{"id":"W4312134957","doi":"10.3399/bjgp.2022.0298","title":"Implementing antibiotic stewardship in high-prescribing English general practices: a mixed-methods study","year":2022,"lang":"en","type":"article","venue":"British Journal of General Practice","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research","funders":"Economic and Social Research Council; Imperial College London; Department of Health and Social Care; National Institute for Health and Care Research; University of Oxford; Oxford Health NHS Foundation Trust; Johns Hopkins University","keywords":"Medicine; Stewardship (theology); Antibiotic Stewardship; Data science; Antibiotics; Computer science; Microbiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01213665,0.0008509264,0.001356558,0.001259705,0.001690982,0.002129229,0.001264772,0.001769264,0.0037313],"category_scores_gemma":[0.01502877,0.001192347,0.001548033,0.001697123,0.001066053,0.001908518,0.00154638,0.001132383,0.0006266658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004214831,"about_ca_system_score_gemma":0.004792292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01753315,"about_ca_topic_score_gemma":0.02981854,"domain_scores_codex":[0.9914991,0.005052821,0.001037264,0.000784157,0.0008914563,0.0007351395],"domain_scores_gemma":[0.9878159,0.006838218,0.002502339,0.00069345,0.001304468,0.000845595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01161224,0.06801424,0.6155639,0.009954806,0.003004412,0.002033056,0.1565545,0.0004983587,0.00281711,0.0009479002,0.002240055,0.1267596],"study_design_scores_gemma":[0.01376301,0.12196,0.6982378,0.00504699,0.00286482,0.00102078,0.1425999,0.001913698,0.001554053,0.001174684,0.009559527,0.0003047866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960569,0.0006362109,0.0004112123,0.0001628651,0.0000146502,0.002099411,0.0001629499,0.000007525341,0.0004483965],"genre_scores_gemma":[0.9861609,0.001129098,0.003324433,0.001552613,0.00005366276,0.006467532,0.0002253808,0.000008670301,0.001077727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01753315,"threshold_uncertainty_score":0.0641855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02096587751790441,"score_gpt":0.3324463338921255,"score_spread":0.3114804563742211,"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."}}