{"id":"W2516769305","doi":"10.15761/ghe.1000111","title":"Predicting hepatocellular carcinoma recurrence and survival","year":2016,"lang":"en","type":"article","venue":"Gastroenterology Hepatology and Endoscopy","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Canadian Liver Foundation","keywords":"Hepatocellular carcinoma; Medicine; Oncology; Carcinoma; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006188231,0.0003098527,0.0004197613,0.000756146,0.0001893247,0.00044786,0.0002245403,0.0004579336,0.003036596],"category_scores_gemma":[0.002048186,0.00009941745,0.000387347,0.0005136761,0.000215814,0.0003036839,0.0002569712,0.0004316776,0.0005365249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002600867,"about_ca_system_score_gemma":0.0002414468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001457559,"about_ca_topic_score_gemma":0.001895721,"domain_scores_codex":[0.999736,0.00008290306,0.0000381395,0.00004597432,0.00005173184,0.00004528335],"domain_scores_gemma":[0.9986821,0.0003704002,0.0004750208,0.00007018835,0.0001692378,0.000232962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003706444,0.00003673821,0.9893715,0.00003337172,0.0000625783,0.00005004737,0.0000125989,0.0002578578,0.0004274887,0.00001737354,0.0004082753,0.008951362],"study_design_scores_gemma":[0.00002199749,0.0003342457,0.9941193,0.00003946376,0.0002210241,0.001049261,0.00009457298,0.002261127,0.0008288432,0.0001328631,0.0008835266,0.00001379294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911482,0.003847965,0.0007427133,0.0004503101,0.00005500222,0.00002423993,0.0008737459,0.00005079136,0.002806872],"genre_scores_gemma":[0.9979318,0.000613033,0.000270567,0.00005240687,0.00006828407,0.00001377435,0.0005982686,0.000003606506,0.000448224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003036596,"threshold_uncertainty_score":0.01015842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01528373691091748,"score_gpt":0.2466777095526722,"score_spread":0.2313939726417548,"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."}}