{"id":"W4285037992","doi":"10.3138/canlivj-2021-0033","title":"Early predictors of unfavourable outcome in progressive cholestasis of northwestern Quebec","year":2022,"lang":"en","type":"article","venue":"Canadian Liver Journal","topic":"Pediatric Hepatobiliary Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Cholestasis; Cirrhosis; Bilirubin; Incidence (geometry); Liver transplantation; Liver disease; Pediatrics; Internal medicine; Gastroenterology; Transplantation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003501065,0.0002712428,0.0001499793,0.0005934035,0.0009910407,0.0006079598,0.0004107119,0.0003004685,0.00174099],"category_scores_gemma":[0.00129729,0.00008039645,0.0001759228,0.0007539777,0.0005361634,0.000206684,0.0005074912,0.0004926996,0.0001005639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00507546,"about_ca_system_score_gemma":0.005094559,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8355141,"about_ca_topic_score_gemma":0.8784371,"domain_scores_codex":[0.9998109,0.00002930509,0.00001072788,0.00002129258,0.00004017686,0.00008762604],"domain_scores_gemma":[0.9986567,0.0001155999,0.0004440237,0.00002476166,0.000330613,0.0004282405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003028548,0.000007927383,0.9987736,0.000003068589,0.000004477656,0.0001012107,0.00006764119,0.00003178407,0.00008644455,0.00001542628,0.0001026942,0.0007753164],"study_design_scores_gemma":[0.000002454974,0.0000280922,0.9990461,0.00001180959,0.000006013141,0.0001730386,0.00029235,0.0001669045,0.00004705062,0.00001269878,0.0002108624,0.000002550178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983046,0.0002867544,0.0000400615,0.0001467545,0.000004206792,0.000007853837,0.0003280402,0.000004211585,0.0008776069],"genre_scores_gemma":[0.9995099,0.00008012055,0.00004290712,0.00002050729,0.000002040079,0.000002730034,0.0002068849,0.000001061623,0.0001339519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1644859,"threshold_uncertainty_score":0.3309092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428666704675159,"score_gpt":0.2432025109326278,"score_spread":0.2289158438858762,"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."}}