{"id":"W4283077626","doi":"10.1186/s12931-022-02077-8","title":"Blood gene expression risk profiles and interstitial lung abnormalities: COPDGene and ECLIPSE cohort studies","year":2022,"lang":"en","type":"review","venue":"Respiratory Research","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"National Heart, Lung, and Blood Institute; Canadian Institutes of Health Research; National Institutes of Health; National Human Genome Research Institute; COPD Foundation","keywords":"Idiopathic pulmonary fibrosis; Medicine; Internal medicine; Cohort; Framingham Risk Score; Oncology; Lung; Disease","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":[0.004016698,0.0007124239,0.001019928,0.0006724928,0.0005700575,0.0009319409,0.0007745252,0.000717686,0.001933131],"category_scores_gemma":[0.005811022,0.0003757716,0.003500706,0.0009648086,0.0003244198,0.0003691347,0.001000344,0.0008138981,0.0002388077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004353379,"about_ca_system_score_gemma":0.0004062002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007121719,"about_ca_topic_score_gemma":0.01117852,"domain_scores_codex":[0.9982436,0.0005878449,0.000150775,0.0006270803,0.0002059796,0.0001847414],"domain_scores_gemma":[0.996185,0.00136727,0.0008043094,0.00110722,0.0003306094,0.0002055948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006225877,0.00004714001,0.9791263,0.0003286301,0.008124195,0.0001675388,0.0001032599,0.000287723,0.001329027,0.0001596452,0.001125821,0.002974755],"study_design_scores_gemma":[0.0005456833,0.0003456709,0.9857215,0.0001212323,0.009381487,0.0003291832,0.00009121928,0.0006548793,0.0003972389,0.0002144421,0.002175957,0.00002151066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9894053,0.003564975,0.0007968292,0.0001291295,0.00004012397,0.00003515708,0.005419573,0.00002128313,0.0005875719],"genre_scores_gemma":[0.9932414,0.0004069431,0.0005894171,0.000106196,0.00002966089,0.00006765228,0.005133554,0.00002161041,0.0004035207],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.007121719,"threshold_uncertainty_score":0.02124256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1736198882483304,"score_gpt":0.4484676782382978,"score_spread":0.2748477899899674,"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."}}