{"id":"W4406694363","doi":"10.1186/s13223-024-00936-1","title":"Drug allergy","year":2025,"lang":"en","type":"review","venue":"Allergy Asthma and Clinical Immunology","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Queen's University; University of British Columbia; London Health Sciences Centre; Western University","funders":"BioCryst; CSL Behring","keywords":"Medicine; Drug; Anaphylaxis; Drug allergy; Desensitization (medicine); Allergy; Discontinuation; Intensive care medicine; Adverse drug reaction; Dermatology; Adverse effect; Pharmacology; Immunology; Surgery; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005523602,0.0008868948,0.001037579,0.001531338,0.0006334613,0.001972555,0.001052083,0.001928765,0.03682273],"category_scores_gemma":[0.00163989,0.0002070166,0.0007150692,0.001251572,0.0006185418,0.001281065,0.00122092,0.002007136,0.02561668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007433281,"about_ca_system_score_gemma":0.001160526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001100468,"about_ca_topic_score_gemma":0.001345024,"domain_scores_codex":[0.9990215,0.0001638807,0.00009871036,0.0001450117,0.000468792,0.0001021523],"domain_scores_gemma":[0.9993723,0.0001755519,0.00007707282,0.00005193116,0.0002578217,0.00006540219],"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":[0.00007126955,0.00008466794,0.000387063,0.00666751,0.00005293869,0.001059271,0.00009212486,0.0001211179,0.001694186,0.005259662,0.2148646,0.7696456],"study_design_scores_gemma":[0.00001109866,0.00002827926,0.0002783684,0.001284675,0.00001711691,0.002611652,0.00003334916,0.00002599368,0.0002403084,0.0009453619,0.9945175,0.000006282719],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006369982,0.9157663,0.001012273,0.003057088,0.004785142,0.00009703675,0.0002672694,0.0001937686,0.07418401],"genre_scores_gemma":[0.01318908,0.9068517,0.001651049,0.007696155,0.003950067,0.00009922092,0.00105007,0.00005155187,0.06546103],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03682273,"threshold_uncertainty_score":0.1231843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04481383142069453,"score_gpt":0.3949581025985106,"score_spread":0.3501442711778161,"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."}}