{"id":"W4410881173","doi":"10.1016/j.xjidi.2025.100386","title":"Investigating Transcriptional Age Acceleration in Inflammatory Skin Diseases","year":2025,"lang":"en","type":"article","venue":"JID Innovations","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Women's College Hospital; Jewish General Hospital; University of Toronto; McGill University","funders":"","keywords":"Hidradenitis suppurativa; Atopic dermatitis; Psoriasis; Medicine; Disease; Dermatology; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001197652,0.0002119213,0.0003209815,0.0006287498,0.0001394818,0.0004022747,0.0001985275,0.0002406871,0.000666352],"category_scores_gemma":[0.002214503,0.0001391939,0.0003478749,0.0005113787,0.0002391823,0.0003338082,0.0003709829,0.0003078446,0.0001311218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002572666,"about_ca_system_score_gemma":0.0001983977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009440333,"about_ca_topic_score_gemma":0.001326108,"domain_scores_codex":[0.9997011,0.0001019189,0.00001800472,0.0001004328,0.00004906261,0.00002946021],"domain_scores_gemma":[0.9990149,0.0003414872,0.0003672813,0.00009430226,0.0001219919,0.00006006141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00131796,0.00008765559,0.8646443,0.0002060016,0.0002488961,0.00009939492,0.0003021513,0.006750905,0.06426385,0.0004663074,0.0002949903,0.0613177],"study_design_scores_gemma":[0.00003001156,0.0005762742,0.9472934,0.00002567956,0.0001592874,0.0003462156,0.0002566287,0.0308592,0.01806293,0.001088083,0.001279082,0.000023145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910986,0.000718089,0.007398584,0.00003498186,0.00001004255,0.00002056411,0.0003139783,0.00004401699,0.0003610816],"genre_scores_gemma":[0.9928335,0.0002892266,0.006133208,0.00002849326,0.00001761587,0.00002167012,0.00047776,0.000009793186,0.0001887334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001197652,"threshold_uncertainty_score":0.006333888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02165320046499761,"score_gpt":0.3007140066422519,"score_spread":0.2790608061772543,"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."}}