{"id":"W4412677606","doi":"10.17816/dv677768","title":"Autoimmune pemphigus: diagnostic challenges, interdisciplinary interaction, and therapeutic errors","year":2025,"lang":"en","type":"article","venue":"Russian Journal of Skin and Venereal Diseases","topic":"Autoimmune Bullous Skin Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"","keywords":"Pemphigus; Medicine; Computer science; Immunology","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":[0.00012968,0.0002370381,0.0005344596,0.0003376389,0.0001616874,0.00004619489,0.0001231812,0.00007544053,0.00008057922],"category_scores_gemma":[0.0002169634,0.0001816049,0.0001952238,0.0001387804,0.0002350836,0.0001409175,0.0001694432,0.0002446462,0.000003230014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007488898,"about_ca_system_score_gemma":0.000240281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009724698,"about_ca_topic_score_gemma":0.000003264288,"domain_scores_codex":[0.9986997,0.000102375,0.0005361188,0.0002243429,0.000207204,0.0002303123],"domain_scores_gemma":[0.998785,0.0003589762,0.0002640528,0.0002325591,0.00007912755,0.0002803352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006612945,0.00431308,0.210941,0.003199065,0.00318814,0.002998552,0.004162483,0.0000527739,0.000459096,0.02335744,0.005106596,0.7356088],"study_design_scores_gemma":[0.001951126,0.0005073464,0.9830081,0.002400486,0.0009148784,0.0007564658,0.002089903,0.00008663291,0.00003850471,0.004898943,0.003183817,0.0001637457],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7079253,0.2756475,0.00009268933,0.01205041,0.0005386047,0.0002827557,0.00002427426,0.00005206994,0.003386464],"genre_scores_gemma":[0.9875663,0.01163304,0.00005903898,0.0003043514,0.0001534757,0.000009258176,0.000009041541,0.00002423069,0.000241272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7720671,"threshold_uncertainty_score":0.7405634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01325029158505539,"score_gpt":0.3009908549524691,"score_spread":0.2877405633674137,"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."}}