{"id":"W4410273600","doi":"10.1164/ajrccm.2025.211.abstracts.a5243","title":"Gene Expression Dynamics of Lung Function Decline in COPD","year":2025,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; COPD; Lung function; Gene expression; Lung; Dynamics (music); Expression (computer science); Function (biology); Intensive care medicine; Computational biology; Gene; Bioinformatics; Internal medicine; Genetics; Biology","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":[0.0003080633,0.00009532225,0.0002146741,0.0004291447,0.0001373613,0.0002865733,0.0001432104,0.0002421393,0.0009939166],"category_scores_gemma":[0.0006798033,0.00008379747,0.0001895155,0.0006318456,0.0001660424,0.0001333236,0.0001983577,0.0002392442,0.0002208808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001897221,"about_ca_system_score_gemma":0.0001669322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001137422,"about_ca_topic_score_gemma":0.001352337,"domain_scores_codex":[0.9998614,0.00003113257,0.000006521816,0.00005268355,0.00002429774,0.0000238811],"domain_scores_gemma":[0.9996351,0.0001514095,0.00009318057,0.00002589988,0.00005367956,0.00004080253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001203452,0.0001445048,0.8481016,0.0001437497,0.0001519519,0.000122601,0.0002671523,0.002034706,0.1342972,0.0002643729,0.0004872571,0.01278161],"study_design_scores_gemma":[0.000006630699,0.0001217867,0.9937968,0.000004775548,0.00002418609,0.00009706439,0.00006942081,0.002286848,0.003040493,0.0001376245,0.0004094162,0.000004905508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965711,0.0002781057,0.001082005,0.00003741816,0.0000029669,0.000009159725,0.001718275,0.00001801899,0.0002829805],"genre_scores_gemma":[0.9963814,0.00008784584,0.001166722,0.00003893024,0.000005145723,0.00003847008,0.001829551,0.0000069122,0.0004450071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001137422,"threshold_uncertainty_score":0.003324926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01357554127793113,"score_gpt":0.3392519935513093,"score_spread":0.3256764522733782,"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."}}