acute asthma exacerbation', 0.09889657381739657], ['Bronchitis', 0.0857301002122807], ['Pulmonary neoplasm', 0.07986229104471873], ['Acute COPD exacerbation / infection', 0.07492867699108588], ['Pneumonia', 0.06308989750274147], ['Pulmonary embolism', 0.06017389251840222], ['Tuberculosis', 0.0578302852327805], ['Acute pulmonary edema', 0.056365133627181756], ['Anaphylaxis', 0.056365133627181756], ['Guillain-Barré syndrome', 0.05152101538006757], ['Atrial fibrillation', 0.04921188634446758], ['Myocarditis', 0.04860015990403715], ['Bronchiectasis', 0.03888186867209874], ['Acute dystonic reactions', 0.03628163383768959], ['Myasthenia gravis', 0.03628163383768959], ['Anemia', 0.03628163383768959], ['Scombroid food poisoning', 0.033521149754498075], ['PSVT', 0.019380369302157058], ['SLE', 0.016796664555835627]]	F	Bronchospasm / acute asthma exacerbation	['E_46', 'E_66', 'E_101', 'E_116', 'E_119', 'E_124', 'E_201', 'E_204_@_V_10', 'E_207', 'E_214', 'E_222', 'E_226']	E_214
16	[['Viral pharyngitis', 0.2730680111961229], ['Bronchitis', 0.22515306292840062], ['Acute laryngitis', 0.17758782453596977], ['URTI', 0.176765376282352], ['Tuberculosis', 0.14742572505715465]]	F	Viral pharyngitis	['E_41', 'E_45', 'E_48', 'E_49', 'E_53', 'E_54_@_V_161', 'E_54_@_V_181', 'E_55_@_V_20', 'E_55_@_V_21', 'E_55_@_V_33', 'E_55_@_V_148', 'E_55_@_V_163', 'E_56_@_6', 'E_57_@_V_123', 'E_58_@_4', 'E_59_@_2', 'E_79', 'E_181', 'E_201', 'E_204_@_V_10', 'E_227']	E_45
26	[['Guillain-Barré syndrome', 0.1701186156245057], ['Panic attack', 0.12557160248933974], ['Myasthenia gravis', 0.12027562482143216], ['Pulmonary embolism', 0.09883938552055062], ['Acute pulmonary edema', 0.0925832606024387], ['Atrial fibrillation', 0.08083360412668723], ['Acute dystonic reactions', 0.0595948549132363], ['Anemia', 0.0595948549132363], ['Anaphylaxis', 0.0595948549132363], ['Scombroid food poisoning', 0.037697146194120165], ['PSVT', 0.031833469845759764], ['SLE', 0.02758957305256422], ['Possible NSTEMI / STEMI', 0.017936576491446452], ['Chagas', 0.017936576491446452]]	M	Guillain-Barré syndrome	['E_0', 'E_66', 'E_83', 'E_84', 'E_93', 'E_157', 'E_176', 'E_177', 'E_204_@_V_10']	E_83
108	[['Anaphylaxis', 0.20764018364374562], ['Pancreatic neoplasm', 0.1452494370726446], ['Localized edema', 0.13948655219823447], ['GERD', 0.12355919380160217], ['Larygospasm', 0.11990641796890054], ['Inguinal hernia', 0.11956392136235208], ['Epiglottitis', 0.07229714697626027], ['Chagas', 0.07229714697626027]]	M	Anaphylaxis	['E_42', 'E_51', 'E_53', 'E_54_@_V_182', 'E_54_@_V_192', 'E_55_@_V_87', 'E_55_@_V_103', 'E_55_@_V_104', 'E_55_@_V_153', 'E_55_@_V_187', 'E_56_@_8', 'E_57_@_V_123', 'E_58_@_2', 'E_59_@_3', 'E_129', 'E_130_@_V_156', 'E_131_@_V_10', 'E_132_@_0', 'E_133_@_V_26', 'E_133_@_V_30', 'E_133_@_V_32', 'E_133_@_V_33', 'E_133_@_V_34', 'E_134_@_1', 'E_135_@_V_12', 'E_136_@_10', 'E_151', 'E_152_@_V_89', 'E_152_@_V_108', 'E_152_@_V_109', 'E_152_@_V_122', 'E_194', 'E_204_@_V_10', 'E_214']	E_53
