{"id":"W4388296472","doi":"10.1542/peds.2023-061273","title":"A Quality Improvement Initiative to Reduce Necrotizing Enterocolitis in Very Preterm Infants","year":2023,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Infant Nutrition and Health","field":"Nursing","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary; Alberta Children's Hospital","funders":"Alberta Health Services","keywords":"Medicine; Necrotizing enterocolitis; Ductus arteriosus; Parenteral nutrition; Incidence (geometry); Low birth weight; Pediatrics; Blood transfusion; Hemoglobin; Intensive care medicine; Internal medicine; Pregnancy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01441397,0.0006818898,0.0003575215,0.001522006,0.001044765,0.001411602,0.001431962,0.00101882,0.002372858],"category_scores_gemma":[0.03021037,0.0001968833,0.001008284,0.001509159,0.0004147152,0.0009040642,0.003085497,0.001606324,0.0002856505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00388431,"about_ca_system_score_gemma":0.02451513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01775975,"about_ca_topic_score_gemma":0.01688407,"domain_scores_codex":[0.9902484,0.004355837,0.0008686136,0.0005921487,0.002821712,0.00111335],"domain_scores_gemma":[0.9673323,0.00294436,0.008784013,0.001147716,0.008791237,0.01100035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004653233,0.003116717,0.3933153,0.002558861,0.0006809165,0.0002632531,0.001421867,0.001583585,0.002749552,0.00163047,0.07555491,0.5166593],"study_design_scores_gemma":[0.0006095959,0.002963963,0.9541571,0.001839593,0.0003146663,0.0002193905,0.001262832,0.001470064,0.001089612,0.000622359,0.03541308,0.00003795678],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.682501,0.03312699,0.03728702,0.1945731,0.005936427,0.004394167,0.009136068,0.002782798,0.03026232],"genre_scores_gemma":[0.9155594,0.007616851,0.04963448,0.01547799,0.001202294,0.002068938,0.005077496,0.00006673997,0.003295798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01775975,"threshold_uncertainty_score":0.07622927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05864743687707379,"score_gpt":0.3717149844839653,"score_spread":0.3130675476068915,"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."}}