{"id":"W4285614748","doi":"10.1017/ash.2022.260","title":"Evaluating the impact of mandatory indications on antibiotic utilization in a community hospital","year":2022,"lang":"en","type":"article","venue":"Antimicrobial Stewardship & Healthcare Epidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Shaver Health and Rehabilitation Centre; Occupational Cancer Research Centre; Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Antibiotics; Clindamycin; Metronidazole; Piperacillin; Amoxicillin; Tazobactam; Ciprofloxacin; Vancomycin; Pediatrics; Internal medicine; Antibiotic resistance; Imipenem","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"nonrandomized_trial","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"nonrandomized_trial","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003844766,0.0005510629,0.0007689059,0.0004650825,0.0003731926,0.0007567331,0.000616205,0.0008145102,0.001208983],"category_scores_gemma":[0.01185342,0.0003576187,0.0007926411,0.0005585401,0.0005847343,0.0007082401,0.0006450308,0.0008152623,0.0001047285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001080774,"about_ca_system_score_gemma":0.002397238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002109434,"about_ca_topic_score_gemma":0.004139834,"domain_scores_codex":[0.9947798,0.003106339,0.0005385472,0.0004140301,0.000652623,0.0005087694],"domain_scores_gemma":[0.9887419,0.004238653,0.004101063,0.0005402282,0.0007508602,0.001627316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.3866851,0.1129484,0.3372238,0.002493718,0.002014776,0.0002358277,0.001028738,0.0009774346,0.004558595,0.0001254722,0.0004965889,0.1512116],"study_design_scores_gemma":[0.02362785,0.6401979,0.3310923,0.0002266962,0.0007499421,0.0001125399,0.0005404588,0.0009505451,0.001778415,0.00005797687,0.000610024,0.00005526391],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993964,0.0002496996,0.00003281759,0.00003765513,0.00001306339,0.0001371374,0.00002538286,0.0000032782,0.0001044001],"genre_scores_gemma":[0.999117,0.0002019047,0.0002986238,0.00007084954,0.00004488725,0.0001492021,0.00005273991,0.000001204509,0.00006359609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003844766,"threshold_uncertainty_score":0.02033329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1344594101163317,"score_gpt":0.4249129611002537,"score_spread":0.290453550983922,"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."}}