{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009925875,0.0002913739,0.0003014527,0.0007510673,0.00009004051,0.0006251446,0.0002086502,0.0004350012,0.001129512],"category_scores_gemma":[0.002606746,0.0001235514,0.0001846694,0.0003493179,0.0002301755,0.0005528893,0.000318811,0.0002247136,0.0002057881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001225869,"about_ca_system_score_gemma":0.0001476359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00030814,"about_ca_topic_score_gemma":0.0005355521,"domain_scores_codex":[0.9997422,0.00008330508,0.0000287553,0.0000609609,0.00005561442,0.00002915793],"domain_scores_gemma":[0.9990197,0.0003467338,0.0004066093,0.00006279094,0.00009033638,0.00007375925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002781229,0.0002969896,0.9145044,0.0002391541,0.0003160887,0.0003236214,0.0002052331,0.001054578,0.044253,0.0001663148,0.0002897681,0.03556958],"study_design_scores_gemma":[0.00002516385,0.0007503001,0.9856248,0.00002626096,0.0001184324,0.001267371,0.0001870178,0.004576454,0.006895928,0.0001675439,0.0003425186,0.00001812408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964492,0.0006922561,0.001939371,0.00004869712,0.000007507656,0.00001880468,0.0002027126,0.0000290636,0.0006123549],"genre_scores_gemma":[0.9979199,0.0001205944,0.001582568,0.00002283528,0.00001980814,0.0000189964,0.0001302179,0.000005156947,0.0001798829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001129512,"threshold_uncertainty_score":0.005249321,"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."}}