{"id":"W2769940150","doi":"10.1016/j.jaip.2017.10.024","title":"Health Care Resource Utilization and Costs Among Adults with Atopic Dermatitis in the United States: A Claims-Based Analysis","year":2017,"lang":"en","type":"article","venue":"The Journal of Allergy and Clinical Immunology In Practice","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"","keywords":"Atopic dermatitis; Medicine; Resource use; Health care; Multivariate analysis; Disease; Retrospective cohort study; Pharmacy; Young adult; Diagnosis code; Marginal cost; Environmental health; Family medicine; Gerontology; Internal medicine; Population; Dermatology","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":[0.0009533705,0.0004687426,0.0007243942,0.00238774,0.0004209314,0.001218101,0.0006858897,0.0008278866,0.001459299],"category_scores_gemma":[0.003291904,0.000551748,0.001995722,0.004543989,0.0003493127,0.001076987,0.001015104,0.001022352,0.0002276471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001198969,"about_ca_system_score_gemma":0.0007115171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03389291,"about_ca_topic_score_gemma":0.02611596,"domain_scores_codex":[0.998823,0.0003219974,0.000267975,0.0002024296,0.0002252078,0.0001593966],"domain_scores_gemma":[0.9974564,0.0006299525,0.001221921,0.0001667453,0.0002346672,0.0002903761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000197472,0.00009855092,0.997874,0.0000246908,0.0003978802,0.0000667893,0.00003826714,0.0002433042,0.00004237729,0.0000392344,0.0003163582,0.000661094],"study_design_scores_gemma":[0.00002155201,0.00006152127,0.9978095,0.00001808809,0.0001861836,0.0001725815,0.0002638615,0.001197135,0.00003001744,0.00004704596,0.0001837096,0.000008938689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940537,0.0004927968,0.00007144449,0.0001038531,0.000008463946,0.00001564622,0.004869555,0.000005170498,0.0003794108],"genre_scores_gemma":[0.9954305,0.0002307005,0.00007550392,0.00006940017,0.00001700322,0.00001877345,0.004019057,0.000002631019,0.0001365521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03389291,"threshold_uncertainty_score":0.06739122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02690527822488357,"score_gpt":0.3740469788993212,"score_spread":0.3471417006744376,"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."}}