{"id":"W4297964916","doi":"10.1093/jac/dkac317","title":"Feedback of Antibiotic Prescribing in Primary Care (FAPPC) trial: results of a real-world cluster randomized controlled trial in Scotland, UK","year":2022,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Scottish Government","keywords":"Medicine; Medical prescription; Randomized controlled trial; Quarter (Canadian coin); Benchmarking; Adverse effect; Pediatrics; Cluster randomised controlled trial; Intervention (counseling); Cluster (spacecraft); Emergency medicine; Family medicine; Internal medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003086355,0.0002775018,0.003207379,0.0007852746,0.00007565376,0.00001219457,0.0004414098,0.000206752,0.000111145],"category_scores_gemma":[0.0001873552,0.0002098825,0.0008657098,0.0004727693,0.0003185342,0.00008600534,0.00008229896,0.0007089747,0.000001491819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000180465,"about_ca_system_score_gemma":0.0004836843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004111658,"about_ca_topic_score_gemma":0.0002461025,"domain_scores_codex":[0.9948071,0.001440931,0.002953886,0.0002737656,0.0001622978,0.0003620844],"domain_scores_gemma":[0.9961798,0.000802219,0.002535896,0.0002776448,0.0001798577,0.00002455753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8094325,0.0008844192,0.0003304987,0.0001285567,0.0004443944,0.00002311405,0.001582593,0.0002247476,0.1852602,0.00001414385,0.001524353,0.0001504556],"study_design_scores_gemma":[0.9329115,0.001078125,0.0002732236,0.000647506,0.0001288235,0.00002892431,0.0004022256,0.00000628592,0.0639949,0.00001319123,0.0003319665,0.0001834002],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915105,0.001782023,0.0000162791,0.0004884675,0.001476643,0.003086895,0.00004621085,0.00000687446,0.001586107],"genre_scores_gemma":[0.9969306,0.001565433,0.0002175683,0.000255814,0.0001053337,0.000004898143,0.00003343683,0.00003143516,0.0008554808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1234789,"threshold_uncertainty_score":0.8558762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009303410134505143,"score_gpt":0.2417957888302557,"score_spread":0.2324923786957506,"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."}}