{"id":"W3113770040","doi":"10.3389/fped.2020.598475","title":"Assessment of Healthcare Provider Workload in Neonatal Resuscitation","year":2020,"lang":"en","type":"article","venue":"Frontiers in Pediatrics","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"University of Alberta; Children's Hospital Foundation; Stollery Children’s Hospital Foundation; Women and Children's Health Research Institute; Children's Health Research Institute; Heart and Stroke Foundation of Canada","keywords":"Workload; Neonatal resuscitation; Medicine; Psychological intervention; Interquartile range; Neonatal intensive care unit; Health care; Intensive care; Gestational age; Emergency medicine; Medical emergency; Resuscitation; Pediatrics; Nursing; Pregnancy; Intensive care medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005756653,0.00009229502,0.000246708,0.0002618161,0.00007443123,5.286303e-7,0.0001524184,0.0001879545,0.00002210827],"category_scores_gemma":[0.0007285249,0.00009518651,0.00003169887,0.001027871,0.00003390334,0.0001333243,0.00005288787,0.0006746335,0.000008797379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002655631,"about_ca_system_score_gemma":0.0008478244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001189211,"about_ca_topic_score_gemma":0.0001580789,"domain_scores_codex":[0.998014,0.0003772482,0.0007252666,0.0002318228,0.0003482966,0.0003034041],"domain_scores_gemma":[0.9990581,0.0001784498,0.0003779958,0.000143736,0.00009456733,0.0001471944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005986252,0.00002696492,0.9761989,0.0005759028,0.000002218785,0.000003833529,0.009508413,0.0003571337,0.000001581338,0.0003540738,0.009532697,0.003378466],"study_design_scores_gemma":[0.001944132,0.0001075759,0.9607078,0.0001741453,0.00001188913,6.713542e-8,0.01632577,0.003818508,0.00000169911,0.0007340738,0.01603164,0.0001427352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5856873,0.007201024,0.2690215,0.1150921,0.01191774,0.00514735,0.0002029984,0.0001847226,0.005545183],"genre_scores_gemma":[0.9801765,0.0006701319,0.01700893,0.001651827,0.0002501393,0.0001000138,0.00006450208,0.00001287658,0.0000650902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3944891,"threshold_uncertainty_score":0.3881593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04984714362400087,"score_gpt":0.3968659312889811,"score_spread":0.3470187876649802,"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."}}