{"id":"W2625132392","doi":"10.1093/ofid/ofx124","title":"Development and Assessment of a Physician-Specific Antimicrobial Usage and Spectrum Feedback Tool","year":2017,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; University of Toronto; University Health Network","funders":"","keywords":"Antimicrobial stewardship; Medicine; Antimicrobial; Summative assessment; Intensive care medicine; Audit; Medical physics; Formative assessment; Antibiotics; Antibiotic resistance; Statistics","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":[0.06522681,0.001189917,0.001318724,0.003749428,0.00109596,0.002086328,0.00197857,0.001252464,0.00391082],"category_scores_gemma":[0.1018933,0.0006203348,0.001290407,0.001318157,0.000735275,0.002172563,0.002598674,0.001651365,0.001852831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001787113,"about_ca_system_score_gemma":0.007671619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001758954,"about_ca_topic_score_gemma":0.003229194,"domain_scores_codex":[0.9612132,0.0208123,0.006773958,0.001514467,0.00809872,0.001587366],"domain_scores_gemma":[0.8715335,0.06097027,0.009326068,0.006583822,0.04645564,0.005130812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001066205,0.008113032,0.08107806,0.002277092,0.000191668,0.0005244313,0.008269427,0.003725056,0.008779419,0.001130008,0.02256237,0.8622832],"study_design_scores_gemma":[0.003046451,0.03337663,0.4866927,0.007790837,0.001065247,0.003349982,0.02428358,0.119425,0.1111948,0.01227019,0.1955819,0.001922777],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4920511,0.0007367934,0.3912207,0.007270462,0.001106515,0.07525247,0.002776782,0.009760333,0.01982486],"genre_scores_gemma":[0.2425946,0.0004653515,0.7133976,0.0009834098,0.0001453336,0.03732667,0.001675528,0.0002708348,0.003140732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06522681,"threshold_uncertainty_score":0.3449565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01323718588206379,"score_gpt":0.2714418851228109,"score_spread":0.2582046992407471,"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."}}