{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01158054,0.0008736582,0.001587901,0.0008325482,0.001090183,0.002577067,0.001781925,0.007400807,0.003799645],"category_scores_gemma":[0.09914882,0.000529592,0.001352552,0.0007343255,0.001485693,0.004182468,0.001601821,0.01372557,0.002305187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002286983,"about_ca_system_score_gemma":0.00316832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009927589,"about_ca_topic_score_gemma":0.01295768,"domain_scores_codex":[0.9932421,0.004828852,0.0005544758,0.0004835249,0.0006559584,0.000235057],"domain_scores_gemma":[0.936186,0.05288098,0.001181471,0.002181062,0.005970098,0.001600446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001088984,0.0002156913,0.06525921,0.0003479034,0.0003081899,0.003470456,0.0008063172,0.01390449,0.0003947749,0.02651093,0.6800481,0.207645],"study_design_scores_gemma":[0.0007274115,0.0004587854,0.01862406,0.00313577,0.0003179725,0.007147023,0.002200305,0.187684,0.0007147272,0.4604851,0.318153,0.0003517306],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003654249,0.001993926,0.005040891,0.9832749,0.003391065,0.00002964537,0.0001798574,0.00005297125,0.002382435],"genre_scores_gemma":[0.2792515,0.01199583,0.04550046,0.5625653,0.08777069,0.0006563848,0.0009605312,0.000267165,0.01103213],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01158054,"threshold_uncertainty_score":0.06124449,"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."}}