{"id":"W3163021360","doi":"10.1245/s10434-021-10142-7","title":"Multi-Institutional Development and External Validation of a Nomogram for Prediction of Extrahepatic Recurrence After Curative-Intent Resection for Hepatocellular Carcinoma","year":2021,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Nomogram; Medicine; Hepatocellular carcinoma; Cohort; Internal medicine; Surgical oncology; Hepatectomy; Radiology; Oncology; Gastroenterology; Surgery; Resection","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":[0.0279792,0.0009492248,0.0008225564,0.002434891,0.001344741,0.002192231,0.001172705,0.0008455281,0.0007173089],"category_scores_gemma":[0.02923096,0.0004648079,0.001090245,0.001752527,0.001148161,0.001442075,0.002359334,0.0009375495,0.0004798037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009831622,"about_ca_system_score_gemma":0.00173464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00197968,"about_ca_topic_score_gemma":0.003266793,"domain_scores_codex":[0.9921407,0.004289196,0.0008664219,0.00100651,0.001150301,0.0005468649],"domain_scores_gemma":[0.9739954,0.008927013,0.002982539,0.006284908,0.006733048,0.001077069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001778254,0.0007979154,0.9597595,0.00008643045,0.0006438006,0.0001477065,0.0007332072,0.003346441,0.002474593,0.0001952151,0.001346156,0.0286909],"study_design_scores_gemma":[0.000320427,0.001338923,0.9667192,0.00006021846,0.0007275244,0.000642685,0.0008947129,0.01977433,0.004508858,0.000287704,0.004655881,0.00006945334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916528,0.0001767154,0.005216665,0.00007740503,0.00006120066,0.0004207465,0.001227594,0.00008237389,0.001084514],"genre_scores_gemma":[0.992722,0.00005225911,0.003401561,0.00002662265,0.00002710066,0.0002972529,0.003248046,0.00003114941,0.0001940164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0279792,"threshold_uncertainty_score":0.14797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2074046734336611,"score_gpt":0.3567701518485994,"score_spread":0.1493654784149383,"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."}}