{"id":"W4415185326","doi":"10.1002/resp.70139","title":"Airway‐Vessel Volume Mismatch in <scp>COPD</scp> : A New Whole‐Lung Perspective","year":2025,"lang":"en","type":"article","venue":"Respirology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University","funders":"","keywords":"Perspective (graphical); Volume (thermodynamics); MEDLINE; Calculus (dental); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003637076,0.0003368337,0.0007310295,0.0008512448,0.0001061064,0.00002840255,0.0003825908,0.0003913942,0.0004838533],"category_scores_gemma":[0.001619581,0.0003420956,0.000213618,0.001126972,0.0003759183,0.0001227639,0.0003352106,0.0009489838,0.0004603885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001514341,"about_ca_system_score_gemma":0.002149575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00120119,"about_ca_topic_score_gemma":0.0002570671,"domain_scores_codex":[0.9968156,0.0002992705,0.0004740383,0.0009427788,0.0004164186,0.00105193],"domain_scores_gemma":[0.9979749,0.0004293164,0.00009171339,0.0007958555,0.0002673919,0.0004407997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001285157,0.001331456,0.5385439,0.001360786,0.0007906014,0.003324513,0.004648011,0.0001974906,0.01675011,0.0215557,0.3840436,0.02616871],"study_design_scores_gemma":[0.005422894,0.0002893175,0.8025339,0.0001817322,0.0001439292,0.00008714356,0.002676084,0.002721553,0.0003752373,0.008850764,0.176587,0.0001304373],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8721009,0.01309804,0.0004796791,0.03121264,0.0004112259,0.001459765,0.00003030049,0.0001749991,0.0810324],"genre_scores_gemma":[0.8949827,0.0001908158,0.0004182681,0.002483719,0.0005397983,0.0001598882,0.00004040383,0.00007544914,0.1011089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.26399,"threshold_uncertainty_score":0.9999031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01195654536650802,"score_gpt":0.3104065032738541,"score_spread":0.2984499579073461,"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."}}