26	[['Epiglottitis', 0.1425007357166615], ['HIV (initial infection)', 0.1010578705681432], ['Myasthenia gravis', 0.10047058015268498], ['Acute laryngitis', 0.09432559571301041], ['Larygospasm', 0.07928398645932802], ['Acute pulmonary edema', 0.07426563754221219], ['Atrial fibrillation', 0.06484065376657402], ['Chagas', 0.05953178963120072], ['Guillain-Barré syndrome', 0.04780399680858238], ['Acute dystonic reactions', 0.04780399680858238], ['Myocarditis', 0.04780399680858238], ['Pulmonary embolism', 0.03023875566070276], ['Scombroid food poisoning', 0.03023875566070276], ['PSVT', 0.025535209258053103], ['SLE', 0.022130968589068555], ['Anaphylaxis', 0.017503532831765], ['Viral pharyngitis', 0.014663938024145876]]	M	Epiglottitis	['E_53', 'E_54_@_V_179', 'E_54_@_V_192', 'E_55_@_V_20', 'E_55_@_V_21', 'E_55_@_V_26', 'E_55_@_V_137', 'E_55_@_V_148', 'E_56_@_5', 'E_57_@_V_123', 'E_58_@_7', 'E_59_@_4', 'E_62', 'E_65', 'E_66', 'E_69', 'E_78', 'E_91', 'E_104', 'E_190', 'E_194', 'E_204_@_V_10', 'E_209', 'E_212']	E_65
48	[['Possible NSTEMI / STEMI', 0.4810411203362705], ['Anemia', 0.25987210114376136], ['Pericarditis', 0.14837237025707475], ['Scombroid food poisoning', 0.11071440826289333]]	F	Possible NSTEMI / STEMI	['E_2', 'E_53', 'E_54_@_V_154', 'E_54_@_V_183', 'E_54_@_V_193', 'E_55_@_V_29', 'E_55_@_V_55', 'E_55_@_V_101', 'E_55_@_V_160', 'E_55_@_V_197', 'E_56_@_9', 'E_57_@_V_30', 'E_57_@_V_31', 'E_57_@_V_163', 'E_57_@_V_194', 'E_57_@_V_195', 'E_58_@_2', 'E_59_@_5', 'E_69', 'E_71', 'E_79', 'E_89', 'E_105', 'E_108', 'E_148', 'E_161', 'E_191', 'E_204_@_V_10', 'E_225']	E_148
27	[['Anemia', 0.3558818203468808], ['Atrial fibrillation', 0.24081012645291197], ['Cluster headache', 0.15166005135163976], ['HIV (initial infection)', 0.1500847262178585], ['PSVT', 0.10156327563070888]]	F	Anemia	['E_24', 'E_26', 'E_53', 'E_54_@_V_161', 'E_55_@_V_25', 'E_55_@_V_167', 'E_56_@_1', 'E_57_@_V_123', 'E_58_@_4', 'E_59_@_4', 'E_76', 'E_82', 'E_88', 'E_89', 'E_140', 'E_145', 'E_154', 'E_167', 'E_179', 'E_204_@_V_1', 'E_208']	E_82
28	[['URTI', 0.14293828790858673], ['Influenza', 0.1415279677883283], ['HIV (initial infection)', 0.11405407851980554], ['Bronchitis', 0.10238952945518504], ['Chagas', 0.0862127983742493], ['Chronic rhinosinusitis', 0.0801561581567793], ['Tuberculosis', 0.07837642027836388], ['Pneumonia', 0.06951738540176503], ['Acute rhinosinusitis', 0.0693213165567821], ['Scombroid food poisoning', 0.055921311869365116], ['Anemia', 