{"id":"W4318197186","doi":"10.1089/derm.2022.29015.jsi","title":"Burden of Disease and Unmet Needs in Atopic Dermatitis: Results from a Patient Survey","year":2023,"lang":"en","type":"article","venue":"Dermatitis","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"LEO Pharma; Amgen","keywords":"Medicine; Itching; Atopic dermatitis; Disease; Dermatology; Quality of life (healthcare); Antipruritic; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001311145,0.0001626174,0.0003263742,0.0008736831,0.0003547002,0.0006554323,0.0003082352,0.0005272565,0.001604147],"category_scores_gemma":[0.003170307,0.0001749931,0.0006120192,0.001506363,0.000166818,0.0007121766,0.000624567,0.0005113744,0.0003598608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00046923,"about_ca_system_score_gemma":0.0003812187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007606194,"about_ca_topic_score_gemma":0.008109912,"domain_scores_codex":[0.9989015,0.000370031,0.0002463584,0.0001158978,0.0002394348,0.0001267614],"domain_scores_gemma":[0.9972083,0.0004630806,0.001448164,0.00008996319,0.0003569915,0.000433553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004395084,0.00005700052,0.9970817,0.00003870614,0.00004832181,0.00003000825,0.00015638,0.00004024679,0.0000364587,0.000008231054,0.0005289055,0.001929986],"study_design_scores_gemma":[0.000006434864,0.00007387137,0.9989442,0.00001350188,0.00001341377,0.00008716352,0.0003931123,0.0001177522,0.00001698341,0.000006977954,0.000322531,0.000004157981],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937713,0.0003666317,0.00005795079,0.0003017755,0.000006853999,0.00004001562,0.004423079,0.000007755334,0.001024771],"genre_scores_gemma":[0.9975957,0.0002175415,0.0001384426,0.0001831848,0.00001089845,0.00004703673,0.001640182,0.000002532199,0.0001644316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007606194,"threshold_uncertainty_score":0.01512384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01730297073101383,"score_gpt":0.2577971798892909,"score_spread":0.2404942091582771,"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."}}