{"id":"W3095042330","doi":"10.1177/0003134820949511","title":"Frailty as a Predictor of Postoperative Morbidity and Mortality Following Liver Resection","year":2020,"lang":"en","type":"article","venue":"The American Surgeon","topic":"Frailty in Older Adults","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Perioperative; Odds ratio; Retrospective cohort study; Surgery; Logistic regression; Frailty Index; Resection; Internal medicine; Cohort; Gastroenterology","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":[0.0002250604,0.000121382,0.0003735757,0.00002911698,0.00006606925,0.000008651734,0.0000768905,0.00002640019,0.00007375475],"category_scores_gemma":[0.0006269248,0.00008525361,0.0001053723,0.0003186305,0.0003407135,0.00007465227,0.00007297483,0.0002049213,0.00001513409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003023146,"about_ca_system_score_gemma":0.00007167166,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006694916,"about_ca_topic_score_gemma":0.0001194359,"domain_scores_codex":[0.9989273,0.000152246,0.0002056147,0.0002330774,0.0003191646,0.0001625783],"domain_scores_gemma":[0.9991763,0.0001898715,0.000142836,0.0002701747,0.00007605211,0.0001448187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002299512,0.0002162378,0.8824364,0.0001618478,0.0008420722,0.0003053526,0.01509828,0.00002152684,0.07265852,0.0001456243,0.00926809,0.01654656],"study_design_scores_gemma":[0.0007507156,0.001387181,0.9810987,0.00007200324,0.0001782453,0.00004103952,0.001299977,0.0009672001,0.01226991,0.00005571026,0.001754222,0.0001251206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931393,0.0001508439,0.00007263342,0.004602558,0.00007073734,0.0003307873,0.00002179407,0.00005850954,0.001552843],"genre_scores_gemma":[0.9975471,0.00009479293,0.00009493461,0.001970533,0.00008333148,0.000010288,0.00001039126,0.00001551065,0.0001731519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0986623,"threshold_uncertainty_score":0.9999196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0486024311375964,"score_gpt":0.3170346781002498,"score_spread":0.2684322469626534,"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."}}