{"id":"W4408225256","doi":"10.58931/cdt.2025.61133","title":"Review of Pemphigus Vulgaris Management","year":2025,"lang":"en","type":"article","venue":"Canadian dermatology today.","topic":"Autoimmune Bullous Skin Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"","keywords":"Pemphigus vulgaris; Dermatology; Medicine; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007043066,0.0001331528,0.0004721415,0.0003821282,0.00006125934,0.000003069996,0.0001775199,0.00009807064,0.0009328952],"category_scores_gemma":[0.0001309131,0.0001341946,0.0001173763,0.0003575568,0.0001393034,0.00002049512,0.00004529177,0.0001127055,0.0001285617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000163441,"about_ca_system_score_gemma":0.0008186012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005968471,"about_ca_topic_score_gemma":0.003724507,"domain_scores_codex":[0.9989563,0.00004834894,0.0003671201,0.0002084393,0.00008446489,0.0003353524],"domain_scores_gemma":[0.9989802,0.00003419497,0.00006968121,0.0005762409,0.00009955182,0.0002401168],"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":[0.00001900597,0.00005603345,0.03202562,0.01669793,0.0003262619,0.001491966,0.00002451851,2.642702e-7,0.000009152838,0.01284688,0.9269656,0.009536791],"study_design_scores_gemma":[0.0007273702,0.00001771789,0.06642563,0.009153603,0.0005352334,0.0005352343,0.00005813578,0.00001016722,0.0002636277,0.0004311836,0.9217071,0.000135002],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01241844,0.4341941,0.00009001077,0.06289022,0.0005491328,0.001525869,0.00004100132,0.0001170366,0.4881743],"genre_scores_gemma":[0.8785073,0.02718114,0.000560673,0.08186354,0.00002029317,0.0001268041,0.0001241734,0.00003225589,0.01158382],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8660889,"threshold_uncertainty_score":0.9999804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00583245324017702,"score_gpt":0.2646573318578114,"score_spread":0.2588248786176344,"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."}}