{"id":"W4292488318","doi":"10.1007/s00330-022-09041-6","title":"Identification of MRI features associated with injury type, severity, and prognosis in drug-induced liver injury","year":2022,"lang":"en","type":"article","venue":"European Radiology","topic":"Drug-Induced Hepatotoxicity and Protection","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"National Natural Science Foundation of China","keywords":"Medicine; Liver injury; Internal medicine; Odds ratio; Ascites; Interventional radiology; Gastroenterology; Magnetic resonance imaging; Liver transplantation; Confidence interval; Culprit; Neuroradiology; Surgery; Radiology; Transplantation; Neurology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005355275,0.0004021905,0.0002936961,0.001723618,0.0001861611,0.0004484673,0.0002009063,0.000482962,0.001254589],"category_scores_gemma":[0.001510393,0.0001592389,0.0002411875,0.000562038,0.0003112968,0.0006147039,0.0003013337,0.0003125675,0.0002794248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000208616,"about_ca_system_score_gemma":0.0002159272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007957523,"about_ca_topic_score_gemma":0.0009100135,"domain_scores_codex":[0.9998742,0.00003369913,0.00001837024,0.00001774949,0.00001945062,0.00003651871],"domain_scores_gemma":[0.9992725,0.00008407465,0.0003476502,0.00003875865,0.0001061005,0.0001509085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001857285,0.0001429471,0.9565705,0.00008911455,0.00009457568,0.004074391,0.00009377582,0.0002801015,0.02415892,0.000138278,0.0002875112,0.01221271],"study_design_scores_gemma":[0.00001649657,0.0004704253,0.9832739,0.00003716323,0.00007727613,0.01090264,0.0001996626,0.001116181,0.003292923,0.0001987935,0.0004028627,0.00001179811],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950317,0.001259909,0.0007270253,0.0001468165,0.00001098127,0.00002772267,0.00013655,0.00001793317,0.002641324],"genre_scores_gemma":[0.9986296,0.0004596281,0.0004557425,0.00002872607,0.0000219714,0.000006468702,0.0001110524,0.000002873962,0.0002838694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001723618,"threshold_uncertainty_score":0.004197001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05520864429480346,"score_gpt":0.3496054994614809,"score_spread":0.2943968551666775,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}