{"id":"W2899276884","doi":"10.9778/cmajo.20180017","title":"Regional variability in outpatient antibiotic use in Ontario, Canada: a retrospective cross-sectional study","year":2018,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schwartz/Reisman Emergency Medicine Institute; Health Sciences Centre; Ottawa Hospital; Public Health Ontario; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Medical prescription; Poisson regression; Population; Antibiotics; Cross-sectional study; Defined daily dose; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007855626,0.0001451245,0.0002989338,0.00006545047,0.000165573,0.00005570764,0.0003800095,0.000168533,0.0009376556],"category_scores_gemma":[0.0001901263,0.0001277704,0.00002895387,0.000183371,0.0002696152,0.0001875898,0.0002605535,0.0004328038,0.00006244116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001294487,"about_ca_system_score_gemma":0.001195377,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9945416,"about_ca_topic_score_gemma":0.999729,"domain_scores_codex":[0.9983816,0.0003065633,0.0003974861,0.0005271877,0.00006832364,0.0003188052],"domain_scores_gemma":[0.999289,0.0001229505,0.00009893512,0.0003454624,0.000121541,0.00002205459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003780367,0.0006994884,0.9960442,0.00000341917,0.00005015829,0.00002443935,0.001011807,0.00000255997,0.000315657,0.0003428256,0.001110164,0.00001730832],"study_design_scores_gemma":[0.001710885,0.0002949922,0.9956483,0.00003382853,0.000005519257,0.000008460918,0.0002354933,0.000001556234,0.0003061606,0.000118549,0.001491217,0.0001450648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961089,0.00002137478,0.000008819679,0.00004100919,0.0007720902,0.0008438244,0.00002040428,0.000008210847,0.002175354],"genre_scores_gemma":[0.9942273,0.00000102368,0.00003716812,0.0001491151,0.00002031341,0.000006534529,0.00003263218,0.000008583615,0.005517276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005187325,"threshold_uncertainty_score":0.9999756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03323308452944611,"score_gpt":0.2789126496897911,"score_spread":0.245679565160345,"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."}}