{"id":"W1990579985","doi":"10.1016/j.jamcollsurg.2005.10.005","title":"Factors Associated with Early Recurrence after Resection for Hepatocellular Carcinoma and Outcomes","year":2005,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":260,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Hepatectomy; Univariate analysis; Multivariate analysis; Surgery; Stage (stratigraphy); Survival analysis; Internal medicine; Carcinoma; Proportional hazards model; Gastroenterology; Resection","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005080955,0.0001974093,0.0002452895,0.0004120609,0.0002274713,0.0003313083,0.0002067286,0.0003178926,0.001295857],"category_scores_gemma":[0.003332624,0.00007961924,0.000249128,0.0004359211,0.0003101637,0.0002472345,0.0002639715,0.000411024,0.0001354792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000360747,"about_ca_system_score_gemma":0.0004232913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003179748,"about_ca_topic_score_gemma":0.00531471,"domain_scores_codex":[0.9996928,0.00007543909,0.00003125887,0.00003265994,0.00007145837,0.00009640234],"domain_scores_gemma":[0.9964924,0.0006568704,0.001927438,0.00007738901,0.0002357623,0.0006100996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009656146,0.00001870584,0.9982601,0.000006875477,0.00001408828,0.0001205595,0.00002211354,0.00004089621,0.00008479598,0.000004585296,0.0000495372,0.00128123],"study_design_scores_gemma":[0.000004760126,0.00008498781,0.9989613,0.000005189077,0.00001521008,0.0006442388,0.00004856167,0.00009626192,0.0000466846,0.00001275718,0.00007728772,0.000002623404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990164,0.0005731506,0.00004542496,0.00008662452,0.000004287765,0.000004471075,0.00005600062,0.000002768164,0.0002108354],"genre_scores_gemma":[0.9995977,0.0001216043,0.00003782635,0.00001283496,0.00001815302,0.000003585576,0.000138525,0.000001049756,0.00006875186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003179748,"threshold_uncertainty_score":0.006322503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05196451615717997,"score_gpt":0.256954720693818,"score_spread":0.204990204536638,"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."}}