{"id":"W2550752904","doi":"10.1001/jamapediatrics.2016.2535","title":"Survival Rates Following Pediatric In-Hospital Cardiac Arrests During Nights and Weekends","year":2016,"lang":"en","type":"article","venue":"JAMA Pediatrics","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; Royal College of Physicians and Surgeons of Canada; McGill University","funders":"National Institute of Neurological Disorders and Stroke","keywords":"Medicine; Cardiopulmonary resuscitation; Evening; Emergency medicine; Logistic regression; Staffing; Bivariate analysis; Proportional hazards model; Resuscitation; Pediatrics; Internal medicine; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001069231,0.0002010689,0.000197198,0.001096872,0.0002292978,0.0004087713,0.0003507036,0.0002399315,0.001528261],"category_scores_gemma":[0.004639525,0.00009862128,0.0004363433,0.0006990164,0.0002297982,0.0005192831,0.0006196128,0.000382939,0.0002058947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004263371,"about_ca_system_score_gemma":0.0003904689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003314032,"about_ca_topic_score_gemma":0.005561815,"domain_scores_codex":[0.9994778,0.0001158128,0.00006085029,0.0001065391,0.0001151104,0.0001238525],"domain_scores_gemma":[0.9958298,0.0005452444,0.00266116,0.0001675458,0.0003557481,0.0004404555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007264249,0.00001363909,0.9972926,0.00001388146,0.00002540522,0.00003106014,0.00006093653,0.000096367,0.00006014004,0.00001791377,0.0002142451,0.002101125],"study_design_scores_gemma":[0.000002137714,0.00005191164,0.9994216,0.000005903161,0.00001065495,0.0001047043,0.0001044565,0.0001344367,0.00004492724,0.0000160505,0.0001011132,0.000002173871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99822,0.0002488234,0.0001249946,0.00005500122,0.000008166162,0.000006043488,0.0009516976,0.00001150149,0.0003736883],"genre_scores_gemma":[0.9983498,0.0001529397,0.00008109144,0.0000109301,0.00001279863,0.000008084276,0.001282803,0.000002783705,0.00009872625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003314032,"threshold_uncertainty_score":0.006589472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005725736750051722,"score_gpt":0.245886409100256,"score_spread":0.2401606723502043,"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."}}