{"id":"W162425542","doi":"10.1177/175045891202200605","title":"Reducing Mortality for High Risk Surgical Patients in the UK","year":2012,"lang":"en","type":"article","venue":"Journal of Perioperative Practice","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Mortality rate; Surgical procedures; General surgery; Population; Surgery; Emergency medicine; Environmental health","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":[0.0009379708,0.0002653929,0.0003696504,0.001001891,0.0006545319,0.001602422,0.0003855237,0.0009246534,0.007270311],"category_scores_gemma":[0.007905687,0.0001955007,0.0003636542,0.0008442063,0.000396148,0.0009493337,0.001839892,0.001162215,0.0007372694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002305654,"about_ca_system_score_gemma":0.003711452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02788912,"about_ca_topic_score_gemma":0.04765906,"domain_scores_codex":[0.9988605,0.0003763492,0.0001440542,0.00005278251,0.000297922,0.0002683515],"domain_scores_gemma":[0.9955924,0.0003687776,0.0008457563,0.00007575937,0.0007784379,0.002338862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001476484,0.0007199832,0.4510212,0.00228763,0.000297139,0.003117745,0.002644618,0.0005985451,0.002042076,0.003153809,0.1798397,0.352801],"study_design_scores_gemma":[0.0005299625,0.001513843,0.8891117,0.003485042,0.0001432284,0.002599242,0.003962728,0.0004497214,0.0003598629,0.001010499,0.09673834,0.00009570794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6587778,0.06493447,0.0009146462,0.1956494,0.004276252,0.0002931081,0.001484402,0.0001799428,0.07348998],"genre_scores_gemma":[0.9433622,0.0304325,0.001134071,0.01856698,0.001100966,0.0001241228,0.0004684453,0.00002673178,0.004783988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02788912,"threshold_uncertainty_score":0.0554536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02901533440565399,"score_gpt":0.3571024880948464,"score_spread":0.3280871536891924,"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."}}