0.05277847213492825], ['Anaphylaxis', 0.006806273555861788]]	F	Influenza	['E_53', 'E_54_@_V_161', 'E_54_@_V_183', 'E_55_@_V_25', 'E_55_@_V_53', 'E_55_@_V_54', 'E_55_@_V_89', 'E_55_@_V_124', 'E_56_@_8', 'E_57_@_V_123', 'E_58_@_5', 'E_59_@_0', 'E_79', 'E_88', 'E_91', 'E_97', 'E_129', 'E_130_@_V_156', 'E_131_@_V_10', 'E_132_@_0', 'E_133_@_V_53', 'E_133_@_V_54', 'E_133_@_V_89', 'E_134_@_2', 'E_135_@_V_12', 'E_136_@_2', 'E_144', 'E_161', 'E_181', 'E_201', 'E_204_@_V_10']	E_181
33	[['Pulmonary embolism', 0.2511467687510298], ['Anaphylaxis', 0.1907130910467891], ['Localized edema', 0.18629497672813364], ['Possible NSTEMI / STEMI', 0.1325728422576669], ['Unstable angina', 0.12120633737044166], ['Chagas', 0.06107868403665849], ['Stable angina', 0.056987299809280585]]	M	Pulmonary embolism	['E_34', 'E_53', 'E_54_@_V_179', 'E_55_@_V_55', 'E_55_@_V_56', 'E_55_@_V_127', 'E_55_@_V_128', 'E_55_@_V_170', 'E_56_@_3', 'E_57_@_V_55', 'E_57_@_V_56', 'E_57_@_V_127', 'E_57_@_V_159', 'E_57_@_V_171', 'E_58_@_6', 'E_59_@_0', 'E_109', 'E_110', 'E_151', 'E_152_@_V_23', 'E_152_@_V_120', 'E_159', 'E_196', 'E_204_@_V_4', 'E_220']	E_53
60	[['Bronchitis', 0.07759863339218245], ['Pneumonia', 0.07289059062949316], ['Bronchiectasis', 0.06836742440036554], ['Possible NSTEMI / STEMI', 0.06131877033355648], ['Panic attack', 0.05903467759948971], ['Acute COPD exacerbation / infection', 0.05803543735521759], ['GERD', 0.0567921170512782], ['Unstable angina', 0.05488416445263282], ['Pericarditis', 0.05471240050232219], ['Stable angina', 0.04544248220609182], ['Spontaneous pneumothorax', 0.04167835578912877], ['Guillain-Barré syndrome', 0.04153707574143766], ['Bronchospasm / acute asthma exacerbation', 0.04030868873244402], ['Atrial fibrillation', 0.0396754185722046], ['Boerhaave', 0.03933482000722009], ['Myocarditis', 0.03860330451566107], ['Spontaneous rib fracture', 0.03579543631459151], ['Acute dystonic reactions', 0.02925083990720921], ['Pulmonary neoplasm', 0.02841888257310199], ['Sarcoidosis', 0.02395402369448989], ['PSVT', 0.015624767129728786], ['Pulmonary embolism', 0.009225012361308405], ['URTI', 0.007516676738843884]]	M	Bronchitis	['E_53', 'E_54_@_V_161', 'E_54_@_V_181', 'E_55_@_V_29', 'E_55_@_V_56', 'E_55_@_V_171', 'E_56_@_2', 'E_57_@_V_123', 'E_58_@_2', 'E_59_@_5', 'E_66', 'E_77', 'E_97', 'E_123', 'E_201', 'E_204_@_V_10', 'E_219']	E_201
