{"id":"W3126771191","doi":"10.1016/j.eclinm.2021.100727","title":"A global point prevalence survey of antimicrobial use in neonatal intensive care units: The no-more-antibiotics and resistance (NO-MAS-R) study","year":2021,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; Saint John Regional Hospital","funders":"Larner College of Medicine, University of Vermont; College of Medicine Office of Research, Ohio State University; Uppsala Universitet; Sultan Qaboos University; Hospital de Clínicas de Porto Alegre; Pontificia Universidade Catolica de Campinas; Universidad Nacional de San Luis; School of Medicine; American University of Beirut; Nelson Mandela Metropolitan University; Children's Hospital of Eastern Ontario Foundation; Universidade Federal do Rio Grande do Sul; Ohio State University; Nationwide Children's Hospital; Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico; Yale University; University of Vermont; Merck","keywords":"Medicine; Amikacin; Meropenem; Vancomycin; Antimicrobial stewardship; Gentamicin; Antibiotics; Antimicrobial; Pediatrics; Antibiotic resistance; Gestational age; Birth weight; Low birth weight; Ampicillin; Neonatal intensive care unit; Intensive care; Moxifloxacin; Intensive care medicine; Pregnancy; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002188254,0.0005287298,0.0004271731,0.001329426,0.0002502287,0.0006059813,0.0006286716,0.0006034709,0.0006493413],"category_scores_gemma":[0.002764053,0.0003870955,0.0006580634,0.001318579,0.0003511956,0.0008385773,0.001547969,0.0007587922,0.0002687141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004619697,"about_ca_system_score_gemma":0.000444977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007653631,"about_ca_topic_score_gemma":0.007635981,"domain_scores_codex":[0.9984483,0.0008623605,0.0001557379,0.0002307571,0.0001863067,0.0001166076],"domain_scores_gemma":[0.997684,0.0002635293,0.001034616,0.0002637461,0.0003189125,0.0004352425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004425443,0.0000244245,0.9990047,0.00001593391,0.0000706276,0.00001774431,0.0000676862,0.00002250412,0.0001013021,0.0000133582,0.0001101034,0.0005074748],"study_design_scores_gemma":[0.000007900639,0.00009345105,0.9993343,0.000008579916,0.00002852544,0.00007502167,0.0001952024,0.00007652433,0.00003150007,0.000007952981,0.0001382241,0.000002795926],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957586,0.0002803037,0.0002116515,0.00008610242,0.000009034147,0.00004929752,0.002961085,0.000006329495,0.0006377198],"genre_scores_gemma":[0.9965334,0.0002221719,0.0003366871,0.00009167877,0.000018523,0.0000707542,0.002536119,0.000005624807,0.0001849892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007653631,"threshold_uncertainty_score":0.01521814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04792427800129314,"score_gpt":0.3451710026397706,"score_spread":0.2972467246384775,"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."}}