{"id":"W4416635098","doi":"10.1183/13993003.congress-2025.oa5479","title":"Mucus plugs are associated with small airway remodeling in COPD","year":2025,"lang":"","type":"article","venue":"","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mucus; COPD; Airway; Lung; Respiratory system; Airway obstruction; Submucosal glands; Respiratory tract","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":[0.0004139809,0.0002905575,0.0003201206,0.001167178,0.0002950435,0.0005458453,0.0002843704,0.0006183002,0.002499848],"category_scores_gemma":[0.001006509,0.000241107,0.0003615609,0.0006935459,0.0003987934,0.0004740027,0.0005160932,0.0004378379,0.0003823714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001635714,"about_ca_system_score_gemma":0.0001327517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006756934,"about_ca_topic_score_gemma":0.0007722405,"domain_scores_codex":[0.9997962,0.00003704333,0.00003779192,0.00004108558,0.00005668064,0.0000311372],"domain_scores_gemma":[0.9990533,0.0001381091,0.0005357037,0.00004580777,0.0000980267,0.000129054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001901372,0.0001155155,0.8770558,0.000576518,0.000167186,0.002506433,0.0002498773,0.0001383774,0.09772068,0.0001425963,0.0009486864,0.01847694],"study_design_scores_gemma":[0.00001107936,0.0002206316,0.9913664,0.0000544123,0.00006406727,0.004410756,0.0001663369,0.0002960966,0.002553104,0.0001126517,0.0007353363,0.000009210613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897747,0.008132569,0.0006293439,0.0001922815,0.00004282192,0.00003211342,0.0003952044,0.00004793801,0.0007529876],"genre_scores_gemma":[0.9973487,0.001249888,0.0006041006,0.00005777982,0.00005268223,0.00001475343,0.0003952282,0.000008366104,0.0002686272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002499848,"threshold_uncertainty_score":0.00836283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02593210355177883,"score_gpt":0.2871850960789581,"score_spread":0.2612529925271793,"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."}}