{"id":"W4411646662","doi":"10.58931/cdt.2025.62142","title":"Update in Diagnosis and Management of Severe Cutaneous Adverse Reactions: Emerging Therapies and Evolving Presentations","year":2025,"lang":"en","type":"article","venue":"Canadian dermatology today.","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"","keywords":"Medicine; Intensive care medicine; Adverse effect; Dermatology; Internal medicine","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":[0.0000397296,0.0001056747,0.0002164225,0.0006416675,0.0001141058,0.00000731113,0.00004279877,0.00008521307,0.00003211875],"category_scores_gemma":[0.0000420188,0.0001173618,0.00002652734,0.000324206,0.0001126491,0.0001155498,0.00002904249,0.0001460883,0.00000511294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001209282,"about_ca_system_score_gemma":0.0001602744,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01286015,"about_ca_topic_score_gemma":0.0480958,"domain_scores_codex":[0.9992379,0.00003856617,0.0002372169,0.000204605,0.00005384321,0.0002278603],"domain_scores_gemma":[0.9994591,0.0001083474,0.00004974607,0.0001886261,0.00004400875,0.0001501011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001329855,0.0001003109,0.9305287,0.001013021,0.0007336721,0.002620463,0.001504043,0.00007366596,0.0002054171,0.0176072,0.004350112,0.04125011],"study_design_scores_gemma":[0.001571488,0.00000828198,0.8293563,0.0008075438,0.0003475763,0.003051932,0.01054602,0.0004973919,0.0001845811,0.001155058,0.152247,0.0002268238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9340087,0.002604957,0.00002560613,0.02221274,0.0002225673,0.0007239065,0.00002549076,0.00004155414,0.04013449],"genre_scores_gemma":[0.9943898,0.003642011,0.0007257071,0.0004915282,0.000005718897,0.00008533802,0.00001408956,0.00001005985,0.0006357895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1478969,"threshold_uncertainty_score":0.9937133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01112016978149934,"score_gpt":0.2768610262697627,"score_spread":0.2657408564882634,"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."}}