{"id":"W2317737255","doi":"10.1097/ccm.0000000000001072","title":"Model Calibration in a Large Cohort Study","year":2015,"lang":"en","type":"letter","venue":"Critical Care Medicine","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Biostatistics; Anesthesiology; Epidemiology; Family medicine; Clinical epidemiology; Perioperative medicine; Orthopedic surgery; Cohort; Cohort study; Medical education; Emergency medicine; Internal medicine; Surgery; Anesthesia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.04141225,0.0003829694,0.0007097665,0.0006068239,0.0007915851,0.001718355,0.001428448,0.002098394,0.003606124],"category_scores_gemma":[0.1980949,0.0004338488,0.001302558,0.001140988,0.0005282381,0.001044503,0.001087857,0.002993131,0.0005729459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001443426,"about_ca_system_score_gemma":0.00144179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00999352,"about_ca_topic_score_gemma":0.009802681,"domain_scores_codex":[0.9784415,0.01843949,0.0008119609,0.001169747,0.0007360859,0.0004011399],"domain_scores_gemma":[0.8606545,0.1118881,0.005169201,0.0169687,0.004315241,0.001004239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002203939,0.0002865174,0.8634754,0.0001410957,0.002032452,0.003769389,0.00155552,0.01450672,0.0002676689,0.009227854,0.04342296,0.05911053],"study_design_scores_gemma":[0.001529584,0.001472976,0.5077338,0.0008167918,0.002433107,0.01124478,0.003359081,0.3646356,0.0008021123,0.07210492,0.03357005,0.0002972233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.91038,0.001914939,0.02715761,0.05059201,0.001197345,0.0001744952,0.002118109,0.0002255994,0.006239853],"genre_scores_gemma":[0.9902259,0.0003364711,0.00429751,0.003382701,0.0002875545,0.00009456569,0.0006759328,0.00003566094,0.0006637092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04141225,"threshold_uncertainty_score":0.2190115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04324651652291307,"score_gpt":0.3495661161696493,"score_spread":0.3063195996467362,"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."}}