{"id":"W2084197733","doi":"10.1097/01.asw.0000463573.40637.73","title":"A Review of the Diagnosis and Management of Erythroderma (Generalized Red Skin)","year":2015,"lang":"en","type":"review","venue":"Advances in Skin & Wound Care","topic":"Autoimmune Bullous Skin Diseases","field":"Medicine","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"Muscular Dystrophy Canada; University of Toronto","funders":"","keywords":"Erythroderma; Medicine; Dermatology; Etiology; Medical diagnosis; Intensive care medicine; Modalities; Emergency department; Health care; MEDLINE; Pathology; Nursing","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"],"consensus_categories":[],"category_scores_codex":[0.0002944729,0.00047267,0.002849864,0.000127428,0.00003712989,0.000006943636,0.0004630791,0.0001602694,0.00007798625],"category_scores_gemma":[0.0001483177,0.000310133,0.0006239442,0.0006997535,0.0003061817,0.00009159742,0.0004091324,0.0002562234,0.00000368671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002765823,"about_ca_system_score_gemma":0.00028028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003168451,"about_ca_topic_score_gemma":0.00002582894,"domain_scores_codex":[0.9971133,0.0002851537,0.001226104,0.0005031625,0.0005954603,0.0002767997],"domain_scores_gemma":[0.9973164,0.0001289332,0.0009462301,0.001264484,0.0002612481,0.0000827732],"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":[0.00001266907,0.00007413104,0.0001332251,0.4148035,0.0001427952,0.00002668835,0.00009478087,0.000001028446,9.520576e-9,0.00006909051,0.002207578,0.5824345],"study_design_scores_gemma":[0.0005112808,0.00004721729,0.0001220099,0.3316792,0.002107547,0.00003637913,0.0001510115,1.276119e-7,0.000001704691,0.00005896063,0.6651092,0.00017544],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002538354,0.9931912,0.000001424479,0.00008935756,0.0002804961,0.003551097,0.0001091493,0.00001684665,0.002734989],"genre_scores_gemma":[0.00008859425,0.997708,0.0004526636,0.0002096996,0.00005439281,0.001039611,0.0001574349,0.00006632295,0.0002232679],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6629016,"threshold_uncertainty_score":0.9999351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03134161898706454,"score_gpt":0.3663883968768589,"score_spread":0.3350467778897943,"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."}}