{"id":"W4409249111","doi":"10.1513/annalsats.202405-500oc","title":"Characteristics Associated with Lung Function Trajectories: An Analysis of the SPIROMICS Cohort","year":2025,"lang":"en","type":"article","venue":"Annals of the American Thoracic Society","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"National Center for Advancing Translational Sciences; National Heart, Lung, and Blood Institute; National Institute on Aging","keywords":"Medicine; Lung function; Cohort; Internal medicine; Lung","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":[0.002117661,0.0003971961,0.000581459,0.001076556,0.0007568345,0.000963457,0.0006410592,0.0006658321,0.001507458],"category_scores_gemma":[0.003334028,0.0003839248,0.001221072,0.001146558,0.0003468969,0.0005578708,0.001014742,0.001081002,0.0002600062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000259289,"about_ca_system_score_gemma":0.000564083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01075003,"about_ca_topic_score_gemma":0.008552911,"domain_scores_codex":[0.9987889,0.0003791363,0.00009080503,0.0003391776,0.0002204422,0.0001815973],"domain_scores_gemma":[0.9980372,0.0003121819,0.0005643845,0.0004568803,0.0001954196,0.0004339142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002326141,0.00003134638,0.9982594,0.000004263276,0.0001928468,0.00006647944,0.00006918512,0.00008030422,0.0002408391,0.00004484949,0.0001942304,0.0005838065],"study_design_scores_gemma":[0.00001441835,0.00009489123,0.9986229,0.000004152583,0.00006982349,0.0001108276,0.0001462248,0.0006400447,0.00003977872,0.00005042736,0.0002004165,0.000006108532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988338,0.00008937158,0.0001440164,0.0000441107,0.00000782047,0.000008296221,0.0007234395,0.000003683013,0.0001454367],"genre_scores_gemma":[0.9989731,0.00002993668,0.00009219273,0.00002555099,0.00001165692,0.00001133071,0.0006723354,0.00000462853,0.0001792647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01075003,"threshold_uncertainty_score":0.02137488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03571869356447416,"score_gpt":0.3725190661021801,"score_spread":0.3368003725377059,"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."}}