{"id":"W4390948501","doi":"10.1016/j.jdin.2024.01.002","title":"A real-world study of dupilumab in patients with atopic dermatitis including patients with malignancy and other medical comorbidities","year":2024,"lang":"en","type":"article","venue":"JAAD International","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"Sun Pharma; McMaster University","keywords":"Dupilumab; Atopic dermatitis; Medicine; Dermatology; Malignancy; Comorbidity; Internal 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":[0.0009764429,0.0002313622,0.0003922795,0.0007950641,0.0007181318,0.0007795655,0.0002941621,0.0004311619,0.001112089],"category_scores_gemma":[0.002955339,0.0002079622,0.0003569792,0.001270234,0.0003709477,0.0005299521,0.0004479924,0.0004491705,0.0002039047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007937687,"about_ca_system_score_gemma":0.0006735855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009417548,"about_ca_topic_score_gemma":0.009214087,"domain_scores_codex":[0.9989501,0.0003391982,0.0001366184,0.0002188843,0.0002188136,0.0001365512],"domain_scores_gemma":[0.9971545,0.000511375,0.00144122,0.000133702,0.0003287684,0.000430439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001590124,0.00008798107,0.9983112,0.00002350003,0.00002602219,0.0002054487,0.0001521483,0.00001279416,0.00008044038,0.000007750937,0.00006317506,0.0008706182],"study_design_scores_gemma":[0.00003312057,0.0009181603,0.9952044,0.0000169699,0.00005483993,0.002049685,0.0008843847,0.0001560535,0.00006981826,0.000008298,0.0005951246,0.000009098738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990594,0.0002532683,0.00003286285,0.00002277459,0.000002747396,0.00003775172,0.000246953,0.000001028184,0.000343314],"genre_scores_gemma":[0.9992625,0.0001832572,0.00009321791,0.0000456907,0.00001155581,0.0000228216,0.0003384464,5.636847e-7,0.00004191399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009417548,"threshold_uncertainty_score":0.01872545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01341956902857446,"score_gpt":0.2887904190035052,"score_spread":0.2753708499749308,"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."}}