{"id":"W3014198344","doi":"10.1016/j.jaad.2020.03.074","title":"Framing atopic dermatitis topical medication application site discomfort as a signal of efficacy improves willingness to continue use","year":2020,"lang":"en","type":"article","venue":"Journal of the American Academy of Dermatology","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Janssen Biotech; LEO Pharma; Mylan; Celgene; Sun Pharma; Regeneron Pharmaceuticals; Novartis; AbbVie; Sanofi; Almirall; Merck; GlaxoSmithKline; Galderma; Eli Lilly and Company; Wake Forest University; Pfizer; Samsung; Valeant Pharmaceuticals International; National Psoriasis Foundation","keywords":"Medicine; Atopic dermatitis; Framing (construction); Dermatology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.002068452,0.0003077759,0.0004492766,0.0004488152,0.0003553988,0.00107946,0.0002218627,0.0007829969,0.006930137],"category_scores_gemma":[0.01135743,0.0001656292,0.0006235725,0.0002748357,0.000240633,0.0007302751,0.0003822022,0.001131412,0.0005283059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002362104,"about_ca_system_score_gemma":0.0002739796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008286664,"about_ca_topic_score_gemma":0.00142237,"domain_scores_codex":[0.9985843,0.000670007,0.00008606879,0.0001694342,0.0003360734,0.000154218],"domain_scores_gemma":[0.9895192,0.006294432,0.002288502,0.0004091379,0.0007097377,0.0007788383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004004202,0.003017761,0.9269396,0.0002023003,0.0003701204,0.0001088163,0.000616506,0.0002859905,0.003449487,0.0002908105,0.001050159,0.05966417],"study_design_scores_gemma":[0.00008793907,0.002531566,0.9926334,0.00005377269,0.0003896061,0.0001061225,0.0004709192,0.001355754,0.001184263,0.0003497923,0.0008150719,0.00002176944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954602,0.0002841595,0.0002302757,0.0003357286,0.0000486947,0.00002661398,0.0001297513,0.00001467192,0.003469879],"genre_scores_gemma":[0.9987382,0.0001082736,0.0003698486,0.0001209055,0.00004857384,0.0000186607,0.00007984571,0.000003644112,0.0005120671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006930137,"threshold_uncertainty_score":0.02318364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01390758551450874,"score_gpt":0.3040367535178532,"score_spread":0.2901291680033445,"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."}}