{"id":"W4416859651","doi":"10.1164/rccm.202509-2336st","title":"Racial, Ethnic, Sex, and Gender Equity for Inclusive Interstitial Lung Disease Research: An Official American Thoracic Society Research Statement","year":2025,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Genentech; National Institutes of Health; European Respiratory Society; Bristol-Myers Squibb; Faculty of Health and Medical Sciences, University of Western Australia; United Therapeutics Corporation; Galecto; Thoracic Society of Australia and New Zealand; GlaxoSmithKline; Lung Foundation Australia; Shionogi; Royal Australasian College of Physicians; Sorbonne Université; Lung Foundation Netherlands; Institut National de la Santé et de la Recherche Médicale; Sanofi; Austin Medical Research Foundation; McGill University; National Health and Medical Research Council; AstraZeneca; CSL Behring; F. Hoffmann-La Roche; FibroGen; Daiichi-Sankyo; National Heart, Lung, and Blood Institute; Erasmus Universitair Medisch Centrum Rotterdam; Savara Pharmaceuticals; Amgen","keywords":"Inclusion (mineral); Interstitial lung disease; Clinical trial; Health equity; Equity (law); Generalizability theory; MEDLINE; Multidisciplinary approach","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":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.5587539,0.002043862,0.005223239,0.009146517,0.01101599,0.01926547,0.008932373,0.02358418,0.007262231],"category_scores_gemma":[0.5261614,0.002566317,0.009244243,0.008815212,0.02189377,0.0195813,0.019571,0.03557571,0.003277966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01005534,"about_ca_system_score_gemma":0.1535566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01158542,"about_ca_topic_score_gemma":0.01328754,"domain_scores_codex":[0.5569564,0.2804736,0.08383505,0.01395631,0.05684091,0.00793774],"domain_scores_gemma":[0.1872868,0.538064,0.05626294,0.03647785,0.1529936,0.02891495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007716133,0.0005022851,0.009895774,0.04508781,0.001387823,0.0004673372,0.0100958,0.0007856941,0.00147556,0.1191129,0.5067886,0.3036289],"study_design_scores_gemma":[0.0005725118,0.0006375223,0.009862737,0.1706968,0.001512146,0.0005636412,0.004229769,0.000884612,0.001114811,0.07604332,0.7335683,0.0003139391],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001724871,0.1032355,0.01638844,0.8039784,0.05937256,0.003297763,0.001118263,0.0001852185,0.01069891],"genre_scores_gemma":[0.04671285,0.1262707,0.1628333,0.5663031,0.05700183,0.03074004,0.00288295,0.0004576416,0.006797619],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9910676,"threshold_uncertainty_score":0.544135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1596998019790969,"score_gpt":0.5400073214866262,"score_spread":0.3803075195075293,"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."}}