{"id":"W4361011398","doi":"10.1503/cmaj.221266","title":"Penicillin allergy delabelling of patients at risk of sexually transmitted infections in primary care","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Syphilis; Penicillin; Medicine; Penicillin allergy; Primary care; Gonorrhea; Allergy; Pediatrics; Family medicine; Immunology; Human immunodeficiency virus (HIV); Antibiotics; Microbiology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0007396979,0.0001004905,0.0003205834,0.0006309142,0.0001319389,0.000005479338,0.00008528499,0.0003145592,0.0002007036],"category_scores_gemma":[0.001455523,0.0001006902,0.0001314817,0.0008074642,0.0000340808,0.00007617541,0.00001199031,0.0008209477,0.00004023792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002666735,"about_ca_system_score_gemma":0.003158806,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005197159,"about_ca_topic_score_gemma":0.08598825,"domain_scores_codex":[0.9976702,0.0001554465,0.000650914,0.0001278212,0.001055798,0.0003397595],"domain_scores_gemma":[0.9978671,0.0002969689,0.0003567905,0.0001000417,0.0006336254,0.0007454488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001275835,0.0001517577,0.9425483,0.00007604506,0.0003382639,0.0001067461,0.002362162,0.0003588641,0.0001663039,0.00001663337,0.001390731,0.0524714],"study_design_scores_gemma":[0.002779573,0.00006396267,0.9598866,0.0002064653,0.0000842338,0.00003313205,0.0009908662,0.000309066,0.00005444793,0.00002349552,0.03547069,0.00009747595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936506,0.00007113593,0.00002493488,0.001189101,0.0004261076,0.0001608888,0.0001300452,0.00001797661,0.004329185],"genre_scores_gemma":[0.9984023,0.0005712091,0.00005938537,0.00034825,0.0001604367,0.000005064242,0.0001733267,0.00001953256,0.000260472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08079109,"threshold_uncertainty_score":0.9306901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007678919829723818,"score_gpt":0.2319790492646834,"score_spread":0.2243001294349596,"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."}}