{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008649412,0.0002665574,0.001118486,0.0001819608,0.00007545034,0.000006419736,0.00005968234,0.0002896774,0.00001327471],"category_scores_gemma":[0.005114567,0.0002194303,0.0003583079,0.0002859811,0.0001894048,0.00008262941,0.00002172848,0.0003569566,0.000002765923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009081607,"about_ca_system_score_gemma":0.00009556526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006452149,"about_ca_topic_score_gemma":0.0001050635,"domain_scores_codex":[0.9978952,0.0002732279,0.0008487259,0.0004772431,0.0001004772,0.0004051265],"domain_scores_gemma":[0.9970409,0.001922135,0.0004289343,0.0001807294,0.0002241664,0.0002030796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005350261,0.0002635217,0.7707871,0.0002529584,0.0002724323,0.00001064019,0.0002021601,0.004590358,0.2003683,0.002385585,0.001293276,0.01422342],"study_design_scores_gemma":[0.005939678,0.00740685,0.9684541,0.0001792501,0.0001263631,7.397972e-7,0.00002546354,0.01279914,0.001120896,0.0008779939,0.00281477,0.0002547485],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9030344,0.0006389579,0.08856872,0.006011683,0.0001453236,0.001245129,0.0001173795,0.00006045054,0.0001779498],"genre_scores_gemma":[0.9957867,0.0002488659,0.001025177,0.002601719,0.0001937903,0.0000729023,0.0000310229,0.00002867597,0.00001117007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1992474,"threshold_uncertainty_score":0.8948107,"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."}}