{"id":"W4388127297","doi":"10.3389/fped.2023.1271730","title":"Overnight staffing in Canadian neonatal and pediatric intensive care units","year":2023,"lang":"en","type":"article","venue":"Frontiers in Pediatrics","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; McMaster University; Alberta Health Services; University of Alberta; Children's Hospital of Eastern Ontario; University of Calgary; Institute for Clinical Evaluative Sciences; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Intensive care; Staffing; Family medicine; Neonatal intensive care unit; Emergency medicine; Pediatrics; Nursing; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001442727,0.0001533395,0.0002930773,0.001563154,0.00006263088,0.00001896334,0.0000853899,0.0001559179,0.0000145227],"category_scores_gemma":[0.001153096,0.0001444692,0.00003272223,0.002535258,0.00002526451,0.00008900864,0.00006665527,0.0003505803,0.0000166961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000389498,"about_ca_system_score_gemma":0.000874315,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01748058,"about_ca_topic_score_gemma":0.02775153,"domain_scores_codex":[0.9987125,0.00002313628,0.0002467532,0.0002710678,0.0002053936,0.0005411205],"domain_scores_gemma":[0.9990418,0.00005785254,0.0000402242,0.000159021,0.0002144273,0.0004866724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000160856,0.00000334722,0.9657033,0.0001146753,0.000003198037,0.0008348116,0.004185338,0.00001660805,2.330991e-7,0.00001882533,0.02561355,0.003490003],"study_design_scores_gemma":[0.001322062,0.000101667,0.9451278,0.00002864139,0.00005492009,0.00001208009,0.03175414,0.0005939457,0.00000353501,0.00008064924,0.02067996,0.0002405743],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908566,0.006485328,0.00001705915,0.0008493412,0.0009440471,0.0002723625,0.00005122059,0.00004732992,0.0004766707],"genre_scores_gemma":[0.9944249,0.00337976,0.0005628485,0.0004765334,0.000292337,0.000009119799,0.0001035799,0.00002941244,0.0007215498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0275688,"threshold_uncertainty_score":0.9899895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012592722294662,"score_gpt":0.2432369720197931,"score_spread":0.2331110447968465,"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."}}