{"id":"W4320709085","doi":"10.1017/ice.2023.5","title":"Principles of diagnostic stewardship: A practical guide from the Society for Healthcare Epidemiology of America Diagnostic Stewardship Task Force","year":2023,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":140,"is_retracted":false,"has_abstract":true,"ca_institutions":"Providence Health Care","funders":"Society of Hospital Medicine; Infectious Diseases Society of America","keywords":"Stewardship (theology); Psychological intervention; Diagnostic test; Antimicrobial stewardship; Multidisciplinary approach; Health care; Medicine; Epidemiology; Task force; Test (biology); Intensive care medicine; Family medicine; Nursing; Political science; Pediatrics; Pathology; Public administration","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":[0.0757042,0.004101378,0.003054817,0.009442728,0.003226493,0.009143117,0.006018573,0.01140906,0.009359697],"category_scores_gemma":[0.09818977,0.002871228,0.00295327,0.006011759,0.00779665,0.00990148,0.008742404,0.02345321,0.01437779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006941984,"about_ca_system_score_gemma":0.04016462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01394111,"about_ca_topic_score_gemma":0.02175391,"domain_scores_codex":[0.951937,0.01955106,0.009440407,0.001648765,0.01592324,0.001499552],"domain_scores_gemma":[0.9078161,0.04204857,0.007127414,0.003469147,0.03488522,0.004653626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002419157,0.000272197,0.001192094,0.001496075,0.0000429428,0.000316235,0.001832076,0.001032817,0.0003799024,0.02255497,0.7450662,0.2257904],"study_design_scores_gemma":[0.00004549633,0.0001082928,0.001610692,0.006740185,0.00002874238,0.0009808879,0.001111793,0.0008790481,0.0002263972,0.03537989,0.9527892,0.00009924726],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.0008375113,0.0817743,0.2370213,0.6052708,0.01581188,0.00493164,0.002710842,0.00271356,0.04892807],"genre_scores_gemma":[0.008109718,0.1366615,0.684392,0.119052,0.008821798,0.009659585,0.003361155,0.001048879,0.02889352],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0757042,"threshold_uncertainty_score":0.4003669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1012550425972944,"score_gpt":0.422966476944889,"score_spread":0.3217114343475946,"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."}}