45	[['Anaphylaxis', 0.07810891691098253], ['Panic attack', 0.0653843132258591], ['Possible NSTEMI / STEMI', 0.06394482685580338], ['Bronchospasm / acute asthma exacerbation', 0.062245938722339716], ['Pulmonary embolism', 0.058816843384661616], ['Acute pulmonary edema', 0.05772897723184611], ['Unstable angina', 0.05728914389133936], ['Boerhaave', 0.054854630881203875], ['GERD', 0.05060163244600661], ['Anemia', 0.04923588593624969], ['Pericarditis', 0.04832114300279115], ['Inguinal hernia', 0.047228889334396396], ['PSVT', 0.040908538284287636], ['Stable angina', 0.039172735238385964], ['Guillain-Barré syndrome', 0.03849220406785009], ['Atrial fibrillation', 0.03676701551320642], ['Acute COPD exacerbation / infection', 0.034330789395039155], ['Chagas', 0.03138726952106193], ['SLE', 0.030967086821122276], ['Acute dystonic reactions', 0.027106609667783513], ['Myasthenia gravis', 0.027106609667783513]]	M	Anaphylaxis	['E_12', 'E_42', 'E_53', 'E_54_@_V_179', 'E_54_@_V_182', 'E_54_@_V_192', 'E_55_@_V_88', 'E_55_@_V_103', 'E_55_@_V_197', 'E_56_@_9', 'E_57_@_V_123', 'E_58_@_1', 'E_59_@_3', 'E_66', 'E_82', 'E_129', 'E_130_@_V_156', 'E_131_@_V_10', 'E_132_@_5', 'E_133_@_V_26', 'E_133_@_V_30', 'E_133_@_V_31', 'E_133_@_V_32', 'E_133_@_V_34', 'E_134_@_2', 'E_135_@_V_12', 'E_136_@_8', 'E_148', 'E_151', 'E_152_@_V_89', 'E_152_@_V_108', 'E_152_@_V_122', 'E_204_@_V_10', 'E_214']	E_151
45	[['Pancreatic neoplasm', 0.24023281608000202], ['Possible NSTEMI / STEMI', 0.16974948691964722], ['Scombroid food poisoning', 0.1409279615909745], ['Unstable angina', 0.12470094379597577], ['Stable angina', 0.10702890935972274], ['Pericarditis', 0.08699504642176925], ['Anaphylaxis', 0.07607386053668344], ['GERD', 0.05429097529522484]]	F	Pancreatic neoplasm	['E_53', 'E_54_@_V_161', 'E_55_@_V_104', 'E_55_@_V_197', 'E_56_@_2', 'E_57_@_V_123', 'E_58_@_0', 'E_59_@_3', 'E_69', 'E_70', 'E_129', 'E_130_@_V_107', 'E_131_@_V_10', 'E_132_@_0', 'E_133_@_V_197', 'E_134_@_1', 'E_135_@_V_12', 'E_136_@_4', 'E_162', 'E_188', 'E_204_@_V_10']	E_162
28	[['Unstable angina', 0.08975076244466819], ['Stable angina', 0.08421396419714419], ['Possible NSTEMI / STEMI', 0.07563065235581846], ['Myocarditis', 0.06516172356451086], ['Atrial fibrillation', 0.06357328669784415], ['Panic attack', 0.06132442951676828], ['Anemia', 0.059961927121105936], ['GERD', 0.058034988638855235], ['Acute pulmonary edema', 0.057991982555948854], ['Guillain-Barré syndrome', 0.05480869414519037], ['Pancreatic neoplasm', 0.05119375416322648], ['Anaphylaxis', 0.04812083298839952], ['SLE', 0.04409374914345465], ['Acute dystonic reactions', 0.03859685135140111], ['Myasthenia gravis', 0.03859685135140111], ['Chagas', 0.03230612640793664], ['Sarcoidosis', 0.03160763570335292], ['Scombroid food poisoning', 0.024414710802548353], ['PSVT', 0.02061707685042464], ['Pulmonary embolism', 0.0]]	F	Stable angina	['E_53', 'E_54_@_V_154', 'E_54_@_V_183', 'E_55_@_V_29', 'E_55_@_V_55', 'E_55_@_V_56', 'E_55_@_V_101', 'E_55_@_V_197', 'E_56_@_6', 'E_57_@_V_30', 'E_57_@_V_31', 'E_57_@_V_33', 'E_57_@_V_39', 'E_57_@_V_163', 'E_58_@_8', 'E_59_@_8', 'E_66', 'E_69', 'E_71', 'E_78', 'E_79', 'E_89', 'E_104', 'E_204_@_V_10', 'E_218', 'E_225']	E_218
