{"id":"W2928553351","doi":"10.1542/peds.2018-2372","title":"Quality Metrics for Antimicrobial Stewardship Programs","year":2019,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University Health Network; Sinai Health System; Hospital for Sick Children; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Antimicrobial stewardship; Medicine; Delphi method; Metric (unit); Accountability; MEDLINE; Delphi; Quality (philosophy); Stewardship (theology); Family medicine; Operations management; Antibiotic resistance; Statistics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004676765,0.0001476747,0.0002857983,0.0001155597,0.0001092781,0.00002205142,0.000232539,0.0002962615,0.00008923248],"category_scores_gemma":[0.000162447,0.0001255151,0.0001620294,0.0003678041,0.00006295763,0.00005901383,0.00005704181,0.0001839825,0.0008980448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002864195,"about_ca_system_score_gemma":0.00008498882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003135633,"about_ca_topic_score_gemma":0.00001018897,"domain_scores_codex":[0.9988541,0.00007378423,0.0003025284,0.0003120192,0.00004638296,0.0004111897],"domain_scores_gemma":[0.9991413,0.0002670448,0.0001553124,0.0002864017,0.000126604,0.00002335735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007340118,0.001206719,0.8293086,0.00175584,0.0002591792,0.000004364645,0.0005641733,0.000008678918,0.06902771,0.01199697,0.05717277,0.02796095],"study_design_scores_gemma":[0.01301327,0.001673797,0.07776103,0.00008043632,0.0005783938,0.00004573765,0.0009826551,0.00002193928,0.06240862,0.001330316,0.8398472,0.002256572],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888257,0.002681474,0.002612918,0.0001958813,0.002619434,0.0008090518,0.00009040299,0.0001313514,0.002033748],"genre_scores_gemma":[0.9888885,0.0002277308,0.001166492,0.0001690888,0.0001809932,0.000006615312,0.000180904,0.00002161545,0.00915807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7826744,"threshold_uncertainty_score":0.9998799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02430519056251175,"score_gpt":0.2785547810119096,"score_spread":0.2542495904493979,"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."}}