{"id":"W3022525982","doi":"10.3138/canlivj.2020-0005","title":"Assessment of Canadian policies regarding liver transplant candidacy of people who use alcohol, tobacco, cannabis, and opiates","year":2020,"lang":"en","type":"article","venue":"Canadian Liver Journal","topic":"Alcohol Consumption and Health Effects","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Abstinence; Medicine; Cannabis; Liver transplantation; Contraindication; Smoking cessation; Candidacy; Psychiatry; Transplantation; Family medicine; Surgery; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002398205,0.00016227,0.0004872815,0.000789911,0.0002267644,0.00004760864,0.0001026518,0.0001096184,0.0004081519],"category_scores_gemma":[0.0001090667,0.0001523856,0.00009293126,0.000356225,0.00009223065,0.0001868648,0.00001068294,0.0004003377,0.000003213954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004600748,"about_ca_system_score_gemma":0.004564975,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9368834,"about_ca_topic_score_gemma":0.9409471,"domain_scores_codex":[0.9986455,0.0000729555,0.0003819159,0.0001718902,0.0002336545,0.00049403],"domain_scores_gemma":[0.9965001,0.00005653402,0.0001550652,0.0001279599,0.0002422607,0.00291807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004679133,0.00001171226,0.9690426,0.0003963796,0.0001561696,0.0005121513,0.007829427,0.00001641907,0.0005234818,0.0007566405,0.01975542,0.0009528082],"study_design_scores_gemma":[0.001181918,0.0002409734,0.9742283,0.0004418103,0.0001659065,0.000556717,0.0005236496,0.0004629284,0.0001933812,0.000002169929,0.0218548,0.000147445],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886056,0.00183438,0.0000149868,0.007893363,0.0001093809,0.0003174889,0.0002332073,0.000007122321,0.0009844394],"genre_scores_gemma":[0.991371,0.003686988,0.0002097845,0.004393311,0.0001545972,0.000003310651,0.00001536121,0.00002066118,0.0001449246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007305777,"threshold_uncertainty_score":0.8098071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08314509189082152,"score_gpt":0.3237940593131278,"score_spread":0.2406489674223062,"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."}}