{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000847083,0.0002499621,0.0004539582,0.002136262,0.0003423284,0.000910213,0.0004049518,0.0007064554,0.001702735],"category_scores_gemma":[0.003765013,0.0002844789,0.0009624299,0.004195352,0.0002942788,0.001058338,0.0009372499,0.000650881,0.0002837034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004501619,"about_ca_system_score_gemma":0.000470579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02225256,"about_ca_topic_score_gemma":0.02305606,"domain_scores_codex":[0.9988757,0.0003096608,0.0002304316,0.0001896035,0.0002291644,0.0001653691],"domain_scores_gemma":[0.9978684,0.0003935918,0.001050058,0.0001427661,0.0002883385,0.0002568871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002482702,0.00001837958,0.9987866,0.000008681567,0.0000697397,0.00002358823,0.00004401588,0.00001535569,0.00001761299,0.000009923202,0.0001474761,0.0008337302],"study_design_scores_gemma":[0.000001762173,0.00002157362,0.9993683,0.000009099224,0.00002711888,0.00009729034,0.0002393279,0.00007869861,0.000008812309,0.0000193129,0.0001265192,0.000002298094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931507,0.002135301,0.0001161504,0.0003594976,0.00003558561,0.00001951065,0.002632693,0.00001371831,0.001536886],"genre_scores_gemma":[0.9979976,0.0005826232,0.00004962857,0.0001321978,0.00003198571,0.00001366897,0.00105293,0.000002411978,0.0001369322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02225256,"threshold_uncertainty_score":0.04424608,"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."}}