{"id":"W2968737992","doi":"10.1016/j.cgh.2019.08.013","title":"Factors Associated With Progression and Outcomes of Early Stage Primary Biliary Cholangitis","year":2019,"lang":"en","type":"article","venue":"Clinical Gastroenterology and Hepatology","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Toronto General Hospital; University of Toronto","funders":"Intercept Pharmaceuticals; CymaBay Therapeutics; Meso Scale Diagnostics; Merck Canada; Takeda Pharmaceutical Company; AbbVie; Gilead Sciences; Novartis; Stichting voor Lever- en Maag-Darm Onderzoek; Roche; GlaxoSmithKline; Bayer; Inventiva Pharma; Bristol-Myers Squibb","keywords":"Medicine; Stage (stratigraphy); Primary sclerosing cholangitis; Internal medicine; Gastroenterology; General surgery; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002227943,0.000129065,0.0007346238,0.00005156667,0.00003241135,0.000003469519,0.0000534393,0.000195168,0.00007362265],"category_scores_gemma":[0.0001055949,0.00008038108,0.00008162206,0.00003080321,0.0005342096,0.00005503638,0.0001069423,0.0003105786,0.000001933309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009174587,"about_ca_system_score_gemma":0.00004153489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002226281,"about_ca_topic_score_gemma":0.00001967071,"domain_scores_codex":[0.9988632,0.0002334718,0.0003485898,0.0002513353,0.00007333668,0.0002301227],"domain_scores_gemma":[0.9990835,0.0003426593,0.000179905,0.0001953133,0.00005451644,0.0001441423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001495968,0.0004081252,0.9971521,0.00005799603,0.0003041305,0.0000173115,0.00004423386,2.097764e-8,0.00002908453,0.00002721398,0.00002952938,0.0004343125],"study_design_scores_gemma":[0.003657208,0.006862346,0.9890706,0.00005011186,0.0001742727,0.00001114983,0.00004549566,0.00001176569,0.000007478578,0.00001677933,0.0000470392,0.00004577657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998975,0.0001254396,0.000005517759,0.0003762972,0.0001083726,0.0002555408,0.00003294806,0.00002262569,0.00009828339],"genre_scores_gemma":[0.998636,0.0001066784,0.00004881442,0.000999917,0.000008809141,0.000004003551,0.00005477677,0.000009660503,0.0001313483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008081497,"threshold_uncertainty_score":0.3277845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04635633502473097,"score_gpt":0.338658250458103,"score_spread":0.292301915433372,"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."}}