{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003126058,0.0001538171,0.0005871036,0.0001569722,0.00008027193,0.000008047426,0.0000843632,0.00003703073,0.00001228307],"category_scores_gemma":[0.0002197769,0.00008300417,0.0003043629,0.0003584613,0.0002017517,0.00009706694,0.00002258587,0.0001553981,2.200547e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001012148,"about_ca_system_score_gemma":0.0001561917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008161128,"about_ca_topic_score_gemma":0.0001187588,"domain_scores_codex":[0.9989156,0.00009260006,0.0003710129,0.0001146715,0.0003166879,0.0001894711],"domain_scores_gemma":[0.9983882,0.0003408355,0.00066931,0.000166183,0.0003076834,0.0001277318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009396908,0.0001589334,0.9974138,0.00001838253,0.0003209279,0.00002958555,0.0001491217,4.850391e-7,0.0001745012,0.00000656622,0.0002912357,0.0004967793],"study_design_scores_gemma":[0.001221922,0.001838102,0.9906633,0.0001410073,0.0005646261,0.00002653307,0.0002282718,0.0001649969,0.004529779,0.00001418685,0.0005167419,0.00009055048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970795,0.0002988784,0.00002528322,0.001987329,0.00007764827,0.0003761372,0.0001244768,0.000005294548,0.00002546891],"genre_scores_gemma":[0.9993228,0.00002675554,0.0002499552,0.00006465559,0.00003619205,0.00001233681,0.000002323744,0.00001869143,0.0002662549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006750508,"threshold_uncertainty_score":0.3384812,"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."}}