{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003165722,0.0001336398,0.000271752,0.0000237326,0.0001443669,0.00001369227,0.0001461019,0.0001797386,0.0001368616],"category_scores_gemma":[0.00004295722,0.00007961256,0.00007222239,0.0001290432,0.0002761956,0.00005645986,0.0000472857,0.0001383082,0.00001205744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009383106,"about_ca_system_score_gemma":0.00004941179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001248138,"about_ca_topic_score_gemma":0.00006450832,"domain_scores_codex":[0.9980837,0.001204015,0.0002897014,0.0002339827,0.00003697212,0.0001515907],"domain_scores_gemma":[0.9987419,0.0008248064,0.0001112992,0.0002511054,0.0000585276,0.00001233348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004317638,0.004508848,0.5296879,0.00004016011,0.01416542,0.0003554205,0.0252999,0.000002988292,0.001589152,0.2560055,0.007792972,0.1562341],"study_design_scores_gemma":[0.01156954,0.0001595569,0.8150629,0.00004413551,0.0008312185,0.001263741,0.0386562,0.000004869969,0.001948617,0.01333033,0.1168592,0.0002696661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8125778,0.1715471,0.00002414486,0.01465812,0.0003871319,0.0001704428,0.00004514209,0.000006425058,0.0005836659],"genre_scores_gemma":[0.9440085,0.05333913,0.0007673296,0.001548409,0.00006563761,0.00004022392,0.0001280273,0.000005145975,0.00009759038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.285375,"threshold_uncertainty_score":0.3246506,"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."}}