{"id":"W4410510683","doi":"10.1164/rccm.202505-1054st","title":"Approach to the Evaluation and Management of Interstitial Lung Abnormalities: An Official American Thoracic Society Clinical Statement","year":2025,"lang":"en","type":"review","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Lung Foundation Netherlands; Daewoong Pharmaceutical Company; National Research Foundation; Medical Research Council; National Research Foundation of Korea; Department of Health and Social Care; Genentech; Veracyte; Syndax Pharmaceuticals; Galecto; Wellcome Trust; Bristol-Myers Squibb; European Respiratory Society; Eisai; FibroGen; MannKind Corporation; National Institutes of Health; Regeneron Pharmaceuticals; Pfizer; Biogen; BioClinica; F. Hoffmann-La Roche; U.S. Department of Defense; Sanofi; Celgene; National Heart, Lung, and Blood Institute; Savara Pharmaceuticals; UCLA Health System; GlaxoSmithKline; National Institute for Health and Care Research; CSL Behring; National Health and Medical Research Council; AstraZeneca; American Thoracic Society; Pulmonary Fibrosis Foundation; U.S. Department of Veterans Affairs; Daiichi Sankyo Europe; Gilead Sciences","keywords":"Medicine; Honeycombing; Interstitial lung disease; Bronchiectasis; Lung; Pulmonary function testing; Idiopathic pulmonary fibrosis; Intensive care medicine; Radiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02977863,0.001737362,0.001637652,0.004566337,0.002757963,0.00503032,0.003225767,0.009120615,0.004968429],"category_scores_gemma":[0.02959894,0.0008570102,0.002199328,0.002520296,0.002995417,0.004497931,0.005413797,0.01472558,0.004917886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00425175,"about_ca_system_score_gemma":0.02558533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006715545,"about_ca_topic_score_gemma":0.01286954,"domain_scores_codex":[0.9845489,0.005155757,0.004788376,0.0008890345,0.003794569,0.0008232738],"domain_scores_gemma":[0.9547186,0.005517527,0.003855537,0.001265388,0.02874866,0.005894259],"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":[0.000067038,0.0002196897,0.004150557,0.002619616,0.00007789728,0.001071875,0.0006543151,0.0007550952,0.001002783,0.005896803,0.6928183,0.290666],"study_design_scores_gemma":[0.0001469647,0.0002615219,0.007788932,0.02155425,0.0001080727,0.003678493,0.001136513,0.001129659,0.0004139561,0.01406411,0.9495893,0.0001282145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.002003738,0.1377445,0.02566946,0.7491491,0.0507788,0.001812134,0.0007271204,0.0005064596,0.03160867],"genre_scores_gemma":[0.03830535,0.3119511,0.1743395,0.3000309,0.1337165,0.006799574,0.004355877,0.0004458453,0.03005548],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02977863,"threshold_uncertainty_score":0.1574863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08343180334031337,"score_gpt":0.4760228065506631,"score_spread":0.3925910032103498,"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."}}