{"id":"W3132625978","doi":"10.1002/ccd.29476","title":"Risk stratifying patients with out‐of‐hospital cardiac arrest: The case for dynamic predictions models","year":2021,"lang":"en","type":"letter","venue":"Catheterization and Cardiovascular Interventions","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Medicine; Risk stratification; Cardiac catheterization; Cardiology; Internal medicine; Intensive care medicine; Emergency 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003043792,0.0002933267,0.0006816227,0.0001389019,0.0003656788,0.00009503903,0.00007802603,0.0003244533,0.000008826116],"category_scores_gemma":[0.00009461157,0.0002113028,0.003024163,0.0001878218,0.0001845206,0.0001398542,0.00005190971,0.0005412375,0.000001071616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005983806,"about_ca_system_score_gemma":0.00009255811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002935674,"about_ca_topic_score_gemma":0.0000132303,"domain_scores_codex":[0.9981654,0.0002603497,0.0004847327,0.000486011,0.0003807185,0.0002227321],"domain_scores_gemma":[0.9981138,0.00009559574,0.0002731982,0.0007498697,0.0007002109,0.00006730737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009323816,0.004771998,0.03093952,0.04704136,0.277131,0.00399384,0.02925216,0.03929629,0.0001611439,0.001230009,0.4189411,0.1463092],"study_design_scores_gemma":[0.02697679,0.005951453,0.06422528,0.01935245,0.1960377,0.0003546267,0.0144684,0.03663989,0.0001380791,0.002103565,0.6279127,0.005839093],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.116487,0.01100402,0.8150916,0.02059247,0.01929549,0.008588713,0.008291965,0.0002157836,0.000433037],"genre_scores_gemma":[0.9696322,0.0019296,0.001735279,0.003070172,0.002798652,0.001593853,0.01847233,0.0002512338,0.0005166424],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8531452,"threshold_uncertainty_score":0.8616678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01661437060267902,"score_gpt":0.2523688498814592,"score_spread":0.2357544792787802,"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."}}