{"id":"W2062848282","doi":"10.1086/665324","title":"Use of a Structured Panel Process to Define Quality Metrics for Antimicrobial Stewardship Programs","year":2012,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; St. Michael's Hospital; Canadian Patient Safety Institute; University of Toronto; University Health Network; Sunnybrook Health Science Centre; Health Sciences Centre; Mount Sinai Hospital","funders":"Canadian Institutes of Health Research","keywords":"Antimicrobial stewardship; Medicine; Delphi method; Intensive care medicine; Public health; Health care; Pneumonia; Stewardship (theology); Antibiotic resistance; Nursing; Internal medicine; Antibiotics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001092432,0.0001952066,0.000766037,0.000129111,0.0001368981,0.000006662667,0.00007051978,0.0003981956,0.00001060845],"category_scores_gemma":[0.002954106,0.0001497831,0.0001536757,0.0001799024,0.000250269,0.0001438059,0.00002991639,0.0001737128,0.00001029259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001968129,"about_ca_system_score_gemma":0.0000299406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006507636,"about_ca_topic_score_gemma":0.00009974563,"domain_scores_codex":[0.9981382,0.0003986563,0.0006216716,0.0002922565,0.00002179817,0.0005273485],"domain_scores_gemma":[0.9979352,0.00126065,0.0003616179,0.0001659444,0.0002074297,0.00006916655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007488781,0.0004181806,0.9478159,0.0002467742,0.0003610257,1.950316e-7,0.0003370547,0.00003033181,0.02359134,0.006382036,0.0009371795,0.01913109],"study_design_scores_gemma":[0.002913787,0.001613332,0.9700896,0.00005771897,0.0002070224,0.00002871142,0.00006657315,0.00002284855,0.006647634,0.0008378664,0.01712145,0.0003935124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731566,0.001536569,0.02217426,0.0008547481,0.001191111,0.0008975622,0.0001171735,0.00005540977,0.000016573],"genre_scores_gemma":[0.9980829,0.00008952555,0.0007964711,0.0006959304,0.000112787,0.00004220659,0.00006670844,0.00001371117,0.00009969744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02492637,"threshold_uncertainty_score":0.6107979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08221931802437617,"score_gpt":0.3329597463696007,"score_spread":0.2507404283452246,"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."}}