{"id":"W4207015136","doi":"10.1097/inf.0000000000003462","title":"Antimicrobial Stewardship at Birth in Preterm Infants","year":2022,"lang":"en","type":"article","venue":"The Pediatric Infectious Disease Journal","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; Libin Cardiovascular Institute of Alberta; Alberta Health; University of Calgary; Alberta Health Services","funders":"","keywords":"Sepsis; Gestational age; Cohort; Antibiotics; Birth weight; Neonatal sepsis; Cohort study; Risk factor; Low birth weight","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004357364,0.0001609374,0.0002036928,0.0003703359,0.0008797699,0.00004827522,0.0001463712,0.00002823376,0.001581941],"category_scores_gemma":[0.0000967106,0.0001160429,0.0002066355,0.0005073042,0.00004393794,0.0001076681,0.0002790868,0.0008078368,0.00007704986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000470312,"about_ca_system_score_gemma":0.000319496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008642294,"about_ca_topic_score_gemma":0.00002333246,"domain_scores_codex":[0.9985162,0.0001976904,0.0003450285,0.0001749205,0.0004007097,0.0003654252],"domain_scores_gemma":[0.9991469,0.00008234933,0.0001778476,0.0002246338,0.0000582583,0.0003100001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007924502,0.0004223284,0.9904696,0.00007530824,0.00003852647,0.0007690142,0.0002311479,0.0008685358,0.000211937,0.00002923078,0.005779128,0.0003128021],"study_design_scores_gemma":[0.004306968,0.0004792486,0.961379,0.00002178369,0.0004030438,0.01929667,0.0000524971,0.0001565743,0.00005188891,0.001320642,0.01221884,0.0003128752],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956734,0.0004787163,0.00001560449,0.0007258867,0.00125235,0.0003470692,0.00008390058,0.00006939267,0.001353662],"genre_scores_gemma":[0.9953523,0.00048783,0.000006218931,0.0009009436,0.001240009,0.00004374658,0.000006589095,0.00002789149,0.001934484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02909062,"threshold_uncertainty_score":0.9993308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008746385468102412,"score_gpt":0.2413570200957807,"score_spread":0.2326106346276783,"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."}}