{"id":"W3209707534","doi":"10.1111/all.15169","title":"Direct oral penicillin challenge for penicillin allergy delabeling as a health services intervention: A multicenter cohort study","year":2021,"lang":"en","type":"letter","venue":"Allergy","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Peter MacCallum Cancer Centre; Department of Health, State Government of Victoria","keywords":"Penicillin allergy; Penicillin; Medicine; Intervention (counseling); Allergy; Cohort; Cohort study; Family medicine; Immunology; Antibiotics; Internal medicine; Psychiatry; Microbiology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008773127,0.001024717,0.002283141,0.0004874395,0.0003566766,0.0001313746,0.0004833603,0.0009225696,0.0004562666],"category_scores_gemma":[0.0001169722,0.001010009,0.001195257,0.0003502737,0.00006369023,0.0002283579,0.0003412331,0.002092607,0.0002301018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009048666,"about_ca_system_score_gemma":0.0006741771,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006885903,"about_ca_topic_score_gemma":0.01352783,"domain_scores_codex":[0.9935284,0.0005283842,0.001604241,0.001892194,0.001173804,0.001272947],"domain_scores_gemma":[0.9960603,0.0003860959,0.0008666709,0.001526215,0.0007755208,0.0003852102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001849406,0.03775496,0.002855133,0.02176701,0.1200083,0.02018636,0.02584642,0.0005446362,0.0004037272,0.0002906179,0.672949,0.09554441],"study_design_scores_gemma":[0.006761899,0.0008335006,0.00128865,0.002207185,0.0006776525,0.0001580526,0.003199993,0.0006223392,0.00002576533,0.00001834208,0.9834079,0.0007987862],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03580602,0.01871236,0.0004549084,0.8769476,0.01058014,0.0218901,0.0006771614,0.001575991,0.03335569],"genre_scores_gemma":[0.2370669,0.00903653,0.003051509,0.6668963,0.01329968,0.005608633,0.0185435,0.001342358,0.04515459],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3104588,"threshold_uncertainty_score":0.9997273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03691027332902684,"score_gpt":0.3324530667480254,"score_spread":0.2955427934189985,"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."}}