{"id":"W4379615277","doi":"10.1164/rccm.202301-0085oc","title":"Blood Gene Expression and Immune Cell Subtypes Associated with Chronic Obstructive Pulmonary Disease Exacerbations","year":2023,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"National Heart, Lung, and Blood Institute; Sunovion; GlaxoSmithKline; COPD Foundation; Genentech; AstraZeneca; National Institute of Allergy and Infectious Diseases; Pfizer; U.S. Department of Veterans Affairs","keywords":"Medicine; Pulmonary disease; Immune system; Immunology; Gene expression; Gene; COPD; Internal medicine; Genetics","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":[0.0003850615,0.000195732,0.0003603751,0.0007369315,0.0002082765,0.0004323594,0.000174061,0.0003223818,0.001026536],"category_scores_gemma":[0.001189389,0.000105056,0.0002699361,0.001133705,0.0002226084,0.0001833036,0.0002665086,0.00031282,0.0001595698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001572757,"about_ca_system_score_gemma":0.0001269794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001482146,"about_ca_topic_score_gemma":0.001423819,"domain_scores_codex":[0.9995511,0.0001045273,0.00004149348,0.0001744856,0.00006514426,0.00006316449],"domain_scores_gemma":[0.9988903,0.0003461383,0.0004516842,0.0000954381,0.0000952765,0.0001212169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002568069,0.00001463299,0.9936109,0.00001640054,0.00005154603,0.00003032767,0.00002098174,0.00006981909,0.004442872,0.00001354338,0.00006904433,0.001403198],"study_design_scores_gemma":[0.000003255853,0.00003596178,0.9991851,0.000002952342,0.00001676772,0.00007463337,0.00003061826,0.0002056865,0.0003099119,0.00002889954,0.0001046345,0.000001520685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977094,0.0005196377,0.0002536387,0.00004046555,0.000005083051,0.000005042024,0.001218761,0.000006013939,0.0002418936],"genre_scores_gemma":[0.9982898,0.0001241031,0.000274836,0.00003514111,0.00001107676,0.0000126652,0.001082721,0.000003007922,0.0001666485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001482146,"threshold_uncertainty_score":0.003434122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01423190843109431,"score_gpt":0.2911819191111675,"score_spread":0.2769500106800732,"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."}}