{"id":"W4405454934","doi":"10.1016/j.cmicom.2024.105055","title":"The long-term sustainability of a pharmacist-led antimicrobial stewardship penicillin allergy delabelling ward round: A prospective cohort study","year":2024,"lang":"en","type":"article","venue":"CMI Communications","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Antimicrobial stewardship; Penicillin; Medicine; Pharmacist; Penicillin allergy; Prospective cohort study; Term (time); Antibiotic Stewardship; Intensive care medicine; Allergy; Antibiotics; Pediatrics; Family medicine; Internal medicine; Pharmacy; Antibiotic resistance; Microbiology; Immunology","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":[],"consensus_categories":[],"category_scores_codex":[0.001077694,0.0002261501,0.0003954752,0.0001579026,0.0006856415,0.0001067274,0.0007496558,0.00008213448,0.00001305863],"category_scores_gemma":[0.0004213816,0.0001795024,0.0002287969,0.0007122065,0.000465944,0.0001767148,0.0004433389,0.000773881,0.00004469889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009189026,"about_ca_system_score_gemma":0.0008544769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002837409,"about_ca_topic_score_gemma":0.0007482026,"domain_scores_codex":[0.9979499,0.0003791205,0.0006206204,0.0003918235,0.0003300269,0.000328524],"domain_scores_gemma":[0.9955264,0.0008747588,0.0001452415,0.002525246,0.0008210558,0.0001072527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005420352,0.01763721,0.8376144,0.001199309,0.01097208,0.0002238177,0.03050945,0.0004163915,0.02935914,0.01328429,0.001176821,0.05706508],"study_design_scores_gemma":[0.004353178,0.0002971604,0.942832,0.0004673889,0.002406346,0.0002679726,0.009402311,0.007297166,0.002634129,0.0008461191,0.0285313,0.0006649165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785738,0.001274014,0.0007861766,0.005990795,0.0003531616,0.004990011,0.00004070368,0.0003333186,0.007658029],"genre_scores_gemma":[0.9967501,0.001062441,0.0002915116,0.00004429024,0.0000683874,0.0004704855,0.0000854481,0.00004786459,0.001179539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1052176,"threshold_uncertainty_score":0.7319894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03631111864844591,"score_gpt":0.3638294819665055,"score_spread":0.3275183633180596,"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."}}