{"id":"W4388454566","doi":"10.1017/ice.2023.195","title":"Diagnostic stewardship and the coronavirus disease 2019 (COVID-19) pandemic: Lessons learned for prevention of emerging infectious diseases in acute-care settings","year":2023,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"Society of Hospital Medicine; Infectious Diseases Society of America; Pediatric Infectious Diseases Society","keywords":"Pandemic; Stewardship (theology); Medicine; Transmission (telecommunications); Diagnostic test; Contact tracing; Health care; Intensive care medicine; Antimicrobial stewardship; Infection control; Coronavirus disease 2019 (COVID-19); Disease; Infectious disease (medical specialty); Medical emergency; Business; Political science; Computer science; Emergency medicine; Pathology; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.03322372,0.0009962826,0.0008982012,0.002075406,0.00198721,0.01078153,0.001948973,0.005850587,0.01157054],"category_scores_gemma":[0.07764757,0.0004410393,0.001143928,0.001570515,0.003133839,0.009220794,0.004936209,0.01266699,0.001926299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006516254,"about_ca_system_score_gemma":0.02357312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006721292,"about_ca_topic_score_gemma":0.01006204,"domain_scores_codex":[0.9907726,0.005006075,0.0008557482,0.0005800119,0.001870123,0.0009154932],"domain_scores_gemma":[0.8987972,0.05926833,0.006303578,0.002550791,0.01854787,0.01453226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001128947,0.0001816948,0.00549349,0.001321309,0.000104031,0.0001247901,0.001099225,0.001104389,0.000147762,0.02562527,0.6150728,0.3496123],"study_design_scores_gemma":[0.0001515526,0.0005258016,0.01845931,0.02445519,0.00021083,0.0002547894,0.005943779,0.00242367,0.0008177815,0.07983609,0.8667206,0.0002005966],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00205799,0.06706919,0.00153649,0.911418,0.01013885,0.00004221942,0.0001327916,0.0001039882,0.00750054],"genre_scores_gemma":[0.1285184,0.4484817,0.01485949,0.3338507,0.05706039,0.0003619203,0.0006527177,0.0002245631,0.01599009],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03322372,"threshold_uncertainty_score":0.1757059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0889604226308859,"score_gpt":0.4435317625850886,"score_spread":0.3545713399542028,"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."}}