56	[['Localized edema', 0.4677873667082327], ['Pulmonary embolism', 0.3253029298008516], ['Chagas', 0.12926248339862748], ['Anaphylaxis', 0.07482285803921773], ['SLE', 0.0028243620530706125]]	F	Localized edema	['E_22', 'E_53', 'E_54_@_V_161', 'E_54_@_V_180', 'E_54_@_V_183', 'E_54_@_V_192', 'E_55_@_V_35', 'E_55_@_V_51', 'E_55_@_V_73', 'E_55_@_V_149', 'E_55_@_V_150', 'E_56_@_3', 'E_57_@_V_123', 'E_58_@_5', 'E_59_@_4', 'E_96', 'E_126', 'E_137', 'E_151', 'E_152_@_V_43', 'E_152_@_V_52', 'E_152_@_V_73', 'E_152_@_V_149', 'E_152_@_V_150', 'E_158', 'E_186', 'E_197', 'E_204_@_V_10']	E_96
14	[['GERD', 0.3049538629522387], ['Bronchitis', 0.2412505718344934], ['Boerhaave', 0.19477860850497394], ['Spontaneous rib fracture', 0.1605235714918421], ['Tuberculosis', 0.0984933852164518]]	F	GERD	['E_53', 'E_54_@_V_112', 'E_54_@_V_180', 'E_54_@_V_181', 'E_54_@_V_193', 'E_55_@_V_29', 'E_55_@_V_103', 'E_55_@_V_104', 'E_55_@_V_197', 'E_56_@_5', 'E_57_@_V_29', 'E_57_@_V_101', 'E_58_@_4', 'E_59_@_1', 'E_70', 'E_78', 'E_79', 'E_98', 'E_124', 'E_167', 'E_173', 'E_201', 'E_204_@_V_10', 'E_210', 'E_215', 'E_217']	E_215
26	[['Pericarditis', 0.18527858159069144], ['Possible NSTEMI / STEMI', 0.14248877197467452], ['Pulmonary embolism', 0.13724990852529245], ['PSVT', 0.12036472164378148], ['Unstable angina', 0.09355570830000998], ['Spontaneous pneumothorax', 0.07993102802228487], ['Stable angina', 0.07456943485973887], ['Pancreatic neoplasm', 0.07375591757512305], ['Scombroid food poisoning', 0.05162852273553063], ['Panic attack', 0.04117740477287261]]	F	Pericarditis	['E_3', 'E_53', 'E_54_@_V_192', 'E_55_@_V_29', 'E_55_@_V_160', 'E_55_@_V_197', 'E_56_@_9', 'E_57_@_V_39', 'E_57_@_V_171', 'E_58_@_5', 'E_59_@_3', 'E_155', 'E_204_@_V_10', 'E_220']	E_155
84	[['Bronchitis', 0.2512456205562798], ['Viral pharyngitis', 0.1754495621255365], ['Chronic rhinosinusitis', 0.1662925056002087], ['Cluster headache', 0.12884263128407983], ['Chagas', 0.10064074360608785], ['Anemia', 0.10064074360608785], ['Acute rhinosinusitis', 0.07688819322171954]]	M	Acute rhinosinusitis	['E_53', 'E_54_@_V_181', 'E_55_@_V_32', 'E_55_@_V_89', 'E_55_@_V_108', 'E_55_@_V_122', 'E_55_@_V_125', 'E_56_@_8', 'E_57_@_V_25', 'E_57_@_V_122', 'E_57_@_V_166', 'E_57_@_V_167', 'E_58_@_3', 'E_59_@_6', 'E_103', 'E_116', 'E_120', 'E_124', 'E_125', 'E_181', 'E_182', 'E_201', 'E_204_@_V_10', 'E_209']	E_182
