{"id":"W2950794384","doi":"10.1111/apa.14895","title":"Sustained quality improvement collaboration and composite morbidity reduction in extremely low gestational age newborns","year":2019,"lang":"en","type":"article","venue":"Acta Paediatrica","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; Emissions Reduction Alberta","funders":"","keywords":"Medicine; Benchmarking; Gestational age; Quality management; Intensive care; Metric (unit); Pediatrics; Intensive care medicine; Pregnancy; Operations management; Management system","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002164658,0.0001023696,0.0001984516,0.00009093808,0.00004255418,0.00002397155,0.00003655712,0.00006769465,0.00004365024],"category_scores_gemma":[0.00003763657,0.0000918488,0.00002501606,0.0002627933,0.00001951676,0.0001266921,0.00004003147,0.000133211,0.00001669979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001972722,"about_ca_system_score_gemma":0.0001436959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007623515,"about_ca_topic_score_gemma":0.00006194985,"domain_scores_codex":[0.9989642,0.00005501599,0.0002988785,0.0002319395,0.0002557722,0.0001941918],"domain_scores_gemma":[0.9994757,0.00003883613,0.0001144429,0.000136492,0.0001174377,0.0001170777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001961542,0.0008544906,0.8139365,0.001190499,0.0000485765,0.00006723001,0.001458732,0.00004651451,0.1603239,0.001687272,0.006793968,0.01163077],"study_design_scores_gemma":[0.002163084,0.0002955648,0.993858,0.00002440091,0.00002313938,0.00001005199,0.0005185717,0.0001329394,0.0004752753,0.0005142679,0.00187465,0.0001100541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937074,0.000116788,0.00001067173,0.004384077,0.0001991454,0.0006048422,0.00002891038,0.00003010488,0.0009180866],"genre_scores_gemma":[0.9982097,0.0002574497,0.0003768061,0.000447719,0.0002280536,0.000009598159,0.0001119066,0.000007752057,0.0003510552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1799215,"threshold_uncertainty_score":0.3745485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01261677395707972,"score_gpt":0.2898143504964026,"score_spread":0.2771975765393229,"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."}}