{"id":"W2792098960","doi":"10.1097/sla.0000000000002741","title":"Technical Performance as a Predictor of Clinical Outcomes in Laparoscopic Gastric Cancer Surgery","year":2018,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Perioperative; Odds ratio; Logistic regression; Cancer; Gastrectomy; Comorbidity; Retrospective cohort study; Surgery; General surgery; Laparoscopy; Internal medicine","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":[0.001593237,0.0001763915,0.001439855,0.0006044778,0.00002127583,0.000004973327,0.0001173438,0.0001334389,0.0004224829],"category_scores_gemma":[0.001262755,0.0001440287,0.0004970711,0.0007670876,0.0003213808,0.0001338454,0.00008362798,0.0001960489,0.00002022619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001808217,"about_ca_system_score_gemma":0.0004246391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003709193,"about_ca_topic_score_gemma":0.00005484782,"domain_scores_codex":[0.9973497,0.00006303649,0.001436076,0.000286677,0.0004695572,0.0003949972],"domain_scores_gemma":[0.9975493,0.001211754,0.0004621801,0.000396033,0.0002445444,0.0001362225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004520382,0.000291911,0.9565129,0.0002741943,0.00009276962,0.00001573318,0.00001872503,7.212843e-7,0.00004696122,0.00001283061,0.02575601,0.01652525],"study_design_scores_gemma":[0.0005098481,0.0001693081,0.9944724,0.0005149097,0.00005605442,0.000004615975,0.00001781844,0.00001852983,0.001361788,0.00002154704,0.002750618,0.0001025581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955192,0.0004078381,0.000004739327,0.001886723,0.0007640522,0.0002273186,0.00001408886,0.00003803826,0.001138053],"genre_scores_gemma":[0.993971,0.003725128,0.00006233239,0.001085395,0.0003138178,0.00003126736,0.000008765462,0.00001922028,0.0007830755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03795955,"threshold_uncertainty_score":0.5873321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.263119273466458,"score_gpt":0.4207722413443425,"score_spread":0.1576529678778845,"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."}}