{"id":"W4293729215","doi":"10.12998/wjcc.v10.i26.9545","title":"Risk stratification of primary liver cancer","year":2022,"lang":"en","type":"article","venue":"World Journal of Clinical Cases","topic":"Hepatitis B Virus Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Guideline; Hepatocellular carcinoma; Risk stratification; Liver cancer; Population; Risk assessment; Clinical Practice; Hepatocellular cancer; Viral hepatitis; Internal medicine; Risk factor; Family medicine; Oncology; Environmental health; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002621239,0.0003732391,0.0007035697,0.001808221,0.0002242403,0.0006730048,0.0003753806,0.0004869216,0.001470533],"category_scores_gemma":[0.008303378,0.0001124734,0.0009886764,0.001418721,0.0002634322,0.0003679566,0.0004779955,0.0008625305,0.0004658936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007062801,"about_ca_system_score_gemma":0.001299393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003613284,"about_ca_topic_score_gemma":0.004187987,"domain_scores_codex":[0.9981705,0.0008694385,0.0002565278,0.0001762249,0.0004312665,0.00009608029],"domain_scores_gemma":[0.9982249,0.0007007442,0.0003159752,0.00007076495,0.0005900216,0.0000976087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004560525,0.00005056688,0.1188486,0.005918025,0.0008824485,0.000377981,0.0003052588,0.001060104,0.0007047076,0.007679985,0.05108246,0.8126339],"study_design_scores_gemma":[0.0002022682,0.0007875695,0.4417639,0.0185981,0.00481785,0.006169092,0.0006816555,0.005917789,0.002947876,0.03064308,0.4873136,0.0001571904],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0387973,0.8912526,0.01889345,0.01840932,0.003257724,0.0003773209,0.002427695,0.0002428748,0.02634177],"genre_scores_gemma":[0.504381,0.4520214,0.02336718,0.005296453,0.004770903,0.0004691898,0.004826881,0.00007985897,0.004787176],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003613284,"threshold_uncertainty_score":0.01386255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1427981539442018,"score_gpt":0.4238421675108114,"score_spread":0.2810440135666096,"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."}}