{"id":"W4200232143","doi":"10.1007/s13555-021-00661-2","title":"Unmet Educational Needs and Clinical Practice Gaps in the Management of Generalized Pustular Psoriasis: Global Perspectives from the Front Line","year":2021,"lang":"en","type":"article","venue":"Dermatology and Therapy","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Probity Medical Research; SKiN Health; University of Calgary","funders":"LEO Pharma; Bausch Health; Eisai; Sanofi Genzyme; Incyte; Dermira; UCB Pharma; Sun Pharma; Regeneron Pharmaceuticals; Amgen; Boehringer Ingelheim; Celgene; Sanofi; Meiji Seika Pharma; Pfizer; Galderma; Ortho Dermatologics; Eli Lilly and Company; Bristol-Myers Squibb; GlaxoSmithKline","keywords":"Referral; Medicine; Health care; Clinical Practice; Multidisciplinary approach; Front line; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.01364751,0.0002962702,0.0006055222,0.0012367,0.003269562,0.005138019,0.0010978,0.003725622,0.006791139],"category_scores_gemma":[0.02956148,0.0004096596,0.000569698,0.001470872,0.002795679,0.006009899,0.006616734,0.004808331,0.0005491367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004123271,"about_ca_system_score_gemma":0.01680695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009202842,"about_ca_topic_score_gemma":0.01067683,"domain_scores_codex":[0.9866276,0.00664547,0.0009380293,0.0005896534,0.001938624,0.003260636],"domain_scores_gemma":[0.954353,0.01528117,0.005722759,0.0005131785,0.005377217,0.01875274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003164376,0.0008137939,0.1440959,0.009597122,0.000161527,0.005092673,0.2214291,0.0006433193,0.001713222,0.01242306,0.1006321,0.5030817],"study_design_scores_gemma":[0.0001250311,0.0008279996,0.1459066,0.01677385,0.000124611,0.003944515,0.6422156,0.0009948208,0.0004116218,0.01029728,0.1781946,0.0001834623],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.180911,0.03685406,0.000632989,0.7658479,0.001926398,0.00006609617,0.0002282798,0.0000539629,0.01347931],"genre_scores_gemma":[0.9176109,0.02374519,0.001970812,0.05423482,0.0008978895,0.00009615937,0.000159546,0.00003154657,0.001253125],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01364751,"threshold_uncertainty_score":0.0721758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02162821030034857,"score_gpt":0.3155366283622139,"score_spread":0.2939084180618653,"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."}}