{"id":"W4401708142","doi":"10.1002/jso.27820","title":"Laparoscopic versus open hepatic resection in patients ≥75 years old: A NSQIP analysis evaluating 2674 patients","year":2024,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Alberta","funders":"","keywords":"Medicine; Hepatectomy; Odds ratio; Propensity score matching; Cohort; Internal medicine; Complication; Multivariate analysis; Body mass index; Surgery; Demographics; Retrospective cohort study; 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":[],"consensus_categories":[],"category_scores_codex":[0.001090875,0.0001387159,0.0007787112,0.0007005263,0.00003724613,0.00005772806,0.0001466159,0.0001806957,0.0004976514],"category_scores_gemma":[0.0001731236,0.0001075214,0.0003226323,0.001127437,0.00003909137,0.0002025526,0.00008950461,0.0004283874,0.00003944995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007570294,"about_ca_system_score_gemma":0.0002656505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001232156,"about_ca_topic_score_gemma":0.0000600202,"domain_scores_codex":[0.9978228,0.0004085982,0.0007771896,0.0002298915,0.0005077884,0.0002537988],"domain_scores_gemma":[0.9986953,0.0005004701,0.000243418,0.0001351271,0.0002394726,0.0001862806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003945167,0.0009485132,0.9472299,0.00004037198,0.000915904,0.001323443,0.0003117548,0.00001261628,0.00001115376,0.00001699488,0.0002962836,0.04494788],"study_design_scores_gemma":[0.0269739,0.02137449,0.9260238,0.0003304732,0.003350498,0.00003166631,0.00007124658,0.003930393,0.00008584061,0.0000795665,0.01757115,0.000176905],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957057,0.0003846685,0.000002898586,0.000416025,0.0008340204,0.0004197335,0.000004441455,0.000009741233,0.002222795],"genre_scores_gemma":[0.9989111,0.0002071426,0.0003806451,0.000049107,0.0001590871,0.00001749552,0.00004185467,0.00001609832,0.0002174516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04477098,"threshold_uncertainty_score":0.5448934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1058589779088216,"score_gpt":0.3905215949814143,"score_spread":0.2846626170725927,"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."}}