{"id":"W4407894973","doi":"10.1542/peds.2024-069575","title":"Tackling Antibiotic Stewardship Challenges in the Neonatal Intensive Care Unit Through Rigorous Quality Improvement","year":2025,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Intensive care medicine; Neonatal intensive care unit; Sepsis; Antibiotics; Antibiotic Stewardship; Retinopathy of prematurity; Antimicrobial stewardship; Neonatal sepsis; Necrotizing enterocolitis; Intensive care; Intensive care unit; Pediatrics; Antibiotic resistance; Internal medicine; Pregnancy; Gestational age; Microbiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04525091,0.001699098,0.001833895,0.002965433,0.005170229,0.01755308,0.005267012,0.007265608,0.002876455],"category_scores_gemma":[0.1383598,0.000579436,0.001995115,0.003134048,0.005379182,0.01080579,0.01589395,0.01652394,0.0009375714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.011073,"about_ca_system_score_gemma":0.06395464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007759479,"about_ca_topic_score_gemma":0.02160971,"domain_scores_codex":[0.9393784,0.02832882,0.006465473,0.003802786,0.01825869,0.003765899],"domain_scores_gemma":[0.8775581,0.05540815,0.01458162,0.007247203,0.02749535,0.01770956],"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":[0.0001842139,0.0008900694,0.01629944,0.01634931,0.001008567,0.0008033954,0.007363809,0.002923553,0.001142403,0.02533792,0.1934172,0.73428],"study_design_scores_gemma":[0.0004692288,0.002143111,0.04159182,0.07717603,0.001040551,0.001217451,0.0154022,0.00785407,0.003945169,0.114043,0.7345135,0.0006038342],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01223022,0.1598156,0.02754135,0.7741702,0.01734137,0.0006955969,0.0002671959,0.0007107237,0.007227743],"genre_scores_gemma":[0.2381272,0.2312867,0.1731806,0.3197276,0.0315247,0.001955192,0.0007935737,0.0006632368,0.002741143],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04525091,"threshold_uncertainty_score":0.2393125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06254933478439233,"score_gpt":0.3519989867797255,"score_spread":0.2894496519953331,"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."}}