{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008259621,0.001668812,0.001158,0.001564318,0.001732226,0.0008596912,0.002250484,0.001967865,0.002364947],"category_scores_gemma":[0.01094051,0.0008335408,0.00194635,0.0009287738,0.001152973,0.00102764,0.001879007,0.001776389,0.0005839635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004458521,"about_ca_system_score_gemma":0.01131797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01292798,"about_ca_topic_score_gemma":0.01533826,"domain_scores_codex":[0.9908866,0.004486901,0.0007709958,0.001419764,0.001074881,0.001360849],"domain_scores_gemma":[0.9904107,0.001729366,0.002426085,0.001265527,0.002210016,0.001958385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1284388,0.533244,0.1794604,0.001152879,0.001423415,0.0002972001,0.002323162,0.006877386,0.009613809,0.0003284007,0.002233973,0.1346066],"study_design_scores_gemma":[0.04073553,0.5948855,0.3477531,0.0001103381,0.0008799306,0.00008327699,0.000785294,0.004139243,0.00771539,0.000155026,0.002602465,0.0001549736],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.9741939,0.00005419821,0.002177065,0.0001379608,0.00007928043,0.02207426,0.0005388345,0.00008941034,0.000655083],"genre_scores_gemma":[0.9008925,0.00009954239,0.01577306,0.0004020536,0.00014977,0.08051451,0.0008588209,0.00002524684,0.00128443],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.01292798,"threshold_uncertainty_score":0.04368156,"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."}}