{"id":"W4386449417","doi":"10.1111/jdv.19500","title":"<scp>Real‐world</scp> clinical, psychosocial and economic burden of atopic dermatitis: Results from a multicountry study","year":2023,"lang":"en","type":"article","venue":"Journal of the European Academy of Dermatology and Venereology","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Probity Medical Research; SKiN Health; Queen's University","funders":"AbbVie","keywords":"Medicine; Psychosocial; Atopic dermatitis; Dermatology Life Quality Index; Quality of life (healthcare); Population; Disease; Disease burden; Eczema Area and Severity Index; Internal medicine; Pediatrics; Dermatology; Psychiatry; Environmental health","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":[0.0007646399,0.0001700819,0.0009599492,0.0002493283,0.0001019089,0.000005381689,0.0003202677,0.0002113606,0.000008336354],"category_scores_gemma":[0.0006680458,0.0001245521,0.0001883023,0.0001322966,0.0009511164,0.00007903702,0.0002242324,0.0006305577,0.00001850133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001038173,"about_ca_system_score_gemma":0.00009054181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003055913,"about_ca_topic_score_gemma":0.00001485414,"domain_scores_codex":[0.9962985,0.001611041,0.001508546,0.0002282227,0.0001212158,0.0002324896],"domain_scores_gemma":[0.9967338,0.001636661,0.001249913,0.0001843319,0.00004765505,0.0001476517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001805427,0.0001672902,0.9585458,0.00006514846,0.0006262597,0.0003473702,0.001242538,0.00001197257,0.0000475901,0.0001641429,0.03792314,0.0006782268],"study_design_scores_gemma":[0.005919382,0.00005148543,0.981352,0.0001288239,0.0005206079,0.001653146,0.0007516489,0.0001114784,0.0001361588,0.001110519,0.008214403,0.00005031435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884884,0.001356674,0.000002063628,0.007136717,0.0005007411,0.0001894667,0.00004033559,0.00001687625,0.002268698],"genre_scores_gemma":[0.9965696,0.002188617,0.0000764151,0.0006230489,0.0003321572,0.000001205105,0.000004130384,0.00001830937,0.0001865704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02970874,"threshold_uncertainty_score":0.5079089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03431813049675671,"score_gpt":0.3417628276478198,"score_spread":0.3074446971510632,"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."}}