{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01143995,0.001662054,0.003956625,0.0005929414,0.00115731,0.001916509,0.00119637,0.003035574,0.004353469],"category_scores_gemma":[0.02706831,0.0009271097,0.00307879,0.0008366259,0.002492337,0.001818306,0.001153755,0.002594918,0.0004473378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003775017,"about_ca_system_score_gemma":0.00613006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009752075,"about_ca_topic_score_gemma":0.01107971,"domain_scores_codex":[0.9867115,0.009557603,0.000727902,0.001151116,0.00109078,0.0007611924],"domain_scores_gemma":[0.9867042,0.00481156,0.003961502,0.00120261,0.00115737,0.002162667],"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":[0.9672911,0.00637394,0.001750894,0.002164164,0.001969703,0.00005636769,0.0002174728,0.0003975132,0.0004020283,0.0001105478,0.0009809721,0.0182855],"study_design_scores_gemma":[0.9149532,0.07633376,0.006268788,0.0002124321,0.00106898,0.00003107688,0.0000671045,0.0003426879,0.0001083039,0.00009412801,0.0004910905,0.00002833376],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761895,0.006283139,0.001072023,0.001857765,0.001205578,0.01084317,0.0009222071,0.0001981072,0.001428444],"genre_scores_gemma":[0.9850805,0.001516715,0.002617737,0.0008759961,0.0008487393,0.008071675,0.0003732904,0.00001638647,0.0005988311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01143995,"threshold_uncertainty_score":0.06050098,"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."}}