{"id":"W4408345236","doi":"10.1159/000545194","title":"Management and Genetics of Alopecia Areata within the USA: A Cross-Sectional Study of All of Us","year":2025,"lang":"en","type":"article","venue":"Skin Appendage Disorders","topic":"Hair Growth and Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mediprobe Research (Canada); University of Toronto","funders":"","keywords":"Alopecia areata; Medicine; Cross-sectional study; Ethnic group; Vitiligo; Dermatology; Atopic dermatitis; Psoriasis; Pathology","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":[0.0002649876,0.0001403793,0.0002875567,0.0001654523,0.00005497148,0.000009276321,0.0001760406,0.00005660182,0.00007368976],"category_scores_gemma":[0.00004874709,0.0001057915,0.00007749321,0.000327307,0.0003038585,0.00002877811,0.0001422925,0.0001086406,0.00000201535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001206205,"about_ca_system_score_gemma":0.00005379284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008038693,"about_ca_topic_score_gemma":0.002776579,"domain_scores_codex":[0.9987375,0.00004578838,0.0004869769,0.0002466476,0.0003278004,0.0001553239],"domain_scores_gemma":[0.9992881,0.00005949139,0.0001492001,0.0003810408,0.00007938554,0.00004275735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002977574,0.0007796334,0.9933779,0.0003575056,0.0003889827,0.000004165009,0.001215664,0.0002348442,0.00006590455,0.001127021,0.0001669853,0.001983618],"study_design_scores_gemma":[0.003340898,0.0003612337,0.9883754,0.00004815151,0.0001564931,0.000001909237,0.005445431,0.0001513324,0.0003343025,0.0006878668,0.001018605,0.00007843551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863107,0.0006919031,0.0002405085,0.0000779918,0.00009833914,0.0009244538,0.00002036398,0.000007754999,0.01162805],"genre_scores_gemma":[0.998885,0.0001946927,0.000194758,0.0001023664,0.00000668055,0.00001207902,0.00001615683,0.0000111244,0.0005771153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01257439,"threshold_uncertainty_score":0.4314051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01434815670818141,"score_gpt":0.3065005670828504,"score_spread":0.292152410374669,"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."}}