{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003279229,0.0001065731,0.0005087834,0.00004473322,0.0001039941,0.00001587625,0.0000400406,0.0002346484,0.00009837377],"category_scores_gemma":[0.0003858318,0.0001336748,0.00004192247,0.00008486254,0.0001673222,0.00005723035,0.00004162052,0.0002473007,0.000002079849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002702058,"about_ca_system_score_gemma":0.00005923692,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8801473,"about_ca_topic_score_gemma":0.958388,"domain_scores_codex":[0.9984874,0.0004411539,0.0004358529,0.000306708,0.00002079496,0.0003080972],"domain_scores_gemma":[0.9991114,0.0005135442,0.0001647802,0.0001024522,0.00007162745,0.0000362505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002804736,0.00008411734,0.995299,0.00007077178,0.0001154159,0.00006205423,0.00004542104,0.00001854405,0.001226699,0.0001086771,0.001074529,0.001866685],"study_design_scores_gemma":[0.002539517,0.0002055931,0.9906186,0.0001381202,0.00003977007,0.0002336701,0.0001435632,0.00005581723,0.0001861466,0.0001476372,0.005540722,0.0001508626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945288,0.003984461,0.0002232347,0.0003349186,0.0005695046,0.0001465699,0.0001622141,0.00001339571,0.00003685344],"genre_scores_gemma":[0.9957458,0.002960759,0.00001428876,0.0003501298,0.00002548344,0.000002136917,0.0001706218,0.000006949805,0.0007238636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07824066,"threshold_uncertainty_score":0.5451102,"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."}}