{"id":"W2203122606","doi":"10.1097/aln.0000000000000972","title":"Preoperative Score to Predict Postoperative Mortality (POSPOM)","year":2015,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":199,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Cohort; Framingham Risk Score; Cohort study; Statistic; Retrospective cohort study; Emergency medicine; Surgery; Internal medicine; Disease","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":[0.0004955228,0.0002480935,0.0009405279,0.00009808622,0.00006525188,0.00001643487,0.000127367,0.0002010244,0.0001372652],"category_scores_gemma":[0.0006240848,0.0001745315,0.0002326191,0.0002288211,0.0001677916,0.00007971758,0.00004963581,0.0002022225,0.000539718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008131803,"about_ca_system_score_gemma":0.0002804191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001671262,"about_ca_topic_score_gemma":0.00002267083,"domain_scores_codex":[0.9982429,0.0003032763,0.0003234247,0.0004510818,0.0002889705,0.0003903565],"domain_scores_gemma":[0.998365,0.0002648669,0.00004536879,0.0004443595,0.0002774755,0.0006028699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006646545,0.0001259795,0.9870566,0.000009327719,0.0001210738,0.001230549,0.002065994,0.00002668018,0.000273595,0.00396996,0.003547854,0.0009077357],"study_design_scores_gemma":[0.001110301,0.002246106,0.9199013,0.0000269244,0.0001124515,0.0009006742,0.0005221419,0.0000187595,0.001160175,0.00007813551,0.07370804,0.0002150645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782485,0.0002709358,0.00003848087,0.0032308,0.0001439275,0.0007759057,0.000005036758,0.0001172171,0.01716925],"genre_scores_gemma":[0.9841254,0.00001896914,0.0005091049,0.01091061,0.000203156,0.00008150766,0.00004445504,0.00002596929,0.004080798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07016018,"threshold_uncertainty_score":0.7117189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06009346096971313,"score_gpt":0.3210744797482002,"score_spread":0.2609810187784871,"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."}}