{"id":"W2112882894","doi":"10.1016/j.resuscitation.2010.02.005","title":"Increased survival after EMS witnessed cardiac arrest. Observations from the Resuscitation Outcomes Consortium (ROC) Epistry—Cardiac arrest","year":2010,"lang":"en","type":"article","venue":"Resuscitation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Sunnybrook Health Science Centre; Associated Medical Services; University of Toronto; University of Ottawa; University of British Columbia","funders":"NIH Clinical Center; National Heart, Lung, and Blood Institute; Canadian Institutes of Health Research","keywords":"Medicine; Bystander effect; Cardiopulmonary resuscitation; Population; Defibrillation; Emergency medical services; Emergency medicine; Ventricular fibrillation; Internal medicine; Resuscitation","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001432186,0.0005343172,0.0008327907,0.0002084352,0.000585291,0.0002690562,0.0002907523,0.0004402515,0.00008271507],"category_scores_gemma":[0.003178784,0.0004086266,0.0006797517,0.0009190515,0.0005066122,0.0005720801,0.00008349901,0.0009092717,0.0002133738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001607595,"about_ca_system_score_gemma":0.0004817955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001484991,"about_ca_topic_score_gemma":0.0009493859,"domain_scores_codex":[0.9956251,0.0006004751,0.0009586645,0.0008562732,0.001332379,0.0006270951],"domain_scores_gemma":[0.9942133,0.002800012,0.0004555713,0.001262059,0.0008899229,0.0003790984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009215458,0.0001705869,0.9075567,0.00009823348,0.0005950858,0.00002557774,0.001665797,0.00006354375,0.07969029,0.002701072,0.005551013,0.0009605663],"study_design_scores_gemma":[0.001812718,0.00004258368,0.9813943,0.0001434013,0.0006342417,3.602326e-7,0.001418877,0.0003154045,0.0007172682,0.002110198,0.01093935,0.0004713278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595631,0.0002359315,0.0005373223,0.008075738,0.02768178,0.001590158,0.0006103794,0.0002838683,0.001421719],"genre_scores_gemma":[0.9902985,0.00009812575,0.001784782,0.0005751824,0.003360908,0.0004820842,0.003054003,0.00009880061,0.0002475768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07897303,"threshold_uncertainty_score":0.9998366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02026069773810657,"score_gpt":0.2745490094061538,"score_spread":0.2542883116680473,"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."}}