{"id":"W4414812126","doi":"10.1016/j.siny.2025.101666","title":"Antibiotic stewardship in the neonatal intensive care unit and prevention of antimicrobial resistance","year":2025,"lang":"en","type":"article","venue":"Seminars in Fetal and Neonatal Medicine","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital","funders":"Army Research Office; World Health Organization","keywords":"Antimicrobial stewardship; Antibiotic resistance; Neonatal intensive care unit; Neonatal sepsis; Antimicrobial; Intensive care; Antibiotics; Drug resistance","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":[0.0002473076,0.0001573408,0.0003718034,0.0002883085,0.00005289699,0.000006225793,0.00008357135,0.00008687464,0.000009554701],"category_scores_gemma":[0.000240482,0.0001050066,0.00003681047,0.0004567223,0.0004903167,0.00007921816,0.00008813541,0.0003027842,7.423426e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000276374,"about_ca_system_score_gemma":0.00004578326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003542021,"about_ca_topic_score_gemma":0.0007606742,"domain_scores_codex":[0.9989982,0.0000626277,0.0003399928,0.0002522322,0.0001687779,0.0001781443],"domain_scores_gemma":[0.9994159,0.0001461815,0.00008789432,0.000163059,0.0001410433,0.0000459207],"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":[0.004781244,0.0002114038,0.2477632,0.00918496,0.0001856016,0.002010565,0.03665717,0.000004035752,0.0294276,0.007753383,0.001637988,0.6603829],"study_design_scores_gemma":[0.02013718,0.003019164,0.7193531,0.05170964,0.0006301691,0.00276632,0.125244,0.00008194939,0.04852622,0.007268608,0.02055423,0.0007094462],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767299,0.01813306,0.00005529076,0.002899733,0.0002212999,0.0004439399,0.0000229496,0.00001171277,0.001482139],"genre_scores_gemma":[0.9962227,0.001750128,0.0001147633,0.0005736857,0.00004416877,0.000006030453,0.000048097,0.00000744913,0.001233009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6596734,"threshold_uncertainty_score":0.4282044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0146121599145067,"score_gpt":0.2932155389974617,"score_spread":0.278603379082955,"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."}}