{"id":"W4402577998","doi":"10.1016/j.resuscitation.2024.110381","title":"The impact of real-time feedback on ventilation quality during out-of-hospital cardiac arrest: A before-and-after study","year":2024,"lang":"en","type":"article","venue":"Resuscitation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; South Bruce Grey Health Centre; Trent University; Regional Municipality of Waterloo; Sunnybrook Health Science Centre","funders":"ZOLL Medical Corporation","keywords":"Medicine; Ventilation (architecture); Quality (philosophy); Emergency medicine; Intensive care medicine; Medical emergency; 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":[0.0007587785,0.0001408147,0.0002893985,0.0001355107,0.00008677929,0.00004488862,0.00003929758,0.00006794786,0.000005725999],"category_scores_gemma":[0.0002105857,0.00009107336,0.0003001943,0.0002639901,0.00009266517,0.0001363427,0.0000245076,0.0001244294,0.000022755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001302197,"about_ca_system_score_gemma":0.00008457793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001594973,"about_ca_topic_score_gemma":0.00002554313,"domain_scores_codex":[0.9985416,0.000167029,0.0004409593,0.0002481008,0.0004435569,0.0001587386],"domain_scores_gemma":[0.9990577,0.000295814,0.0001449718,0.0002649731,0.0001719689,0.00006455677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006932491,0.0007264989,0.8498096,0.001301057,0.002048857,0.00004093454,0.04476755,0.0003757661,0.07246264,0.0008639772,0.0004980376,0.02017255],"study_design_scores_gemma":[0.0005704649,0.0007042343,0.9963351,0.0002948036,0.0001491364,9.316426e-8,0.0008313337,0.0002466356,0.000489018,0.0002751827,0.00002059078,0.00008332909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957914,0.0001483339,0.00001202902,0.0001552776,0.002454052,0.0008502477,0.00003144265,0.00004680113,0.0005103886],"genre_scores_gemma":[0.9992853,0.00008298018,0.00003414794,0.000001103483,0.0003644098,0.00004207978,0.00003662228,0.00002230705,0.0001310775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1465255,"threshold_uncertainty_score":0.3713864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01181433220737511,"score_gpt":0.3247484680268444,"score_spread":0.3129341358194693,"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."}}