{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002466536,0.0002136214,0.0002577202,0.0001435988,0.0001538237,0.00005266517,0.0001188738,0.0001805247,0.00001087177],"category_scores_gemma":[0.0004207125,0.0002176955,0.0001659863,0.0002732368,0.0001289769,0.00001093341,0.00009729264,0.00006817658,0.00000548368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002922633,"about_ca_system_score_gemma":0.00004384073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001831039,"about_ca_topic_score_gemma":0.0002506156,"domain_scores_codex":[0.9985308,0.0001991456,0.0003743541,0.0005226625,0.00003089394,0.0003421256],"domain_scores_gemma":[0.9992726,0.00009382026,0.0001575626,0.0003459736,0.00005545467,0.00007452625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000162216,0.0005201382,0.03142462,0.0000287179,0.0001200582,0.00001009654,0.0001060641,0.00006727871,0.9600608,0.000008515995,0.00002762012,0.007609915],"study_design_scores_gemma":[0.001498933,0.003860409,0.01980077,0.0000671283,0.0001355707,0.00003844502,0.0001959134,0.0001582022,0.9729978,0.00005741426,0.0008406498,0.0003487051],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983805,0.0002104959,0.0001749046,0.00009363697,0.0003136793,0.0005705164,0.00007329899,0.0001428953,0.00004005634],"genre_scores_gemma":[0.9964284,0.00006254177,0.002433626,0.00002023648,0.0001212245,0.00006398212,0.0007996383,0.00002841222,0.00004190701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01293711,"threshold_uncertainty_score":0.8877367,"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."}}