{"id":"W3141724645","doi":"10.1017/ice.2021.87","title":"Patterns of dental antibiotic prescribing in 2017: Australia, England, United States, and British Columbia (Canada)","year":2021,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"Agency for Healthcare Research and Quality; Soochow University; National Institute for Health and Care Research; Australian Government","keywords":"Medicine; Clindamycin; Amoxicillin; Medical prescription; Population; Antimicrobial stewardship; Antibiotic resistance; Penicillin; Azithromycin; Antibiotics; Family medicine; Environmental health; Nursing","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005479455,0.0003009851,0.0004614015,0.002226474,0.001235394,0.001357842,0.0008652552,0.0006051043,0.001284295],"category_scores_gemma":[0.002192124,0.0002988572,0.0004474384,0.005779885,0.0006402459,0.0004887913,0.0009481122,0.0007319964,0.0002388182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01515203,"about_ca_system_score_gemma":0.02244908,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9666335,"about_ca_topic_score_gemma":0.98519,"domain_scores_codex":[0.9984591,0.00009380905,0.0001578729,0.000178558,0.0006908124,0.0004199422],"domain_scores_gemma":[0.9968399,0.00015157,0.0007908067,0.00004821478,0.001421779,0.0007476861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007016829,0.00002647049,0.9901322,0.00008889548,0.00006408215,0.0001495244,0.000651262,0.00007042755,0.0001846842,0.00008593938,0.00183917,0.006637145],"study_design_scores_gemma":[0.000004468792,0.00001247673,0.9973983,0.00004851589,0.00001449277,0.0001280947,0.001264111,0.0001028177,0.00005234439,0.00001412225,0.0009533236,0.000006918232],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887214,0.002889251,0.00007701499,0.0006795213,0.00001864017,0.00004925669,0.004873807,0.00001700752,0.002674112],"genre_scores_gemma":[0.9935018,0.002001211,0.0002359095,0.0003835223,0.00001397276,0.00003351222,0.002930655,0.00001040362,0.0008889352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0333665,"threshold_uncertainty_score":0.1099362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01217881099454284,"score_gpt":0.2357305260112929,"score_spread":0.2235517150167501,"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."}}