{"id":"W2594051447","doi":"10.1111/liv.13402","title":"Enhanced liver fibrosis test predicts transplant‐free survival in primary sclerosing cholangitis, a multi‐centre study","year":2017,"lang":"en","type":"article","venue":"Liver International","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Primary sclerosing cholangitis; Medicine; Internal medicine; Hazard ratio; Interquartile range; Liver transplantation; Receiver operating characteristic; Gastroenterology; Clinical endpoint; Proportional hazards model; Retrospective cohort study; Confidence interval; Autoimmune hepatitis; Population; Transplantation; Hepatitis; Disease; Clinical trial","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001464938,0.0001762799,0.0002403717,0.0001033742,0.0001928288,0.0001407479,0.000575893,0.00006913127,0.0004950012],"category_scores_gemma":[0.0002275049,0.0001689988,0.0001104187,0.00003875466,0.00008951031,0.0004735401,0.000233518,0.000253221,0.00006947138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001759967,"about_ca_system_score_gemma":0.00007646786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001290487,"about_ca_topic_score_gemma":0.0003474684,"domain_scores_codex":[0.9986358,0.00005013174,0.0002547562,0.0003185725,0.0005057793,0.0002349743],"domain_scores_gemma":[0.9989337,0.0001113858,0.0001237316,0.0005663602,0.0001385385,0.0001263255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003916205,0.002417627,0.9864114,0.00006024235,0.0001580094,0.0002137633,0.002250717,0.000002347895,0.00513733,0.00001265455,0.0002991334,0.002645135],"study_design_scores_gemma":[0.006938096,0.0001482057,0.9900717,0.0004833436,0.0001059782,0.00001038343,0.0002742935,0.0006978448,0.0009774645,0.000004368478,0.0001281531,0.0001602121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934806,0.0001724867,0.0001187103,0.0002214951,0.0005839974,0.000517322,0.0004358632,0.00005015602,0.004419374],"genre_scores_gemma":[0.9972281,0.000228442,0.000379236,0.000133017,0.0003291001,0.00001675419,0.0001795004,0.00002151007,0.001484288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006546475,"threshold_uncertainty_score":0.6891571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03355791752930734,"score_gpt":0.2738718412802583,"score_spread":0.2403139237509509,"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."}}