{"id":"W3201393437","doi":"10.1007/s13555-021-00586-w","title":"Practical Management of Patients with Atopic Dermatitis on Dupilumab","year":2021,"lang":"en","type":"article","venue":"Dermatology and Therapy","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lynde Centre for Dermatology; Women's College Hospital; McGill University Health Centre; University of Ottawa; McGill University; Ottawa Hospital; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; SKiN Health; Hospital for Sick Children; Innovaderm (Canada); Probity Medical Research","funders":"Sanofi Genzyme; Sanofi","keywords":"Dupilumab; Atopic dermatitis; Medicine; Statement (logic); Adverse effect; Dermatology; MEDLINE; Family medicine; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.02629917,0.0004710588,0.0005313192,0.001001275,0.002136086,0.001750078,0.0009420831,0.001877856,0.003114138],"category_scores_gemma":[0.06304125,0.0002474708,0.0008348922,0.0005240534,0.001243447,0.001646729,0.002758143,0.003556306,0.001000417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001294304,"about_ca_system_score_gemma":0.004848494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008095125,"about_ca_topic_score_gemma":0.00190403,"domain_scores_codex":[0.9764691,0.01541028,0.0035144,0.0005401769,0.003345924,0.0007201239],"domain_scores_gemma":[0.953201,0.02621391,0.007288913,0.0009114144,0.01016945,0.002215277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003353671,0.0003163877,0.0585041,0.005250095,0.0002128525,0.01155125,0.01627773,0.002005859,0.004004755,0.005766866,0.2096241,0.6861506],"study_design_scores_gemma":[0.0002174229,0.001266665,0.05154599,0.02740377,0.0004478458,0.04032531,0.03528897,0.004533455,0.005418508,0.0271903,0.80596,0.0004018421],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.221853,0.07166912,0.04829754,0.5088607,0.009112608,0.002699845,0.000840426,0.0005065955,0.1361602],"genre_scores_gemma":[0.8392636,0.02960522,0.07548307,0.04387872,0.004693912,0.0006898426,0.0006699537,0.00006256249,0.005653149],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02629917,"threshold_uncertainty_score":0.139085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01333296836275822,"score_gpt":0.2797698717500938,"score_spread":0.2664369033873356,"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."}}