{"id":"W4320857187","doi":"10.1128/spectrum.01648-22","title":"Optimizing Treatment of Staphylococcus aureus Bloodstream Infections Following Rapid Molecular Diagnostic Testing and an Antimicrobial Stewardship Program Intervention","year":2023,"lang":"en","type":"article","venue":"Microbiology Spectrum","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"Research Nova Scotia","keywords":"Antimicrobial stewardship; Staphylococcus aureus; Bloodstream infection; Medicine; Intensive care medicine; Antimicrobial; Antibiotics; Intervention (counseling); Stewardship (theology); Antibiotic resistance; Microbiology; Biology; Nursing; Bacteria","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":[0.00255376,0.0004076726,0.0003523763,0.0005294222,0.0006385646,0.0007766437,0.0005381536,0.0005757111,0.003335613],"category_scores_gemma":[0.01264753,0.000152567,0.0004518819,0.0002898418,0.0001547842,0.0006631466,0.0008446798,0.000753074,0.0003417158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001313324,"about_ca_system_score_gemma":0.00544382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0040605,"about_ca_topic_score_gemma":0.007889569,"domain_scores_codex":[0.9965496,0.002036025,0.0002482521,0.0001677937,0.0005247954,0.0004734246],"domain_scores_gemma":[0.9946442,0.001321091,0.001329971,0.0001061703,0.0006898639,0.001908682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002506739,0.03084172,0.1842057,0.0007579674,0.0002750827,0.0007139644,0.0008198427,0.004247494,0.00427586,0.0006796446,0.01540919,0.7552667],"study_design_scores_gemma":[0.0022267,0.03802194,0.9030722,0.002103779,0.0006903634,0.001133252,0.003633225,0.0167249,0.0112859,0.002152124,0.01881372,0.0001419088],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9606848,0.002557156,0.00658011,0.01218498,0.0003573051,0.001606665,0.0001808793,0.0004826019,0.01536546],"genre_scores_gemma":[0.9802935,0.00121483,0.01450643,0.001979438,0.0001944746,0.0004787993,0.0001212909,0.00001781291,0.001193386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0040605,"threshold_uncertainty_score":0.01350576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01784543797623075,"score_gpt":0.2872902020740434,"score_spread":0.2694447640978127,"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."}}