{"id":"W4392110966","doi":"10.1111/jdv.19788","title":"Commentary on Epidemiology of mental health comorbidity in patients with atopic dermatitis: An analysis of global trends from 1998 to 2022","year":2024,"lang":"en","type":"article","venue":"Journal of the European Academy of Dermatology and Venereology","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Atopic dermatitis; Comorbidity; Epidemiology; Observational study; Medicine; Distress; Anxiety; Disease; Psychiatry; Mental health; Quality of life (healthcare); Clinical psychology; Dermatology; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01288539,0.001646293,0.003389386,0.002884853,0.002280361,0.002801616,0.00810847,0.02111108,0.007728222],"category_scores_gemma":[0.09151858,0.001253091,0.003581941,0.00377109,0.002520243,0.003824248,0.001630507,0.01888004,0.003715822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00473221,"about_ca_system_score_gemma":0.00636247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01731081,"about_ca_topic_score_gemma":0.01789792,"domain_scores_codex":[0.9862179,0.005460379,0.002068795,0.002041316,0.003681624,0.000529984],"domain_scores_gemma":[0.8875803,0.07910965,0.005329487,0.001789991,0.02348504,0.002705552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007873788,0.00001088727,0.0005167505,0.001165714,0.0001804684,0.0001717871,0.00008933921,0.0000580497,0.00005473027,0.0003991385,0.9931396,0.004134718],"study_design_scores_gemma":[0.0005973069,0.0002162667,0.007745903,0.0157029,0.001286303,0.00118091,0.0008046337,0.0007339626,0.0005011275,0.006402142,0.9645905,0.0002379059],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005076672,0.01806857,0.0002537296,0.7999748,0.1784294,0.00005215164,0.001694792,0.00007324832,0.0009457236],"genre_scores_gemma":[0.005385623,0.01357476,0.0004650922,0.7493166,0.2284907,0.0001472543,0.0004693371,0.00007703461,0.002073625],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02111108,"threshold_uncertainty_score":0.06814528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01918556905380502,"score_gpt":0.3206528726987867,"score_spread":0.3014673036449816,"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."}}