{"id":"W4250893059","doi":"10.1201/9780429020162","title":"Litt's Drug Eruption & Reaction Manual 25E","year":2019,"lang":"en","type":"book","venue":"","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Drug eruption; Drug; Medicine; Dermatology; Pharmacology","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003284763,0.000466129,0.0005559812,0.0002536275,0.0002455155,0.00002930765,0.0003937998,0.001086096,0.004063022],"category_scores_gemma":[0.00002770482,0.0004307565,0.0003306583,0.00006909957,0.0002153559,0.0001766157,0.0001280926,0.001119077,0.05091888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001807623,"about_ca_system_score_gemma":0.0002751513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001352737,"about_ca_topic_score_gemma":0.00002147141,"domain_scores_codex":[0.9981964,0.0001299962,0.0005148452,0.0005912054,0.0000711024,0.00049645],"domain_scores_gemma":[0.9987016,0.0001094093,0.0003217698,0.0007648742,0.00009672721,0.000005638382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003859813,0.0004098071,0.00001404692,0.000293342,0.0007876238,0.000004261281,0.00156463,0.00001540471,0.1109517,0.03035528,0.8012649,0.053953],"study_design_scores_gemma":[0.0007290155,0.00005090775,0.0002025115,0.000120249,0.0001043341,0.00004305991,0.0001576934,5.029261e-7,0.001079117,0.001221158,0.9957644,0.0005270672],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003508186,0.02579838,0.0001032887,0.0001886252,0.005076736,0.0005377268,0.00005521985,0.0003235945,0.9644082],"genre_scores_gemma":[0.01372772,0.0006130829,0.00001075363,0.0002773051,0.0000233041,0.00001991282,0.00490887,0.00006134235,0.9803577],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1944994,"threshold_uncertainty_score":0.9998145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009846439539016233,"score_gpt":0.2357596766329765,"score_spread":0.2259132370939602,"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."}}