{"id":"W2908530488","doi":"10.1016/j.jaip.2019.01.005","title":"Atopic Dermatitis in US Adults: From Population to Health Care Utilization","year":2019,"lang":"en","type":"article","venue":"The Journal of Allergy and Clinical Immunology In Practice","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Janssen Biotech; Ortho Dermatologics; Genentech; Valeant Pharmaceuticals International; Regeneron Pharmaceuticals; Pfizer; Novartis Pharmaceuticals Corporation; Celgene; North Carolina GlaxoSmithKline Foundation; Asthma and Allergy Foundation of America; Baxter International; Genzyme; AbbVie; Sanofi; National Eczema Association; Dermatology Foundation","keywords":"Medicine; Medical prescription; Atopic dermatitis; Emergency department; Population; SCORAD; Health care; Severity of illness; Pediatrics; Emergency medicine; Disease; Internal medicine; Environmental health; Dermatology; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005082634,0.00006665416,0.0003154344,0.00008358136,0.00003269882,0.000004827951,0.00008732991,0.000144884,0.00005979873],"category_scores_gemma":[0.00126437,0.00004763211,0.00003949773,0.0001063293,0.00005078319,0.0002104598,0.00003523024,0.0005040045,0.00002076859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004169987,"about_ca_system_score_gemma":0.000106605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005648477,"about_ca_topic_score_gemma":0.0008078883,"domain_scores_codex":[0.9981698,0.0008201719,0.0007164222,0.00008884604,0.00008934997,0.0001154534],"domain_scores_gemma":[0.9980316,0.001273723,0.0003865377,0.0001499887,0.0001038655,0.00005434165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004282888,0.0004175936,0.9701878,0.00001695063,0.0006649065,0.0001130031,0.002908466,0.000046647,0.000005454501,0.0001936562,0.0005647531,0.02059792],"study_design_scores_gemma":[0.002635126,0.000508583,0.9877984,0.0002589293,0.00009008843,0.0003012186,0.004039351,0.00003814785,0.000004591627,0.0001707444,0.004113434,0.00004138693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709345,0.01226242,0.00002286922,0.01592994,0.0003905224,0.0001536478,0.000001391374,0.00000373894,0.0003009376],"genre_scores_gemma":[0.9782766,0.01382814,0.0002519976,0.00756839,0.00004232033,0.000001028115,0.00001145455,0.000004735384,0.00001540821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02055653,"threshold_uncertainty_score":0.2189677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02442964437766819,"score_gpt":0.3756733943413298,"score_spread":0.3512437499636616,"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."}}