{"id":"W4385514638","doi":"10.1001/jamanetworkopen.2023.27272","title":"Effectiveness of a Novel Tablet Application in Reducing Guideline Deviations During Pediatric Cardiac Arrest","year":2023,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"Università degli Studi di Padova","keywords":"Medicine; Randomized controlled trial; Checklist; Guideline; Cardiopulmonary resuscitation; Anesthesiology; Emergency medicine; Workload; Physical therapy; Medical emergency; Pediatrics; Resuscitation; Surgery; Psychology; Anesthesia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009482228,0.0005980882,0.0006183559,0.0004110636,0.0001760473,0.0006388692,0.0005223988,0.0007102194,0.004490341],"category_scores_gemma":[0.004676697,0.0002140497,0.0007288018,0.0001812561,0.0002280224,0.0004876602,0.0004068996,0.0005344488,0.0002989837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002335572,"about_ca_system_score_gemma":0.0004281164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005909993,"about_ca_topic_score_gemma":0.0009305408,"domain_scores_codex":[0.9992205,0.0003813676,0.00007939568,0.0001142991,0.000143806,0.00006060358],"domain_scores_gemma":[0.9986947,0.0007588619,0.0002556736,0.00005014635,0.00006687458,0.0001736763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1657742,0.08365159,0.01186504,0.006758287,0.001231874,0.0003749724,0.0006810072,0.002635354,0.01866798,0.0001922579,0.003742893,0.7044246],"study_design_scores_gemma":[0.1311027,0.711526,0.1143912,0.001073709,0.002951562,0.0005378288,0.0006450798,0.01635818,0.01407689,0.0002280921,0.00694814,0.0001605992],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945673,0.0008801147,0.001184151,0.0002184446,0.00008852276,0.001403393,0.0002202393,0.0001649007,0.001273014],"genre_scores_gemma":[0.9813897,0.001182405,0.01268518,0.0003169617,0.0001265055,0.003046336,0.0002417364,0.00001635334,0.0009948787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004490341,"threshold_uncertainty_score":0.01502168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01582058039825481,"score_gpt":0.3099736778224214,"score_spread":0.2941530974241666,"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."}}