49	[['URTI', 0.2076341645460744], ['Influenza', 0.20414709067237502], ['Bronchitis', 0.18581300641754006], ['Pneumonia', 0.14605528187217792], ['Tuberculosis', 0.12054321095023764], ['HIV (initial infection)', 0.07847147800031536], ['Chagas', 0.057335767541279566]]	M	URTI	['E_41', 'E_49', 'E_50', 'E_53', 'E_54_@_V_161', 'E_54_@_V_183', 'E_55_@_V_89', 'E_55_@_V_108', 'E_55_@_V_109', 'E_55_@_V_124', 'E_55_@_V_166', 'E_56_@_7', 'E_57_@_V_123', 'E_58_@_3', 'E_59_@_4', 'E_91', 'E_97', 'E_144', 'E_201', 'E_204_@_V_10', 'E_222']	E_50
44	[['Bronchitis', 0.31804770339852023], ['Pulmonary neoplasm', 0.2817547338803509], ['Tuberculosis', 0.2802171149174098], ['Pulmonary embolism', 0.11998044780371905]]	F	Tuberculosis	['E_2', 'E_44', 'E_45', 'E_61', 'E_162', 'E_201', 'E_204_@_V_10']	E_162
2	[['Whooping cough', 0.41467144518644367], ['Bronchitis', 0.3944176020793164], ['Pneumonia', 0.1909109527342399]]	F	Whooping cough	['E_40', 'E_70', 'E_166', 'E_203', 'E_204_@_V_10', 'E_209']	E_166
53	[['Cluster headache', 1.0]]	F	Cluster headache	['E_25', 'E_53', 'E_54_@_V_112', 'E_54_@_V_179', 'E_54_@_V_180', 'E_54_@_V_191', 'E_54_@_V_192', 'E_55_@_V_108', 'E_55_@_V_125', 'E_55_@_V_126', 'E_55_@_V_166', 'E_55_@_V_167', 'E_56_@_8', 'E_57_@_V_123', 'E_58_@_6', 'E_59_@_10', 'E_184', 'E_204_@_V_10']	E_53
28	[['Bronchitis', 0.48857420995791473], ['GERD', 0.33925206976717276], ['Pancreatic neoplasm', 0.17217372027491243]]	M	GERD	['E_53', 'E_54_@_V_180', 'E_54_@_V_181', 'E_54_@_V_193', 'E_55_@_V_104', 'E_55_@_V_197', 'E_56_@_4', 'E_57_@_V_29', 'E_57_@_V_101', 'E_58_@_6', 'E_59_@_4', 'E_70', 'E_78', 'E_79', 'E_98', 'E_173', 'E_201', 'E_204_@_V_10', 'E_210']	E_210
63	[['Myasthenia gravis', 1.0]]	M	Myasthenia gravis	['E_28', 'E_38', 'E_52', 'E_63', 'E_65', 'E_84', 'E_204_@_V_10']	E_63
38	[['Anaphylaxis', 0.16732381323191603], ['Localized edema', 0.11232708342885811], ['Inguinal hernia', 0.10397573413215197], ['HIV (initial infection)', 0.10218427119592131], ['Pancreatic neoplasm', 0.09981194019694861], ['GERD', 0.09273963502260643], ['Boerhaave', 0.08939076769082299], ['Anemia', 0.08267436726830002], ['PSVT', 0.07478619391623718], ['Chagas', 0.07478619391623718]]	F	Anaphylaxis	['E_12', 'E_42', 'E_51', 'E_53', 'E_54_@_V_179', 'E_54_@_V_182', 'E_54_@_V_192', 'E_55_@_V_87', 'E_55_@_V_88', 'E_55_@_V_103', 'E_55_@_V_187', 'E_56_@_3', 'E_57_@_V_123', 'E_58_@_2', 'E_59_@_5', 'E_82', 'E_129', 'E_130_@_V_156', 'E_131_@_V_10', 'E_132_@_0', 'E_133_@_V_26', 'E_133_@_V_30', 'E_133_@_V_31', 'E_133_@_V_32', 'E_133_@_V_33', 'E_134_@_2', 'E_135_@_V_12', 'E_136_@_7', 'E_148', 'E_151', 'E_152_@_V_89', 'E_152_@_V_108', 'E_152_@_V_109', 'E_159', 'E_204_@_V_10']	E_129
9	[['Panic attack', 0.2716271625050167], ['GERD', 0.2684700312486608], ['Myocarditis', 0.2488702939231923], ['Sarcoidosis', 0.11906389480437433], ['Scombroid food poisoning', 0.09196861751875593]]	M	Myocarditis	['E_0', 'E_53', 'E_54_@_V_179', 'E_55_@_V_29', 'E_55_@_V_56', 'E_55_@_V_160', 'E_56_@_7', 'E_57_@_V_123', 'E_58_@_5', 'E_59_@_0', 'E_66', 'E_204_@_V_10', 'E_217', 'E_218']	E_53
