{"id":"W4407161411","doi":"10.1007/s00417-025-06756-2","title":"Challenges and advances in ocular mucous membrane pemphigoid (OMMP); from pathogenesis to treatment strategies","year":2025,"lang":"en","type":"review","venue":"Graefe s Archive for Clinical and Experimental Ophthalmology","topic":"Autoimmune Bullous Skin Diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Pathogenesis; Mucous membrane; Medicine; Dermatology; Pemphigoid; Pathology; Immunology; Bullous pemphigoid; Antibody","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":[0.0002040667,0.0006857414,0.003413466,0.0002638754,0.00009439662,0.00002164216,0.0001850563,0.000367287,0.00004843891],"category_scores_gemma":[0.0001865859,0.000514144,0.0007021907,0.00008718976,0.0004762995,0.00006474596,0.0003009748,0.0002196002,0.000009761143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006523193,"about_ca_system_score_gemma":0.0003285503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001102608,"about_ca_topic_score_gemma":0.00002491077,"domain_scores_codex":[0.996543,0.0004228259,0.001151605,0.001279772,0.0001315481,0.0004712127],"domain_scores_gemma":[0.9969395,0.00200293,0.000219672,0.0004871097,0.00002354268,0.0003272756],"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":[0.001253916,0.001772529,0.0003799766,0.006739276,0.0005870652,0.00114097,0.0004762908,5.812482e-7,0.00002433745,0.0006237224,0.00001953331,0.9869818],"study_design_scores_gemma":[0.006658057,0.01181932,0.00632705,0.01331888,0.002386634,0.001601978,0.00256361,0.000006039795,0.00005621211,0.003942119,0.9501061,0.001213935],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01370189,0.9812695,0.000006097644,0.0001176807,0.0003094497,0.002571804,0.0006649524,0.00003628088,0.001322361],"genre_scores_gemma":[0.006168935,0.9896076,0.001495796,0.00006946184,0.000188575,0.001544265,0.0007228973,0.00005843027,0.0001440833],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9857678,"threshold_uncertainty_score":0.999731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1189932450776915,"score_gpt":0.45711155043597,"score_spread":0.3381183053582785,"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."}}