{"id":"W4399546169","doi":"10.1097/sla.0000000000006372","title":"Association between Complications and Death Within 30 days after General Surgery","year":2024,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; St. Joseph’s Healthcare Hamilton; Western University; Population Health Research Institute; University of Alberta; Impact; London Health Sciences Centre; McMaster University","funders":"","keywords":"Medicine; Hazard ratio; Surgery; Sepsis; Prospective cohort study; Complication; Cohort; Proportional hazards model; Stroke (engine); Cohort study; Confidence interval; Epidemiology; Dialysis; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007437139,0.0002111257,0.00029492,0.0005978847,0.0001957999,0.0003850598,0.0002822019,0.0003330837,0.001223489],"category_scores_gemma":[0.005792096,0.0001526044,0.0005241443,0.0006552594,0.0002452549,0.0002673915,0.0004438281,0.0006652869,0.00008524955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002489449,"about_ca_system_score_gemma":0.0003945331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002767927,"about_ca_topic_score_gemma":0.003719026,"domain_scores_codex":[0.9993052,0.0002137235,0.00007769314,0.0001239298,0.0001525385,0.0001269017],"domain_scores_gemma":[0.9944829,0.001229803,0.003232849,0.0002040277,0.0003474667,0.0005029381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007326697,0.00001197073,0.9990752,0.000008925104,0.00006380495,0.00003137983,0.000007933937,0.00004280265,0.00003712645,0.000007456251,0.00004056854,0.0005994673],"study_design_scores_gemma":[0.000003672747,0.00004155963,0.9996212,0.000004544282,0.00001815881,0.0001313583,0.00001886785,0.00009691763,0.00001250829,0.00001314515,0.0000365303,0.000001607033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984829,0.0007543778,0.0001119421,0.00006745532,0.000008242606,0.000007240596,0.0002585728,0.000003467532,0.0003059176],"genre_scores_gemma":[0.999482,0.0001734526,0.00004950427,0.00001287238,0.00001066009,0.000003816799,0.0002238772,0.000001113129,0.00004295112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002767927,"threshold_uncertainty_score":0.005503595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.205299341845726,"score_gpt":0.3500333739543541,"score_spread":0.1447340321086282,"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."}}