{"id":"W4323536392","doi":"10.1016/j.dld.2023.01.015","title":"Incidence and predictors of hepatocellular carcinoma in autoimmune hepatitis: A multicenter international study","year":2023,"lang":"en","type":"article","venue":"Digestive and Liver Disease","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Internal medicine; Autoimmune hepatitis; Cumulative incidence; Incidence (geometry); Cirrhosis; Retrospective cohort study; Gastroenterology; Cohort; Hepatitis","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":[0.0001063589,0.0001157053,0.0001916707,0.0001706936,0.00004200283,0.0000141819,0.00006755456,0.00002365986,0.00004267619],"category_scores_gemma":[0.0001275331,0.0001036733,0.0000420441,0.0001689049,0.0001239739,0.0001553086,0.000185228,0.00009352214,0.000006546533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002984838,"about_ca_system_score_gemma":0.00006657115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002100157,"about_ca_topic_score_gemma":0.00002004439,"domain_scores_codex":[0.9991757,0.00006438651,0.0001939735,0.0002228884,0.0002050461,0.0001379836],"domain_scores_gemma":[0.9994438,0.00006713898,0.00005152145,0.0001598729,0.00008658168,0.000191101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005717832,0.0006351233,0.9946699,0.0001074349,0.0000832584,0.0006557395,0.002659985,0.00000217065,0.0001058751,0.00002343341,0.00003605548,0.0004493068],"study_design_scores_gemma":[0.002028336,0.0002425834,0.9876047,0.0001743603,0.0001720704,0.000001999977,0.001071921,0.00854155,0.00002124162,0.00001296047,0.0000376619,0.00009062458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997698,0.001363096,0.000001983254,0.00009570625,0.00007929371,0.0005778879,0.00009681212,0.00002939916,0.00005780606],"genre_scores_gemma":[0.9989526,0.0006962059,0.00000643704,0.00005615217,0.0000278579,0.00003965143,0.00007022524,0.00001020026,0.0001406632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00853938,"threshold_uncertainty_score":0.4227675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01555526154117337,"score_gpt":0.2563097158095478,"score_spread":0.2407544542683744,"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."}}