35	[['Atrial fibrillation', 0.13647424668995478], ['PSVT', 0.11916080452269509], ['Acute pulmonary edema', 0.11092661160544584], ['Myocarditis', 0.09155006128513879], ['Pulmonary embolism', 0.08373914386297893], ['Panic attack', 0.08267726311050758], ['Anemia', 0.07843880188105093], ['Guillain-Barré syndrome', 0.07169763394579855], ['Scombroid food poisoning', 0.05049021807238215], ['Acute dystonic reactions', 0.05049021807238215], ['Myasthenia gravis', 0.05049021807238215], ['Anaphylaxis', 0.05049021807238215], ['SLE', 0.023374560806901014]]	F	Atrial fibrillation	['E_19', 'E_22', 'E_66', 'E_69', 'E_70', 'E_76', 'E_104', 'E_105', 'E_155', 'E_164', 'E_204_@_V_10', 'E_218']	E_76
41	[['Allergic sinusitis', 0.34773403514099593], ['Bronchitis', 0.25111465870017935], ['URTI', 0.20109384771167343], ['Influenza', 0.2000574584471513]]	F	Allergic sinusitis	['E_86', 'E_87', 'E_169', 'E_170', 'E_181', 'E_201', 'E_204_@_V_10', 'E_226']	E_201
13	[['Anaphylaxis', 0.09974247925835023], ['Bronchospasm / acute asthma exacerbation', 0.08674573465507468], ['Boerhaave', 0.07612484170729907], ['Scombroid food poisoning', 0.07497324466725575], ['Panic attack', 0.06899926825504113], ['Anemia', 0.0686149680541423], ['GERD', 0.06774028880090369], ['Inguinal hernia', 0.05848586365345201], ['PSVT', 0.05701000386491387], ['Guillain-Barré syndrome', 0.053642608480099115], ['Chagas', 0.053182677633734625], ['Pericarditis', 0.05167345815871083], ['Atrial fibrillation', 0.05123839140726089], ['Acute dystonic reactions', 0.03777568172164673], ['Myasthenia gravis', 0.03777568172164673], ['Pulmonary embolism', 0.02898590923535917], ['HIV (initial infection)', 0.027288898725109315]]	M	Anaphylaxis	['E_12', 'E_51', 'E_53', 'E_54_@_V_182', 'E_55_@_V_85', 'E_55_@_V_87', 'E_55_@_V_88', 'E_55_@_V_153', 'E_55_@_V_197', 'E_56_@_6', 'E_57_@_V_123', 'E_58_@_0', 'E_59_@_7', 'E_66', 'E_82', 'E_129', 'E_130_@_V_156', 'E_131_@_V_10', 'E_132_@_1', 'E_133_@_V_26', 'E_133_@_V_30', 'E_133_@_V_33', 'E_133_@_V_34', 'E_133_@_V_35', 'E_134_@_3', 'E_135_@_V_12', 'E_136_@_8', 'E_148', 'E_151', 'E_152_@_V_108', 'E_152_@_V_109', 'E_152_@_V_122', 'E_204_@_V_10', 'E_214', 'E_226']	E_151
22	[['Acute rhinosinusitis', 0.365562084664272], ['Cluster headache', 0.29977350582507345], ['Anemia', 0.18390292526202018], ['Acute laryngitis', 0.1507614842486344]]	F	Acute rhinosinusitis	['E_53', 'E_54_@_V_181', 'E_55_@_V_32', 'E_55_@_V_89', 'E_55_@_V_109', 'E_55_@_V_125', 'E_55_@_V_126', 'E_56_@_7', 'E_57_@_V_89', 'E_57_@_V_122', 'E_57_@_V_166', 'E_57_@_V_167', 'E_58_@_3', 'E_59_@_1', 'E_79', 'E_116', 'E_120', 'E_121', 'E_124', 'E_125', 'E_182', 'E_204_@_V_10', 'E_209']	E_53

