{"id":"W4407348771","doi":"10.1111/liv.70020","title":"Dedicated Automatic Recall Hepatocellular Cancer Surveillance Programme Demonstrates High Retention: A Population‐Based Cohort Study","year":2025,"lang":"en","type":"article","venue":"Liver International","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Public Health Ontario; Western University","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Cohort; Internal medicine; Proportional hazards model; Retrospective cohort study; Liver cancer; Alcoholic liver disease; Population; Hepatitis C; Cirrhosis; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003336563,0.0002123133,0.0003269818,0.0002536921,0.0001069847,0.00007075272,0.0001734212,0.0001061706,0.001304927],"category_scores_gemma":[0.0000832615,0.0001899243,0.0001496017,0.0004029149,0.00004513583,0.00009103511,0.0000449258,0.0001584841,0.00004733036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003219414,"about_ca_system_score_gemma":0.0002019213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00272707,"about_ca_topic_score_gemma":0.0002716244,"domain_scores_codex":[0.9982232,0.0001252064,0.0004369096,0.0004328857,0.0005364504,0.0002453676],"domain_scores_gemma":[0.9990862,0.00008579104,0.0001338327,0.000270225,0.0003150286,0.0001089388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009218126,0.0007947051,0.990577,0.00006525982,0.0007857037,0.0001640251,0.00003629822,0.000005291821,0.00007583804,0.0002063777,0.0004316754,0.006765662],"study_design_scores_gemma":[0.001985666,0.0001483434,0.9064919,0.0001496243,0.0003016525,0.000007246883,0.00002657772,0.08974493,0.0003347087,0.00008115044,0.0005857761,0.0001424641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935758,0.0004013502,0.0004055829,0.0020001,0.000534413,0.00185053,0.00003378406,0.0002372032,0.000961262],"genre_scores_gemma":[0.9946108,0.00003568989,0.001463011,0.0002241006,0.0001160573,0.0006989785,0.0009420931,0.00001956327,0.001889693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08973964,"threshold_uncertainty_score":0.999608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04630639128106012,"score_gpt":0.2833081771752637,"score_spread":0.2370017858942036,"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."}}