{"id":"W4404096284","doi":"10.1183/13993003.congress-2024.pa5241","title":"CT vessel features improves COPD classification","year":2024,"lang":"en","type":"article","venue":"","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Hospital","funders":"","keywords":"Computer science; COPD; Artificial intelligence; Medicine; Internal medicine","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":[0.001923045,0.001061169,0.0009224719,0.001779457,0.0004005465,0.001576443,0.0004754034,0.001109691,0.005758297],"category_scores_gemma":[0.006936884,0.0002822519,0.001372707,0.0007005683,0.0002737942,0.001099222,0.0008394259,0.0009981623,0.002261764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005009286,"about_ca_system_score_gemma":0.0004895225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004429705,"about_ca_topic_score_gemma":0.005366263,"domain_scores_codex":[0.9992454,0.0002201723,0.0000629011,0.0002291415,0.0001507079,0.00009170105],"domain_scores_gemma":[0.9971112,0.00157151,0.0003246493,0.0002693119,0.0004775323,0.0002459026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003686824,0.0006759593,0.5877216,0.0002895439,0.000722788,0.0003214334,0.0001171086,0.02421207,0.01060097,0.0004424427,0.01511824,0.356091],"study_design_scores_gemma":[0.0001704507,0.001336984,0.4623831,0.0001976425,0.001028723,0.00113643,0.0002371636,0.5171484,0.007144711,0.003344246,0.005756078,0.000116011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9337394,0.004782122,0.04334574,0.003393131,0.0005810278,0.0001807539,0.003487921,0.00177218,0.008717719],"genre_scores_gemma":[0.9816663,0.0004910657,0.01158563,0.0003016147,0.0002937978,0.0000296122,0.003063822,0.00008738849,0.002480819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005758297,"threshold_uncertainty_score":0.01926339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02315537975021541,"score_gpt":0.3244230074070312,"score_spread":0.3012676276568158,"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."}}