{"id":"W4213388823","doi":"10.1002/hep.32411","title":"Dynamic risk profiling of HCC recurrence after curative intent liver resection","year":2022,"lang":"en","type":"article","venue":"Hepatology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; Princess Margaret Cancer Centre; Toronto Western Hospital; University Health Network","funders":"","keywords":"Medicine; Metastasis; Intrahepatic Cholangiocarcinoma; Internal medicine; Surgery; Oncology; Cancer","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":[0.0007623465,0.0001924696,0.0002169721,0.0007076673,0.0002020479,0.0005349378,0.0002834377,0.0002259674,0.0007938634],"category_scores_gemma":[0.004797231,0.0001698915,0.000417799,0.0006155625,0.0001270169,0.0003189782,0.0004692417,0.0003478938,0.0001263874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004957372,"about_ca_system_score_gemma":0.0004634565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003425335,"about_ca_topic_score_gemma":0.004669402,"domain_scores_codex":[0.9995568,0.0001549081,0.00005579268,0.00009785982,0.00007737304,0.00005733455],"domain_scores_gemma":[0.9973177,0.000829056,0.001338573,0.0001516406,0.0002147582,0.0001482615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001380087,0.00002042802,0.9899109,0.00001190634,0.00004088322,0.00006460124,0.00005816083,0.004109429,0.0003256122,0.000142011,0.0001618924,0.005016178],"study_design_scores_gemma":[0.000008302761,0.0001528081,0.9382435,0.00002037851,0.0000762337,0.0005948073,0.0001928142,0.05823321,0.0007922727,0.0009449715,0.0007199378,0.00002077117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958502,0.0001491941,0.003003504,0.000123834,0.000004415988,0.00001160519,0.0004581917,0.00002413854,0.0003749136],"genre_scores_gemma":[0.998973,0.00003051516,0.000538621,0.000009377408,0.000003277089,0.000008386525,0.0003658568,0.000002200877,0.0000686707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003425335,"threshold_uncertainty_score":0.006810784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0440812782793265,"score_gpt":0.2703890745904003,"score_spread":0.2263077963110738,"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."}}