{"id":"W4302027506","doi":"10.7196/samj.2022.v112i10.16397","title":"Improving primary care antimicrobial stewardship by implementing a peer audit and feedback intervention in Cape Town community healthcare centres","year":2022,"lang":"en","type":"article","venue":"South African Medical Journal","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cermaq (Canada)","funders":"","keywords":"Medicine; Antimicrobial stewardship; Audit; Medical prescription; Multidisciplinary approach; Intervention (counseling); Family medicine; Health care; Public health; Antibiotic resistance; Antibiotics; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001841569,0.0001725651,0.0003417198,0.0001368918,0.001332831,0.00004532681,0.0004058833,0.0001511391,0.001081258],"category_scores_gemma":[0.0002085454,0.0001535253,0.0001162135,0.0001680092,0.0002445258,0.00006979283,0.0006127676,0.002667788,0.000005870842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000281262,"about_ca_system_score_gemma":0.0003383122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001371545,"about_ca_topic_score_gemma":0.0006871604,"domain_scores_codex":[0.9969215,0.00139687,0.0005672085,0.0002253285,0.0002493209,0.0006397958],"domain_scores_gemma":[0.9991784,0.0001057122,0.0003286884,0.0001638506,0.00009323842,0.0001301087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002130094,0.001701084,0.4777036,0.002374045,0.0006458575,0.000562486,0.1441089,0.000006645174,0.04625876,0.00009355393,0.05197053,0.2724445],"study_design_scores_gemma":[0.02332929,0.002461783,0.1495522,0.002352708,0.0002738883,0.003027045,0.7419369,0.00002456651,0.003088742,0.0001486364,0.0722575,0.001546775],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893649,0.006830415,0.0001176023,0.00237529,0.0006033144,0.0001715954,0.0002552537,0.00002641306,0.000255273],"genre_scores_gemma":[0.9984441,0.00007172867,0.00005052223,0.0005998141,0.0000758891,0.000003687519,0.000253436,0.00001725397,0.0004836113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.597828,"threshold_uncertainty_score":0.9999673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01000767841878317,"score_gpt":0.2438584412408636,"score_spread":0.2338507628220805,"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."}}