{"id":"W3154747744","doi":"10.1016/j.cjco.2021.02.008","title":"Mandating Training Is Not Enough: The State of Cardiopulmonary Resuscitation and Automated External Defibrillator Training in Ontario Schools","year":2021,"lang":"en","type":"article","venue":"CJC Open","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"ZOLL Medical Corporation","keywords":"Cardiopulmonary resuscitation; Training (meteorology); Automated external defibrillator; Medical emergency; Medicine; State (computer science); Medical education; Resuscitation; Emergency medicine; Computer science; Geography; Meteorology","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":[0.0006620297,0.0001072655,0.0004157151,0.00006677233,0.0001015441,0.00009584284,0.00007671768,0.00004712368,0.00001830369],"category_scores_gemma":[0.000175759,0.000084756,0.00007011548,0.0002014948,0.0000469731,0.000217991,0.000114496,0.0002244929,0.000003211333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009730828,"about_ca_system_score_gemma":0.0006741954,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006938772,"about_ca_topic_score_gemma":0.006457429,"domain_scores_codex":[0.9988602,0.0001102462,0.0003530295,0.0002480966,0.0002411218,0.0001872751],"domain_scores_gemma":[0.9993812,0.0001292206,0.00012289,0.0001888575,0.0001080642,0.00006974229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001612465,0.00005460291,0.2499705,0.0002956019,0.0004965475,0.0005663172,0.3786891,0.001153129,0.1134298,0.0002934451,0.0006857605,0.2527527],"study_design_scores_gemma":[0.002024503,0.00004961851,0.9769485,0.0009235754,0.00007688488,0.00009722213,0.01277984,0.001733524,0.003071259,0.0005097648,0.001640388,0.0001449102],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920102,0.0002335061,0.00003556551,0.0005863275,0.0002907399,0.0004217284,0.0000131081,0.00002552384,0.006383346],"genre_scores_gemma":[0.9965913,0.00003134435,0.002717423,0.0002084763,0.00007300211,0.00001606794,0.0000337836,0.00001626378,0.0003122976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7269781,"threshold_uncertainty_score":0.9996741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04280518077915735,"score_gpt":0.3113679580248628,"score_spread":0.2685627772457055,"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."}}