{"id":"W4415099255","doi":"10.1111/apt.70403","title":"Meta‐Analysis: Utilisation of Hepatocellular Carcinoma Surveillance","year":2025,"lang":"en","type":"review","venue":"Alimentary Pharmacology & Therapeutics","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Toronto General Hospital","funders":"National Medical Research Council","keywords":"Hepatocellular carcinoma; Health care; MEDLINE; Ultrasound; Carcinoma; Patient care","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02286708,0.003250581,0.01428068,0.005709691,0.0005981429,0.004119977,0.002142705,0.002650299,0.004635531],"category_scores_gemma":[0.06143615,0.001419015,0.06241672,0.006146179,0.0006918289,0.002143201,0.001737693,0.003075123,0.0003884403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002423707,"about_ca_system_score_gemma":0.002358579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008277103,"about_ca_topic_score_gemma":0.009451943,"domain_scores_codex":[0.9727134,0.01841001,0.004370521,0.002264286,0.001663977,0.0005778986],"domain_scores_gemma":[0.9597067,0.03154014,0.005025127,0.001633122,0.001726533,0.0003683468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002458457,0.00001451192,0.004960847,0.07909764,0.9064576,0.00008542767,0.00003252682,0.0008676216,0.00008481347,0.0001045851,0.0006353587,0.005200554],"study_design_scores_gemma":[0.0006098126,0.0001775551,0.004160794,0.008440185,0.9843071,0.000101239,0.00002393394,0.0004439448,0.00008227557,0.0002857793,0.0013458,0.00002167736],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007396618,0.988562,0.001264042,0.0004895655,0.0004752981,0.0002023241,0.0009844669,0.00006403864,0.000561626],"genre_scores_gemma":[0.4631544,0.5250705,0.00405605,0.002263189,0.0009452782,0.001230129,0.002056252,0.0001264134,0.001097832],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02286708,"threshold_uncertainty_score":0.1209341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2357864646054783,"score_gpt":0.3768490480576038,"score_spread":0.1410625834521255,"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."}}