{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050482,0.0001718845,0.0002297892,0.0006482123,0.0005696578,0.0004987526,0.0003040965,0.0003672916,0.001158063],"category_scores_gemma":[0.001569396,0.000252519,0.0002803606,0.001307249,0.0002346259,0.000476624,0.0004105791,0.0005307576,0.0001642041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004000158,"about_ca_system_score_gemma":0.0004502759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02623929,"about_ca_topic_score_gemma":0.0455398,"domain_scores_codex":[0.9995232,0.0001479396,0.00006023766,0.0001083807,0.00009831713,0.0000619768],"domain_scores_gemma":[0.9988114,0.000160847,0.000615906,0.00008558305,0.0001572853,0.0001689505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001252863,0.00004063169,0.9990314,0.000005232926,0.00003248992,0.00002725109,0.0001262489,0.000007136878,0.00007240219,0.000008947912,0.0001386541,0.0004971458],"study_design_scores_gemma":[0.000002425427,0.00003508993,0.9992094,0.00000685954,0.00001823722,0.0001408122,0.0003443618,0.00004052214,0.00001872811,0.000007552586,0.0001743776,0.000001592272],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988602,0.0001553755,0.00005453877,0.00006499433,0.000003671103,0.00001286833,0.0005271467,0.000001958064,0.0003192888],"genre_scores_gemma":[0.9992598,0.0001284099,0.00008273542,0.00009199678,0.000005859212,0.00001400673,0.0003414194,0.000001470125,0.00007433682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02623929,"threshold_uncertainty_score":0.05217314,"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."}}