{"id":"W4388573813","doi":"10.1161/circoutcomes.123.010491","title":"Ten Steps Toward Improving In-Hospital Cardiac Arrest Quality of Care and Outcomes","year":2023,"lang":"en","type":"review","venue":"Circulation Cardiovascular Quality and Outcomes","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Alberta; University of Ottawa; Stollery Children's Hospital","funders":"National Institute for Health Research Applied Research Collaboration West; U.S. Department of Defense; Agency for Healthcare Research and Quality; National Institutes of Health; Laerdal Foundation for Acute Medicine; University Hospitals Coventry and Warwickshire NHS Trust; British Heart Foundation; National Institute for Health and Care Research; ZOLL Medical Corporation; European Resuscitation Council; American Heart Association; National Heart, Lung, and Blood Institute; Heart and Stroke Foundation of Canada","keywords":"Medicine; Cardiopulmonary resuscitation; Quality management; Emergency medicine; Quality (philosophy); Intensive care medicine; Medical emergency; Resuscitation; Operations management","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":[0.003006935,0.0006453463,0.006381982,0.0004698238,0.0001233788,0.00006928416,0.0001245969,0.000654306,0.000002269863],"category_scores_gemma":[0.001399617,0.0005193322,0.004638182,0.0005503206,0.0002282431,0.0001819581,0.0001934751,0.0005189218,0.000009295444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002526769,"about_ca_system_score_gemma":0.0003059254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009164111,"about_ca_topic_score_gemma":0.00003617765,"domain_scores_codex":[0.9945524,0.001133161,0.001896488,0.0009423343,0.00107569,0.0003999363],"domain_scores_gemma":[0.996876,0.0009942102,0.0006289083,0.00101387,0.0002699974,0.0002170312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001629198,0.00004449712,0.3683503,0.08885606,0.005232841,0.00002046957,0.001610377,0.00001865056,9.129016e-7,0.0004188711,0.000007560891,0.5354232],"study_design_scores_gemma":[0.00137448,0.0000342385,0.9546496,0.003281636,0.00429396,0.000001806217,0.001963371,0.000003585056,4.973954e-7,0.00006075171,0.03367563,0.0006603985],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02215541,0.9720271,0.0001128536,0.0001021848,0.002776458,0.002311323,0.000237568,0.0001189441,0.0001582191],"genre_scores_gemma":[0.06599244,0.9325786,0.0001401,0.00002635532,0.0003439863,0.0001443803,0.0006425335,0.0001047734,0.00002689668],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5862994,"threshold_uncertainty_score":0.9997258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0716966947081384,"score_gpt":0.3722554758572634,"score_spread":0.300558781149125,"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."}}