{"id":"W4409143780","doi":"10.1016/j.ebiom.2025.105670","title":"Computational fluid dynamics of small airway disease in chronic obstructive pulmonary disease","year":2025,"lang":"en","type":"article","venue":"EBioMedicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; St. Joseph’s Healthcare Hamilton","funders":"Vlaamse regering; KU Leuven; Fonds Wetenschappelijk Onderzoek; Rosetrees Trust; Cancer Research UK; Vertex Pharmaceuticals; Microsoft Research; Gilead Sciences; Sanofi; Wellcome Trust; GlaxoSmithKline","keywords":"Pulmonary disease; Medicine; Airway; Disease; Intensive care medicine; Pathology; Internal medicine; Surgery","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":[0.0004958074,0.0006121076,0.000873411,0.0005033034,0.0004484207,0.001316236,0.0006012953,0.001050081,0.001502809],"category_scores_gemma":[0.001825685,0.0003102778,0.0009497912,0.0004137237,0.0007062824,0.0004983556,0.001293448,0.0007852367,0.000260735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000540225,"about_ca_system_score_gemma":0.00118147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006517652,"about_ca_topic_score_gemma":0.003474208,"domain_scores_codex":[0.9996632,0.0001264567,0.00002240077,0.00004050715,0.0001103904,0.00003709421],"domain_scores_gemma":[0.9993642,0.0003522217,0.00007989287,0.00003409503,0.0001218257,0.00004772773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001073197,0.00007009382,0.01200284,0.0004627503,0.0001498351,0.0004257426,0.0002409766,0.9362451,0.005746874,0.01258396,0.003129577,0.02883501],"study_design_scores_gemma":[0.00002613426,0.00003572157,0.002068427,0.00005601814,0.00001721177,0.0001086231,0.00005241806,0.9878069,0.0005311696,0.004750757,0.004527648,0.00001903868],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2774191,0.02946266,0.6551435,0.006514554,0.002284305,0.0005170779,0.002429537,0.0008765542,0.02535278],"genre_scores_gemma":[0.9111171,0.006691654,0.07303998,0.0006901321,0.0006017543,0.0005859805,0.0008925051,0.0001947392,0.00618624],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006517652,"threshold_uncertainty_score":0.01295942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086996412397092,"score_gpt":0.2875535145197638,"score_spread":0.2766835503957929,"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."}}