{"id":"W2754356745","doi":"10.1016/j.resuscitation.2017.09.008","title":"A retrospective study of pulseless electrical activity, bedside ultrasound identifies interventions during resuscitation associated with improved survival to hospital admission. A REASON Study","year":2017,"lang":"en","type":"article","venue":"Resuscitation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston General Hospital; Saint John Regional Hospital; Dalhousie University; University of Ottawa","funders":"","keywords":"Medicine; Pulseless electrical activity; Resuscitation; Psychological intervention; Retrospective cohort study; Intensive care medicine; Emergency medicine; Cardiopulmonary resuscitation; Medical emergency; Internal medicine; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001103737,0.0003053032,0.000681976,0.0004984608,0.000844945,0.0002689649,0.0002336126,0.0001312059,0.00000819843],"category_scores_gemma":[0.007228527,0.0002653298,0.0002339937,0.000702831,0.00009949824,0.0006627961,0.0001079415,0.0003646214,0.00000540473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005325224,"about_ca_system_score_gemma":0.0001539354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008763582,"about_ca_topic_score_gemma":0.004212013,"domain_scores_codex":[0.9967525,0.0004082269,0.0006210063,0.0007180066,0.001115185,0.0003850838],"domain_scores_gemma":[0.9966648,0.0002568511,0.0008633258,0.0007682246,0.00120505,0.0002417589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003516089,0.006379412,0.911753,0.0001369025,0.001017886,0.00006250337,0.01413038,0.00005002738,0.06197204,0.00003409736,0.00007322619,0.0008744713],"study_design_scores_gemma":[0.006871758,0.004272508,0.9740921,0.0005993459,0.0006121594,0.000001941849,0.01115561,0.000110899,0.001905209,0.00009501841,7.412511e-7,0.0002826889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943596,0.00001839318,0.0002547681,0.0002883733,0.0009183076,0.00374315,0.0000266215,0.0001026917,0.0002881017],"genre_scores_gemma":[0.9990926,0.000007396015,0.00009991534,0.000003190052,0.0001895626,0.0002441921,0.00005741586,0.00005225248,0.0002535204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06233916,"threshold_uncertainty_score":0.9999799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01998089402145384,"score_gpt":0.3256275188018833,"score_spread":0.3056466247804295,"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."}}