{"id":"W4386529632","doi":"10.1016/j.jaci.2023.08.030","title":"Topical treatments for atopic dermatitis (eczema): Systematic review and network meta-analysis of randomized trials","year":2023,"lang":"en","type":"review","venue":"Journal of Allergy and Clinical Immunology","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Hamilton Health Sciences; Western University; McMaster University; St. Joseph’s Healthcare Hamilton; Impact","funders":"","keywords":"Atopic dermatitis; Dermatology; Medicine; Randomized controlled trial; Meta-analysis; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_broad"],"consensus_categories":["metaepi_broad"],"category_scores_codex":[0.006483817,0.0003530896,0.04417408,0.0002953712,0.00005501759,0.00001054183,0.0001795712,0.000652608,0.0001829079],"category_scores_gemma":[0.01507649,0.0001801418,0.01357811,0.0003005934,0.0004188746,0.00003913057,0.00007080952,0.0004162567,0.000004456698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001635384,"about_ca_system_score_gemma":0.0002034207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002078524,"about_ca_topic_score_gemma":0.000005263747,"domain_scores_codex":[0.9855965,0.005833732,0.00795005,0.0002517283,0.0001587505,0.0002091835],"domain_scores_gemma":[0.9675865,0.026022,0.005623513,0.0003590883,0.000265474,0.0001434742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0009555283,0.0001549917,0.000007519438,0.1642696,0.8295794,0.00008129752,0.000006167595,1.068773e-7,1.5762e-9,0.0003305823,0.001215484,0.00339928],"study_design_scores_gemma":[0.01546474,0.0002881064,0.00007106469,0.04085174,0.918376,0.0005297021,0.000006514866,0.000002869166,1.62118e-8,0.0004624777,0.02383683,0.0001099737],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001375264,0.9965604,0.00007791443,0.0006835848,0.0002825471,0.002319312,0.00003309502,0.000007634498,0.00002174926],"genre_scores_gemma":[0.00001064447,0.9982356,0.0002367416,0.0005938937,0.00010152,0.0002273538,0.00005180391,0.00001909165,0.0005233946],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1234179,"threshold_uncertainty_score":0.9963006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2506684728845381,"score_gpt":0.4773942390357965,"score_spread":0.2267257661512584,"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."}}