{"id":"W3135551229","doi":"10.1186/s12873-021-00416-4","title":"Multi-centre implementation of an Educational program to improve the Cardiac Arrest diagnostic accuracy of ambulance Telecommunicators and survival outcomes for sudden cardiac arrest victims: the EduCATe study design and methodology","year":2021,"lang":"en","type":"article","venue":"BMC Emergency Medicine","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"IBM (Canada); University of Calgary; Heart and Stroke Foundation; Alberta Health Services; Nova Scotia Health Authority; North York General Hospital; St. Michael's Hospital; Sunnybrook Hospital; Providence Health Care; Provincial Health Services Authority; Ottawa Hospital; Dalhousie University; University of Toronto; Ottawa Public Health; University of British Columbia; University of Prince Edward Island; University of Ottawa","funders":"","keywords":"Medicine; Sudden cardiac arrest; Medical emergency; Sudden cardiac death; Population; Emergency medicine; Cardiopulmonary resuscitation; Bystander effect; Automated external defibrillator; Resuscitation; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002314192,0.0002220359,0.0007204892,0.00008494733,0.0001820895,0.000006857464,0.0001658516,0.00005703459,0.00003790882],"category_scores_gemma":[0.004855985,0.0001302048,0.0001394698,0.0003596837,0.0002126696,0.00007504236,0.0001015384,0.0001484338,6.135496e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002838185,"about_ca_system_score_gemma":0.0003767696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001012794,"about_ca_topic_score_gemma":0.0008153865,"domain_scores_codex":[0.9970404,0.001278044,0.0007176323,0.0003722447,0.0003332404,0.0002584463],"domain_scores_gemma":[0.9921083,0.006258858,0.0003199585,0.0006440732,0.0005123087,0.0001565061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001768032,0.0005894419,0.9650834,0.0002870308,0.0006692339,5.925421e-7,0.01311949,0.00002017192,0.005533838,0.00008971,0.001356207,0.01307415],"study_design_scores_gemma":[0.001633431,0.0005065439,0.9469059,0.00006010097,0.001094346,4.85253e-7,0.04798129,0.00008018564,0.0007207155,0.00007647055,0.0008136445,0.0001268712],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741061,0.002826947,0.001097131,0.006992313,0.00958599,0.005312141,0.00004965063,0.00001716171,0.00001253073],"genre_scores_gemma":[0.9829299,0.001426072,0.01326797,0.00005724561,0.0009823953,0.001034612,0.0001884338,0.00003738132,0.00007603443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0348618,"threshold_uncertainty_score":0.5813418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0988143681383512,"score_gpt":0.4463854992768066,"score_spread":0.3475711311384554,"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."}}