{"id":"W3041087562","doi":"10.1111/cea.13707","title":"GRAded oral challenge for Drug allergy Evaluation—Delabelling described through families' voices","year":2020,"lang":"en","type":"article","venue":"Clinical & Experimental Allergy","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McGill University; Children's Hospital Research Institute of Manitoba; Manitoba Beekeepers' Association; University of Manitoba; George & Fay Yee Centre for Healthcare Innovation; Manitoba Health","funders":"","keywords":"Medicine; Rash; Medical diagnosis; Allergy; Drug allergy; Pediatrics; Family medicine; Dermatology; Pathology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005547932,0.000448613,0.0008996423,0.00006198664,0.0002689378,0.00004324806,0.0003017366,0.0002906846,0.0002815451],"category_scores_gemma":[0.0005985175,0.0004215661,0.0006612085,0.0002668995,0.000271892,0.0003740129,0.0001776045,0.0005294622,0.000297941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002237792,"about_ca_system_score_gemma":0.0002934739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001383002,"about_ca_topic_score_gemma":0.00006086212,"domain_scores_codex":[0.9960989,0.0002371809,0.001246243,0.001055594,0.0007527201,0.0006093706],"domain_scores_gemma":[0.9977651,0.0005375508,0.0002953405,0.0005025883,0.0002812294,0.000618162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008396845,0.05009228,0.0007391881,0.000923517,0.02230194,0.0006448048,0.09906717,0.003122004,0.3064215,0.0645129,0.07216084,0.371617],"study_design_scores_gemma":[0.02189722,0.001656057,0.0007434662,0.0002170653,0.000386398,0.00003245938,0.02604232,0.02546842,0.03785475,0.001229897,0.8833069,0.001165095],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8967918,0.008778613,0.001854893,0.0297291,0.004398435,0.005356852,0.0000704565,0.001070819,0.05194906],"genre_scores_gemma":[0.984033,0.001051805,0.006954933,0.005099406,0.001443848,0.0004643594,0.0002869967,0.0001160048,0.0005496048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.811146,"threshold_uncertainty_score":0.9998236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2539801441993804,"score_gpt":0.4481306996395504,"score_spread":0.1941505554401701,"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."}}