{"id":"W3095697911","doi":"10.1017/ice.2020.832","title":"Impact of Screening for Methicillin-Resistant <i>Staphylococcus aureus</i> (MRSA) in Pneumonia on Vancomycin Utilization","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antimicrobial Resistance in Staphylococcus","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mount Royal University; London Health Sciences Centre; Alberta Health Services","keywords":"Medicine; Vancomycin; Pneumonia; Internal medicine; Methicillin-resistant Staphylococcus aureus; Staphylococcus aureus; Intensive care medicine; Emergency medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.004982733,0.0002914784,0.0002690786,0.0005438041,0.0003853438,0.00131419,0.0005897307,0.0005057467,0.001738494],"category_scores_gemma":[0.02626014,0.0001922645,0.0008483135,0.0004998075,0.0004355517,0.0007190508,0.001155033,0.0007711165,0.0002026706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002681827,"about_ca_system_score_gemma":0.005390444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01143244,"about_ca_topic_score_gemma":0.01149216,"domain_scores_codex":[0.9925677,0.003770287,0.0006370286,0.0006711978,0.001190955,0.001162941],"domain_scores_gemma":[0.9824065,0.007385241,0.005720972,0.0003914633,0.001545426,0.002550464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005530538,0.008100946,0.8794832,0.0004761228,0.0004136153,0.0001556067,0.0009102788,0.001987648,0.001479914,0.0001701344,0.001673193,0.09961884],"study_design_scores_gemma":[0.000228721,0.0059548,0.9895658,0.00009361187,0.0002156572,0.00006477895,0.0003823566,0.00167998,0.0009740037,0.00005117433,0.0007758302,0.00001321337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979594,0.0001603531,0.0001878037,0.0003788339,0.0000217646,0.0001090412,0.0001597911,0.00002780005,0.0009951157],"genre_scores_gemma":[0.9989667,0.00007545012,0.0004987854,0.000108339,0.00001767874,0.00007863683,0.000131723,0.000003687883,0.0001189333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01143244,"threshold_uncertainty_score":0.02635157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0627791653779496,"score_gpt":0.3590431190757544,"score_spread":0.2962639536978048,"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."}}