{"id":"W4413138215","doi":"10.1089/derm.2025.0021","title":"Breaking the Itch–Scratch Cycle: An Integrative Approach for Atopic Dermatitis","year":2025,"lang":"en","type":"review","venue":"Dermatitis","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Scratching; Atopic dermatitis; Neuroscience; Immune dysregulation; Immune system; Dermatology; Immunology; Psychology","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":[0.0003996098,0.000512046,0.0006754838,0.0006810711,0.0005106827,0.0008462882,0.0006225357,0.0009468641,0.002978409],"category_scores_gemma":[0.000334787,0.0001078326,0.0008165622,0.0002698172,0.0005153224,0.00129096,0.0009978133,0.002416542,0.0008152626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004544329,"about_ca_system_score_gemma":0.000551709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004057435,"about_ca_topic_score_gemma":0.001353323,"domain_scores_codex":[0.9998343,0.00005144496,0.00001398728,0.00002767699,0.00004415858,0.00002851288],"domain_scores_gemma":[0.9999107,0.00002681549,0.00001224429,0.000006546242,0.00001920841,0.00002439481],"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":[0.0007933064,0.001240854,0.001190978,0.01148756,0.0002660193,0.001112949,0.0007230147,0.0003309555,0.03878519,0.01461474,0.01953056,0.909924],"study_design_scores_gemma":[0.0007586443,0.003623258,0.01831559,0.01179771,0.001238865,0.01035035,0.002025161,0.001617298,0.01607699,0.04417657,0.8898644,0.0001551468],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04043561,0.8965903,0.01195078,0.02075932,0.00285852,0.0003148052,0.0001900376,0.0003617503,0.02653899],"genre_scores_gemma":[0.2338845,0.7069126,0.02852135,0.01202422,0.003467016,0.0005945529,0.0003737007,0.00007553134,0.01414663],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002978409,"threshold_uncertainty_score":0.00996381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02542697374829588,"score_gpt":0.3350905357445988,"score_spread":0.3096635619963029,"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."}}