{"id":"W2804098026","doi":"10.1016/j.resuscitation.2018.05.012","title":"Analysis of bystander CPR quality during out-of-hospital cardiac arrest using data derived from automated external defibrillators","year":2018,"lang":"en","type":"article","venue":"Resuscitation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Public Health; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Cardiopulmonary resuscitation; Resuscitation; Defibrillation; Emergency medicine; Shock (circulatory); Automated external defibrillator; Medical emergency; Internal 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":[0.001021134,0.0003748946,0.0005554667,0.001481264,0.0002104693,0.000997417,0.0003246472,0.0006292837,0.0005551748],"category_scores_gemma":[0.006709788,0.0001355247,0.0005172695,0.001425984,0.0002116828,0.0005572381,0.0003221428,0.0004197713,0.0002315919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003853076,"about_ca_system_score_gemma":0.0002902596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003667568,"about_ca_topic_score_gemma":0.004100011,"domain_scores_codex":[0.9989692,0.0002960765,0.0001459731,0.0001857591,0.0003127268,0.00009028411],"domain_scores_gemma":[0.9943057,0.002187404,0.00161488,0.0003568107,0.001284043,0.0002512216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001085547,0.00009735939,0.9847144,0.00004853879,0.0003080422,0.0001169341,0.000193318,0.001052345,0.003419302,0.00004097523,0.0002012543,0.008722051],"study_design_scores_gemma":[0.00001636987,0.0002578135,0.9960712,0.000009786248,0.0000897573,0.0001423262,0.0001262882,0.002303941,0.0007956368,0.00002529308,0.0001512792,0.00001029763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979943,0.000124156,0.0005045703,0.00002331266,0.000007125811,0.00001387799,0.0009706828,0.00001169437,0.0003503992],"genre_scores_gemma":[0.9981212,0.0000688732,0.0003127693,0.00001247526,0.00001565457,0.00001139274,0.001383485,0.000004229372,0.0000698508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003667568,"threshold_uncertainty_score":0.007292449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04369053875369495,"score_gpt":0.3505978183113986,"score_spread":0.3069072795577036,"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."}}