{"id":"W7074222980","doi":"","title":"Pulmonary Imaging Biomarkers of Gas Trapping and Emphysema in COPD: (3)He MR Imaging and CT Parametric Response Maps","year":2016,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Air trapping; Spirometry; Pulmonary function testing; Magnetic resonance imaging; COPD; Pulmonary emphysema; Institutional review board; DLCO; Multivariate analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008771928,0.0002210408,0.0003249143,0.001032696,0.000152268,0.00009557826,0.0002897986,0.00005255353,0.00004197989],"category_scores_gemma":[0.0001242951,0.0001775276,0.00008017766,0.0008288281,0.0002582772,0.0009535995,0.00008550183,0.0001854695,0.00002066993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001752441,"about_ca_system_score_gemma":0.00003225057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001437724,"about_ca_topic_score_gemma":0.001019454,"domain_scores_codex":[0.9980776,0.0004717476,0.0002694139,0.0005430558,0.00023024,0.0004079993],"domain_scores_gemma":[0.9988251,0.0005318663,0.0001487082,0.0002346123,0.00004961771,0.0002100596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002815672,0.00001844879,0.9649112,0.0000250312,0.00002931795,0.0005302588,0.00005676432,0.00007271492,0.0007160372,0.000001296816,2.852417e-7,0.03335711],"study_design_scores_gemma":[0.0006516821,0.00003897224,0.9974853,0.0002294575,0.00005553081,0.0001186797,0.0003883823,0.0002107214,0.00018335,0.0002339454,0.0001515322,0.0002524843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972914,0.00109584,0.000261337,0.001002822,0.00004966194,0.0001041741,0.00004544432,0.00004143863,0.0001078549],"genre_scores_gemma":[0.9992174,0.0002858046,0.00005723873,0.00008774866,0.00001398267,1.331073e-7,0.00001066351,0.000006058852,0.0003209602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03310462,"threshold_uncertainty_score":0.7239365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04709953711691349,"score_gpt":0.2590530857501478,"score_spread":0.2119535486332343,"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."}}