{"id":"W3048994798","doi":"10.1093/cid/ciaa1139","title":"The Association Between High and Unnecessary Antibiotic Prescribing: A Cohort Study Using Family Physician Electronic Medical Records","year":2020,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Trillium Health Centre; North York General Hospital; Sunnybrook Hospital; St Joseph's Health Centre; Toronto Western Hospital; University Health Network; Ottawa Hospital; University of Ottawa; Institute for Clinical Evaluative Sciences; Toronto East General Hospital; University of Toronto; Hospital for Sick Children; Public Health Ontario","funders":"Physicians' Services Incorporated Foundation","keywords":"Medicine; Antimicrobial stewardship; Medical prescription; Antibiotics; Medical record; Poisson regression; Cohort; Rate ratio; Electronic prescribing; Emergency medicine; Family medicine; Intensive care medicine; Pediatrics; Antibiotic resistance; Internal medicine; Population; Confidence interval; Environmental health; Nursing","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":[0.000681014,0.0001847,0.0005116768,0.00002183032,0.0005532459,0.00005397698,0.0002122559,0.0002910865,0.00001724191],"category_scores_gemma":[0.001449173,0.0001310018,0.0001446408,0.0001907621,0.0003145645,0.0000789394,0.000149054,0.0006284865,0.00006393106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007488513,"about_ca_system_score_gemma":0.0002438578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001230983,"about_ca_topic_score_gemma":0.00006565741,"domain_scores_codex":[0.9975634,0.0008440219,0.0005566591,0.000468808,0.0001288066,0.0004382721],"domain_scores_gemma":[0.997727,0.001582215,0.0002821504,0.0002123505,0.00007745667,0.0001187814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005254978,0.0004417681,0.9931362,0.00001746924,0.001092004,0.000006595414,0.00003564115,0.000001224619,0.0001055161,0.0001016179,0.001449903,0.003559526],"study_design_scores_gemma":[0.001340848,0.0007824659,0.9947016,0.00004392987,0.0007703076,7.388084e-7,0.0002205282,0.00003234788,0.00003684628,0.0002086536,0.001685695,0.000176082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946441,0.003181255,0.00008417523,0.0005937612,0.0005801384,0.0005068571,0.00002569784,0.0001387328,0.0002452574],"genre_scores_gemma":[0.9968244,0.001199961,8.219623e-7,0.001400966,0.0004203168,0.000003320288,0.00003078158,0.00002047694,0.00009897495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003383444,"threshold_uncertainty_score":0.5342098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02453602587835754,"score_gpt":0.3074590515162246,"score_spread":0.2829230256378671,"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."}}