{"id":"W4400879573","doi":"10.1089/derm.2024.0146","title":"Therapeutic Modulation of Dupilumab in Patients with Severe Atopic Dermatitis®: Clinical Effectiveness in Real Life","year":2024,"lang":"en","type":"article","venue":"Dermatitis","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dupilumab; Medicine; Atopic dermatitis; Dermatology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001186503,0.0002202398,0.0004399627,0.0001417298,0.0001607747,0.0004874667,0.0001619633,0.0001864912,0.00173186],"category_scores_gemma":[0.001750759,0.00006732688,0.0005203972,0.0001532643,0.0001476417,0.0002542926,0.00019824,0.0003187541,0.000142705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003170538,"about_ca_system_score_gemma":0.0002094409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002478198,"about_ca_topic_score_gemma":0.0004066806,"domain_scores_codex":[0.9994178,0.000343744,0.00004173486,0.00007415956,0.00007893447,0.00004359417],"domain_scores_gemma":[0.9987922,0.0004233653,0.0004908211,0.00007061751,0.00007218742,0.0001508787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1499159,0.01410283,0.2330181,0.00188191,0.002737157,0.0003587154,0.0004477727,0.00172998,0.0223394,0.0002655885,0.001381665,0.5718209],"study_design_scores_gemma":[0.009236559,0.2634265,0.7021074,0.0002461005,0.002353679,0.001548052,0.0003328162,0.005865384,0.01002947,0.0002279405,0.00457507,0.00005099339],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959033,0.003044081,0.0001188349,0.0000597235,0.00001134734,0.00004739392,0.00008382466,0.000006531052,0.000724885],"genre_scores_gemma":[0.9992687,0.0003525757,0.0001741444,0.00002462703,0.0000173454,0.00002269426,0.00005635007,5.79522e-7,0.00008294828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00173186,"threshold_uncertainty_score":0.006274939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01566205192678682,"score_gpt":0.3001938651627792,"score_spread":0.2845318132359924,"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."}}