{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004227503,0.001297217,0.003895165,0.002617482,0.0003341836,0.001924446,0.001703015,0.001725673,0.004450471],"category_scores_gemma":[0.006680759,0.0004427685,0.003166611,0.002391559,0.0005185143,0.002115987,0.00113368,0.003129638,0.0007090772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001563478,"about_ca_system_score_gemma":0.005469376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005424548,"about_ca_topic_score_gemma":0.01042775,"domain_scores_codex":[0.9989648,0.000275595,0.0002743675,0.0001363822,0.0002661151,0.000082661],"domain_scores_gemma":[0.9963006,0.002510908,0.0004637703,0.00004300186,0.0005575981,0.0001241163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002395949,0.0001406501,0.000891427,0.1376632,0.00235238,0.00006798447,0.00009905617,0.0004573583,0.0002672623,0.002775338,0.01424811,0.8407977],"study_design_scores_gemma":[0.000542129,0.0009029898,0.01745529,0.412133,0.0215575,0.0007569991,0.0006690264,0.0007072308,0.0006054506,0.00756749,0.5369424,0.0001605036],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001001916,0.9991378,0.00007735181,0.0003671272,0.0001173143,0.000007348719,0.00002731302,0.000004915353,0.0001605559],"genre_scores_gemma":[0.001304221,0.9978189,0.0003522963,0.000317333,0.00009929282,0.00001370477,0.00003771161,0.000001207604,0.00005528133],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005424548,"threshold_uncertainty_score":0.02235746,"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."}}