{"id":"W4406216428","doi":"10.1093/jpids/piae088.042","title":"Tracking and Reporting Antimicrobial Use: Development of an Antimicrobial Stewardship Dashboard","year":2024,"lang":"en","type":"article","venue":"Journal of the Pediatric Infectious Diseases Society","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; SickKids Foundation; University of Toronto; Hospital for Sick Children","funders":"","keywords":"Antimicrobial stewardship; Medicine; Antimicrobial; Dashboard; Intensive care medicine; Antibiotic resistance; Data science; Microbiology; Antibiotics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.04663233,0.001578373,0.00103114,0.003522709,0.001226581,0.005244297,0.002651052,0.0009249098,0.006245452],"category_scores_gemma":[0.08838913,0.0008225454,0.001218839,0.003204006,0.0007556083,0.00420122,0.00577697,0.002414916,0.002136154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002729341,"about_ca_system_score_gemma":0.009086557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006654581,"about_ca_topic_score_gemma":0.01163811,"domain_scores_codex":[0.964909,0.0162468,0.005659684,0.002628304,0.009467919,0.001088409],"domain_scores_gemma":[0.91174,0.03013132,0.01052918,0.007545787,0.03246413,0.007589601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007073497,0.002042136,0.09423526,0.001315997,0.0003610206,0.0001817454,0.002751529,0.006267743,0.002466528,0.001741136,0.06988762,0.8180419],"study_design_scores_gemma":[0.002004374,0.01015752,0.3334025,0.007340228,0.001240791,0.000808177,0.01306684,0.1807764,0.03220496,0.01216753,0.4057139,0.001116844],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3629,0.001815209,0.4556966,0.02868059,0.002857428,0.0386661,0.01561284,0.03738319,0.05638804],"genre_scores_gemma":[0.2482915,0.001083934,0.7263258,0.001787946,0.0002905503,0.007913638,0.009308653,0.0006382763,0.004359677],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04663233,"threshold_uncertainty_score":0.2466183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01868455280664652,"score_gpt":0.2650541620796987,"score_spread":0.2463696092730522,"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."}}