{"id":"W3190810782","doi":"10.1016/s1473-3099(21)00050-5","title":"Effects of antibiotic resistance, drug target attainment, bacterial pathogenicity and virulence, and antibiotic access and affordability on outcomes in neonatal sepsis: an international microbiology and drug evaluation prospective substudy (BARNARDS)","year":2021,"lang":"en","type":"article","venue":"The Lancet Infectious Diseases","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":131,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Medical Research Council; National Institute for Health and Care Research; Bill and Melinda Gates Foundation","keywords":"Sepsis; Neonatal sepsis; Antibiotic resistance; Medicine; Antibiotics; Gentamicin; Ampicillin; Drug resistance; Intensive care medicine; Antimicrobial; Internal medicine; Microbiology; Biology","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":[0.004129675,0.000536819,0.0009686204,0.001124391,0.0007427892,0.000865094,0.0008849562,0.0008297109,0.001896135],"category_scores_gemma":[0.004586047,0.0005132073,0.00152973,0.001772238,0.0004549415,0.0008780847,0.001565519,0.001003203,0.0003373699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007095311,"about_ca_system_score_gemma":0.0006863873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007098307,"about_ca_topic_score_gemma":0.01089224,"domain_scores_codex":[0.9979747,0.001029826,0.0002404766,0.000292706,0.0002121547,0.0002502083],"domain_scores_gemma":[0.9946634,0.001123965,0.002629978,0.0006273301,0.0003781081,0.0005773008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001722166,0.0001825451,0.9944162,0.0001833097,0.0006396033,0.00006800317,0.0002203695,0.00004662406,0.0001284822,0.0000325453,0.0002848801,0.002075214],"study_design_scores_gemma":[0.0001034926,0.001433448,0.9967667,0.000109852,0.0005179031,0.0002103542,0.0002856643,0.000107297,0.00007399629,0.00003211891,0.0003474518,0.00001181913],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951564,0.0020771,0.00008721487,0.00006237109,0.000009215542,0.0000949601,0.002130557,0.000004465061,0.000377607],"genre_scores_gemma":[0.9947041,0.0009869451,0.0003284375,0.0001220502,0.00003776903,0.0004091827,0.003138133,0.000004608461,0.0002687484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007098307,"threshold_uncertainty_score":0.0218401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01150079154561612,"score_gpt":0.3004104793813496,"score_spread":0.2889096878357335,"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."}}