{"id":"W3176014832","doi":"10.1016/j.chest.2021.06.035","title":"Detection and Early Referral of Patients With Interstitial Lung Abnormalities","year":2021,"lang":"en","type":"review","venue":"CHEST Journal","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton; University of Calgary","funders":"National Heart, Lung, and Blood Institute; Università degli Studi di Parma; Imperial College London; National Institute for Health and Care Research; Three Lakes Foundation; University of Virginia; AstraZeneca; Bristol-Myers Squibb; CSL Behring; University of Chicago; University of California; F. Hoffmann-La Roche; Wellcome Trust; Roche; Weill Cornell Medical College; Novartis; Biogen; University of Calgary; CHEST Foundation; University of Sydney; National Jewish Health; Boehringer Ingelheim","keywords":"Medicine; Pulmonologists; Honeycombing; Referral; Interstitial lung disease; Pulmonologist; Intensive care medicine; Lung cancer screening; Lung; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01269246,0.0002687669,0.0004301647,0.001835698,0.0007782796,0.001106137,0.001043294,0.001696529,0.002102104],"category_scores_gemma":[0.04910173,0.0003002246,0.0004035831,0.0008600582,0.0004329989,0.001176444,0.002057893,0.001190147,0.0005433924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001010609,"about_ca_system_score_gemma":0.002535515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00280372,"about_ca_topic_score_gemma":0.003036442,"domain_scores_codex":[0.9880176,0.006337559,0.001894914,0.0008385942,0.00182486,0.001086522],"domain_scores_gemma":[0.9724887,0.01181424,0.006934738,0.0007212287,0.005216719,0.002824443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001561763,0.0001554242,0.9533341,0.0003398739,0.00002855524,0.0005295072,0.002380955,0.000207931,0.0006697286,0.0001399218,0.005123981,0.03693381],"study_design_scores_gemma":[0.0001153417,0.00102206,0.9720282,0.0009645096,0.0001109371,0.003116314,0.009922537,0.003206806,0.001170185,0.0008484824,0.007428083,0.00006665638],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9720276,0.002936177,0.003583899,0.01240494,0.0002175556,0.0006378825,0.0003819246,0.0001381485,0.007671779],"genre_scores_gemma":[0.9928422,0.0007618928,0.004440879,0.001235442,0.0001193719,0.0001787206,0.0002336905,0.000007654296,0.0001801515],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01269246,"threshold_uncertainty_score":0.0671249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02129627530020739,"score_gpt":0.2845049244896993,"score_spread":0.2632086491894919,"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."}}