{"id":"W4407942167","doi":"10.1016/j.jaip.2025.02.019","title":"Diagnosing and Managing Drug Reaction With Eosinophilia and Systemic Symptoms (DRESS) Amidst Remaining Uncertainty","year":2025,"lang":"en","type":"article","venue":"The Journal of Allergy and Clinical Immunology In Practice","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"National Institutes of Health","keywords":"Medicine; MEDLINE; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007823044,0.0005528192,0.001208812,0.00400888,0.001007522,0.003754481,0.001051421,0.001330858,0.001926245],"category_scores_gemma":[0.03854544,0.0003221947,0.0007599106,0.001826457,0.0008696213,0.002773316,0.002023135,0.002705448,0.001023351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005881139,"about_ca_system_score_gemma":0.001837513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001660115,"about_ca_topic_score_gemma":0.003022985,"domain_scores_codex":[0.9947298,0.002117775,0.001133808,0.0004944711,0.001230087,0.0002942001],"domain_scores_gemma":[0.9841176,0.01024522,0.00202792,0.0007849933,0.002013289,0.0008109931],"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":[0.0003673528,0.0002307701,0.2514915,0.001958539,0.000318922,0.01237851,0.00183969,0.004105214,0.003065599,0.003997932,0.03705322,0.6831928],"study_design_scores_gemma":[0.0002076465,0.0009317206,0.2160013,0.01504203,0.001250856,0.1356428,0.02175991,0.1086676,0.01953073,0.1513636,0.329024,0.0005778637],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3956978,0.1105764,0.2884719,0.1601169,0.002678989,0.001377702,0.003879719,0.002730055,0.03447047],"genre_scores_gemma":[0.7334876,0.05756807,0.1859048,0.01471431,0.00307667,0.000318516,0.002471263,0.0002425448,0.002216144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007823044,"threshold_uncertainty_score":0.04137272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01143148761059425,"score_gpt":0.3027246834348605,"score_spread":0.2912931958242663,"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."}}