{"id":"W3209523088","doi":"10.1016/j.surg.2021.10.017","title":"Long-term outcomes of laparoscopic liver resection for hepatocellular carcinoma: A propensity score matched analysis of a high-volume North American center","year":2021,"lang":"en","type":"article","venue":"Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Propensity score matching; Hepatocellular carcinoma; Hazard ratio; Cumulative incidence; Proportional hazards model; Hepatectomy; Retrospective cohort study; Surgery; Internal medicine; Incidence (geometry); Cohort; Resection; Confidence interval","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002229611,0.0002196034,0.001608749,0.0004451202,0.00005263196,0.00001203511,0.00005971042,0.00006959191,0.0001229002],"category_scores_gemma":[0.0001292452,0.0001871809,0.0008919308,0.001371372,0.0001326241,0.00007082439,0.00005590789,0.00009353112,0.000004771987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007937361,"about_ca_system_score_gemma":0.0002143602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00118949,"about_ca_topic_score_gemma":0.001501342,"domain_scores_codex":[0.998261,0.0001258836,0.0005708404,0.0004118937,0.0003249815,0.0003054244],"domain_scores_gemma":[0.9983155,0.0002030381,0.0003432127,0.0005323923,0.0004726355,0.0001332253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005370886,0.000662063,0.9932348,0.0005921915,0.002555676,0.0003787699,0.0001530402,7.63782e-7,0.0007739703,0.000003053126,0.0001137251,0.0009948437],"study_design_scores_gemma":[0.0008159104,0.0002213195,0.9657892,0.00006220341,0.003335136,0.000009204329,0.00002155266,0.0005658728,0.02901873,0.000001458359,0.00001724944,0.0001421845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983847,0.0003831003,0.0001289007,0.0001610212,0.0001296879,0.0006241105,0.0001465658,0.00002826722,0.00001363789],"genre_scores_gemma":[0.9978783,0.000091466,0.0002053072,0.00005918376,0.00004229117,0.00008154882,0.001188565,0.00002973444,0.0004236095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02824476,"threshold_uncertainty_score":0.7633017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1146029803196975,"score_gpt":0.2657092667349123,"score_spread":0.1511062864152148,"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."}}