{"id":"W1578347752","doi":"10.1002/9781118314968.ch2","title":"Initial Diagnosis, Workup, and Assessment of Severity of Liver Disease in Adults","year":2012,"lang":"en","type":"other","venue":"","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Liver disease; Liver transplantation; Cirrhosis; Liver biopsy; Gold standard (test); Liver function tests; Perioperative; Internal medicine; Gastroenterology; Disease; Chronic liver disease; Biopsy; Radiology; Transplantation","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":[0.0001525353,0.0002609245,0.0001904838,0.001058802,0.0004247528,0.0002562704,0.0001607175,0.0002501262,0.0142806],"category_scores_gemma":[0.0006959457,0.00007324185,0.0001625486,0.0009159161,0.0001692128,0.0003565571,0.0003762736,0.0003477529,0.003843842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002256537,"about_ca_system_score_gemma":0.0003906117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001481691,"about_ca_topic_score_gemma":0.003151237,"domain_scores_codex":[0.9998741,0.00002102079,0.00002749923,0.00001432684,0.00003176528,0.0000312556],"domain_scores_gemma":[0.9997453,0.00002008403,0.00007579592,0.00001030131,0.00004259579,0.0001059995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000418291,0.0006755863,0.766098,0.0003861007,0.00002317605,0.004426937,0.000344074,0.00008154346,0.001122716,0.0008055511,0.04494795,0.1806701],"study_design_scores_gemma":[0.00006682098,0.0005445576,0.903326,0.001061961,0.00004019854,0.02143512,0.0007678079,0.0002925704,0.0004546784,0.0009349458,0.07106013,0.00001518422],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.525098,0.02974931,0.002052405,0.007286434,0.0007176807,0.0008984111,0.008132244,0.0002232686,0.4258423],"genre_scores_gemma":[0.9268356,0.02133226,0.003462836,0.002015188,0.00112153,0.0003399382,0.004561779,0.00003652161,0.04029439],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0142806,"threshold_uncertainty_score":0.0477733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01598997605407626,"score_gpt":0.3073560490116487,"score_spread":0.2913660729575724,"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."}}