{"id":"W4406198103","doi":"10.1183/23120541.00876-2024","title":"Upper-lobe CT imaging features improve prediction of lung function decline in COPD","year":2025,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Hospital; McGill University Health Centre; University of British Columbia; Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Medicine; COPD; Lung; Lung function; Radiology; Lobe; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001780513,0.0008456704,0.0006266936,0.001070405,0.00026764,0.0009726556,0.0004889372,0.0006365397,0.001220499],"category_scores_gemma":[0.006455655,0.0001460159,0.0007966137,0.0005185152,0.0003076052,0.0005480408,0.0005875768,0.0006546267,0.0004002486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006555895,"about_ca_system_score_gemma":0.0008301308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01810831,"about_ca_topic_score_gemma":0.0291891,"domain_scores_codex":[0.9995728,0.0001026984,0.00003833989,0.0001089545,0.0001099528,0.00006714866],"domain_scores_gemma":[0.9974964,0.001069888,0.0004950528,0.000147103,0.0005073812,0.0002841532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004188888,0.00007552412,0.9804189,0.00003717447,0.000156104,0.00003606828,0.00002697599,0.002984749,0.0006183674,0.00001949813,0.000312871,0.01489484],"study_design_scores_gemma":[0.00002600923,0.0003465896,0.9690211,0.00004130599,0.0002494346,0.0002111474,0.0000879892,0.02857021,0.0007954133,0.0002149121,0.0004193228,0.00001659827],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954345,0.001059904,0.001500187,0.0001915174,0.00001692142,0.00003220527,0.0007151417,0.00007541068,0.0009741642],"genre_scores_gemma":[0.9984117,0.0001116897,0.0006558473,0.00002662787,0.00001423494,0.00000580641,0.0006198648,0.000005114843,0.0001491686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01810831,"threshold_uncertainty_score":0.0360058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03189844973214133,"score_gpt":0.3949349141099092,"score_spread":0.3630364643777678,"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."}}