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Dataset Description

We are releasing under the CC-BY licence a new large-scale dataset for Automatic Symptom Detection (ASD) and Automatic Diagnosis (AD) systems in the medical domain. The dataset contains patients synthesized using a proprietary medical knowledge base and a commercial rule-based AD system. Patients in the dataset are characterized by their socio-demographic data, a pathology they are suffering from, a set of symptoms and antecedents related to this pathology, and a differential diagnosis. The symptoms and antecedents can be binary, categorical and multi-choice, with the potential of leading to more efficient and natural interactions between ASD/AD systems and patients. To the best of our knowledge, this is the first large-scale dataset that includes the differential diagnosis, and non-binary symptoms and antecedents.

Note: We use evidence as a general term to refer to a symptom or an antecedent.

This directory contains the following files:

release_evidences.json: a JSON file describing all possible evidences considered in the dataset.
release_conditions.json: a JSON file describing all pathologies considered in the dataset.
release_train_patients.zip: a CSV file containing the patients of the training set.
release_validate_patients.zip: a CSV file containing the patients of the validation set.
release_test_patients.zip: a CSV file containing the patients of the test set.

Evidence Description

Each evidence in the release_evidences.json file is described using the following entries:

name: name of the evidence.
code_question: a code allowing to identify which evidences are related. Evidences having the same code_question form a group of related symptoms. The value of the code_question refers to the evidence that need to be simulated/activated for the other members of the group to be eventually simulated.
question_fr: the query, in French, associated to the evidence.
question_en: the query, in English, associated to the evidence.
is_antecedent: a flag indicating whether the evidence is an antecedent or a symptom.
data_type: the type of evidence. We use B for binary, C for categorical, and M for multi-choice evidences.
default_value: the default value of the evidence. If this value is used to characterize the evidence, then it is as if the evidence was not synthesized.
possible-values: the possible values for the evidences. Only valid for categorical and multi-choice evidences.
value_meaning: The meaning, in French and English, of each code that is part of the possible-values field. Only valid for categorical and multi-choice evidences.

Pathology Description

The file release_conditions.json contains information about the pathologies that patients in the datasets may suffer from. Each pathology has the following attributes:

condition_name: name of the pathology.
cond-name-fr: name of the pathology in French.
cond-name-eng: name of the pathology in English.
icd10-id: ICD-10 code of the pathology.
severity: the severity associated with the pathology. The lower the more severe.
symptoms: data structure describing the set of symptoms characterizing the pathology. Each symptom is represented by its corresponding name entry in the release_evidences.json file.
antecedents: data structure describing the set of antecedents characterizing the pathology. Each antecedent is represented by its corresponding name entry in the release_evidences.json file.

Patient Description

Each patient in each of the 3 sets has the following attributes:

AGE: the age of the synthesized patient.
SEX: the sex of the synthesized patient.
PATHOLOGY: name of the ground truth pathology (condition_name property in the release_conditions.json file) that the synthesized patient is suffering from.
EVIDENCES: list of evidences experienced by the patient. An evidence can either be binary, categorical or multi-choice. A categorical or multi-choice evidence is represented in the format [evidence-name]_@_[evidence-value] where [evidence-name] is the name of the evidence (name entry in the release_evidences.json file) and [evidence-value] is a value from the possible-values entry. Note that for a multi-choice evidence, it is possible to have several [evidence-name]_@_[evidence-value] items in the evidence list, with each item being associated with a different evidence value. A binary evidence is represented as [evidence-name].
INITIAL_EVIDENCE: the evidence provided by the patient to kick-start an interaction with an ASD/AD system. This is useful during model evaluation for a fair comparison of ASD/AD systems as they will all begin an interaction with a given patient from the same starting point. The initial evidence is randomly selected from the binary evidences found in the evidence list mentioned above (i.e., EVIDENCES) and it is part of this list.
DIFFERENTIAL_DIAGNOSIS: The ground truth differential diagnosis for the patient. It is represented as a list of pairs of the form [[patho_1, proba_1], [patho_2, proba_2], ...] where patho_i is the pathology name (condition_name entry in the release_conditions.json file) and proba_i is its related probability.

Note:

We hope this dataset will encourage future works for ASD and AD systems that consider the differential diagnosis and the severity of pathologies. It is important to keep in mind that this dataset is formed of synthetic patients and is meant for research purposes. Given the assumptions made during the generation process of this dataset, we would like to emphasize that the dataset should not be used to train and deploy a model prior to performing rigorous evaluations of the model performance and verifying that the system has proper coverage and representation of the population that it will interact with.

It is important to understand that the level of specificity, sensitivity and confidence that a physician will seek when evaluating a patient will be influenced by the clinical setting. The dataset was built for acute care and biased toward high mortality and morbidity pathologies. Physicians will tend to consider negative evidences as equally important in such a clinical context in order to evaluate high acuity diseases.

In the creation of the DDXPlus dataset, a small subset of the diseases was chosen to establish a baseline. Medical professionals have to consider this very important point when reviewing the results of models trained with this dataset, as the differential is considerably smaller. A smaller differential means less potential evidences to collect. It is thus essential to understand this point when we look at the differential produced and the evidence collected by a model based on this dataset.

For more information, please check our paper.

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