{"id":"W4391693615","doi":"10.1016/j.gassur.2024.01.037","title":"Textbook outcome in liver surgery: open vs minimally invasive hepatectomy among patients with hepatocellular carcinoma","year":2024,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Hepatectomy; Hepatocellular carcinoma; Propensity score matching; Odds ratio; Internal medicine; Incidence (geometry); Surgery; Gastroenterology; Resection margin; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001356153,0.0004764596,0.001475409,0.001125013,0.00007222002,0.0001819109,0.0002604358,0.00009109236,0.0005451218],"category_scores_gemma":[0.0005939388,0.0003436583,0.0006794503,0.0007271924,0.0001553947,0.0007477557,0.0001373285,0.0006956988,0.0001205251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004072945,"about_ca_system_score_gemma":0.001278966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004515268,"about_ca_topic_score_gemma":0.00005859982,"domain_scores_codex":[0.9964024,0.0002372543,0.001493053,0.0004483626,0.0007695729,0.0006493577],"domain_scores_gemma":[0.9963657,0.001724268,0.0005722234,0.0002989393,0.0005372222,0.0005016598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002319489,0.0005406071,0.9546521,0.0004358749,0.0001574485,0.03778792,0.00009062815,0.000001290131,0.000134787,0.000002802399,0.002740861,0.001136244],"study_design_scores_gemma":[0.001364543,0.001297299,0.9869235,0.004892148,0.0003191149,0.003299069,0.00004424075,0.0004467238,0.0006492831,0.000008193962,0.0004457088,0.0003101546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972831,0.0008027003,0.00006703626,0.0003517147,0.0002366939,0.0007403573,0.00001609513,0.00003210777,0.0004701775],"genre_scores_gemma":[0.9972854,0.00003933921,0.001648508,0.000141842,0.0002036452,0.00003091542,0.00005052355,0.00009257265,0.0005073016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03448885,"threshold_uncertainty_score":0.9999015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08580867376109377,"score_gpt":0.2468637208872357,"score_spread":0.161055047126142,"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."}}