{"id":"W4388695067","doi":"10.1001/jamadermatol.2023.4450","title":"Management of Adult Patients With Drug Reaction With Eosinophilia and Systemic Symptoms","year":2023,"lang":"en","type":"article","venue":"JAMA Dermatology","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"National Institute of Allergy and Infectious Diseases; Leonard M. Miller School of Medicine, University of Miami; Leonard M. Miller School of Medicine; University of California, San Francisco; Sorbonne Université; Lietuvos Sveikatos Mokslų Universitetas; Paracelsus Medizinische Privatuniversität; Lékařská fakulta, Masarykova univerzita; Masarykova Univerzita; Assistance publique-Hôpitaux de Paris; National Taiwan University Hospital; Syddansk Universitet; National Taiwan University; Université Paris Diderot; University of Miami; Odense Universitetshospital; Institut National de la Santé et de la Recherche Médicale; Centro de Investigación Biomédica en Red de Salud Mental; Helsingin ja Uudenmaan Sairaanhoitopiiri; Helsingin Yliopisto; Nara Medical University; Inselspital, Universitätsspital Bern; Universitatea de Medicină şi Farmacie \"Carol Davila\" Bucureşti; Debreceni Egyetem; Technion-Israel Institute of Technology; University of Pennsylvania; Rijksuniversiteit Groningen; Singapore General Hospital; Perelman School of Medicine, University of Pennsylvania; Vanderbilt University Medical Center; University of Bern; Vanderbilt University; Ohio State University; Universitair Medisch Centrum Groningen; Brigham and Women's Hospital","keywords":"Medicine; Eosinophilia; Dermatology; Drug; Systemic reaction; Intensive care medicine; Internal medicine; Immunology; Pharmacology; Allergy","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":[0.00003251222,0.0001268685,0.0002871006,0.0002158805,0.0000470823,0.000006328889,0.00004068322,0.00007568349,0.000001163409],"category_scores_gemma":[0.00000980619,0.0000929291,0.00002192038,0.0003491103,0.00008512388,0.0001162673,0.00003264837,0.0001370347,0.00005280726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005557697,"about_ca_system_score_gemma":0.00002622551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003591883,"about_ca_topic_score_gemma":0.000007582159,"domain_scores_codex":[0.9991211,0.00003146655,0.0002084274,0.0002289593,0.0002089394,0.0002011269],"domain_scores_gemma":[0.9993196,0.00004276595,0.000135827,0.0002579353,0.0001631256,0.00008072617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005852045,0.0006134964,0.9251848,0.004244006,0.001673298,0.001939023,0.001307908,0.0000252635,0.002649533,0.006834621,0.001382572,0.0535602],"study_design_scores_gemma":[0.005732184,0.00008084132,0.9857543,0.001083908,0.0004137217,0.002321013,0.002071364,0.0001408925,0.0009940499,0.00002998522,0.00121795,0.0001598443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922822,0.00001721986,0.00001666966,0.0009542247,0.0001101389,0.0004943371,0.000008486175,0.0001281515,0.005988567],"genre_scores_gemma":[0.999153,0.0000624945,0.0001427297,0.0000801227,0.00001533221,0.00004590167,0.00006614172,0.00002377381,0.0004105171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06056938,"threshold_uncertainty_score":0.3789539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004836223976801851,"score_gpt":0.2206412650435797,"score_spread":0.2158050410667778,"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."}}