{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001758555,0.0002731263,0.0003933717,0.0006427548,0.0007680613,0.001115658,0.0007856599,0.000550108,0.001494389],"category_scores_gemma":[0.00429229,0.0004542711,0.000688886,0.001380994,0.0004411402,0.000870345,0.0008435369,0.0008294762,0.000312945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007232546,"about_ca_system_score_gemma":0.0009290374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02048392,"about_ca_topic_score_gemma":0.02334976,"domain_scores_codex":[0.9984277,0.0004493201,0.0001641282,0.0004023893,0.0002597132,0.0002967237],"domain_scores_gemma":[0.9970553,0.0004525195,0.001290189,0.0004098325,0.0003730909,0.0004190219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007922787,0.00005065064,0.9988426,0.000007991353,0.00005026726,0.00003040249,0.0001540099,0.00001064654,0.00005071309,0.000009247888,0.0001079968,0.0006063597],"study_design_scores_gemma":[0.00001696502,0.0002209204,0.9986621,0.00001542615,0.0000621548,0.0001812832,0.0004427372,0.0001928409,0.00002950035,0.00001443532,0.0001553961,0.000006325464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991995,0.000115244,0.0000735386,0.0000390073,0.000004948709,0.00002048175,0.0003745907,0.000002606367,0.000170125],"genre_scores_gemma":[0.9994941,0.00005025532,0.00004711079,0.00003204555,0.000006954018,0.00001643062,0.0002864815,0.000001810654,0.00006484025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02048392,"threshold_uncertainty_score":0.04072934,"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."}}