{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002132796,0.0004158042,0.0004281876,0.001425293,0.001704039,0.001202886,0.0008189209,0.0006751177,0.001282826],"category_scores_gemma":[0.006401825,0.0006921758,0.0008348516,0.002309809,0.0005577963,0.001070881,0.0009358329,0.000863533,0.0001982592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00251415,"about_ca_system_score_gemma":0.002826775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3278365,"about_ca_topic_score_gemma":0.3793913,"domain_scores_codex":[0.9977659,0.0003954775,0.000207495,0.0006443039,0.0005587031,0.0004282647],"domain_scores_gemma":[0.9945382,0.0008403584,0.002419765,0.0005992652,0.0008722949,0.0007299761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003003478,0.00003058624,0.9992203,0.000004484103,0.00005418534,0.00003870322,0.0002214361,0.00001035368,0.0000428544,0.000007671745,0.00006011686,0.0002792748],"study_design_scores_gemma":[0.000008699944,0.00007140022,0.9989631,0.00001141628,0.00004253113,0.0001210069,0.0004228117,0.0001866782,0.00003033167,0.00001332795,0.0001211202,0.000007634704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988978,0.0001064361,0.0001494406,0.00004297451,0.00000429999,0.00002985969,0.0006363273,0.000002516742,0.0001302314],"genre_scores_gemma":[0.9991373,0.00008264373,0.0002088574,0.000046406,0.000006618675,0.00002561795,0.0003826068,0.000002678773,0.0001072016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3278365,"threshold_uncertainty_score":0.6518565,"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."}}