{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01825575,0.0002764071,0.0002113539,0.0006249329,0.001010298,0.002022892,0.0007938437,0.0006392652,0.001715517],"category_scores_gemma":[0.0580042,0.0001457672,0.0003314732,0.0006946278,0.0009866261,0.0009548208,0.004748829,0.0009528578,0.0001248729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004909816,"about_ca_system_score_gemma":0.0137122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01010805,"about_ca_topic_score_gemma":0.01439086,"domain_scores_codex":[0.9734986,0.0186133,0.001570609,0.001037697,0.003667154,0.00161257],"domain_scores_gemma":[0.9632165,0.01051334,0.01590061,0.001919819,0.003719885,0.00472991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006886841,0.0007508992,0.7329338,0.0006838436,0.0002403747,0.0002522929,0.004237901,0.002329464,0.001401032,0.001647019,0.002869208,0.2519655],"study_design_scores_gemma":[0.0002015591,0.003301298,0.9738672,0.001180201,0.0001673841,0.0005219196,0.00468279,0.003643524,0.002778499,0.002201999,0.007406897,0.00004670206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792875,0.002466985,0.004576223,0.009032258,0.00008535014,0.0002137425,0.0001335831,0.00009123175,0.004113279],"genre_scores_gemma":[0.9959268,0.0002541154,0.003222757,0.0002283291,0.00002110677,0.00006681873,0.00005455999,0.000004613412,0.0002208117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01825575,"threshold_uncertainty_score":0.09654683,"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."}}