{"id":"W1793533952","doi":"10.1378/chest.2228745","title":"Oscillometry by GOLD Stage and Grade, and Correlation With Symptoms in Community Practice COPD","year":2015,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Spirometry; COPD; Gold standard (test); Rank correlation; Physical therapy; Internal medicine; Pulmonary function testing; Cardiology; Asthma; Statistics","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":[0.000979998,0.0003508524,0.0005068652,0.001448732,0.0005728544,0.001121544,0.0004761327,0.0009306853,0.001526746],"category_scores_gemma":[0.01049051,0.0003966185,0.0004481583,0.001702842,0.0004199856,0.0009541557,0.0006744096,0.0007625231,0.0003116528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003838403,"about_ca_system_score_gemma":0.0004223979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006955889,"about_ca_topic_score_gemma":0.01292176,"domain_scores_codex":[0.9989305,0.0002820461,0.0001821671,0.0001603925,0.000297521,0.000147403],"domain_scores_gemma":[0.9962132,0.001330163,0.001297443,0.0001309145,0.0005068568,0.0005214392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007261435,0.00003073298,0.9990762,0.000005990907,0.00001726381,0.00003518269,0.00004696117,0.00001382038,0.00004944799,0.0000047886,0.0000340274,0.0006128926],"study_design_scores_gemma":[0.000003254201,0.00008264225,0.9993376,0.0000038687,0.00001515515,0.0001336907,0.0002190921,0.0001420339,0.00001237461,0.00001340566,0.00003444276,0.000002440759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983076,0.0005626297,0.00005218616,0.00006615421,0.0000156925,0.000007053986,0.0001568594,0.000004524939,0.0008272696],"genre_scores_gemma":[0.9996639,0.0000768157,0.00004062196,0.00001610229,0.00001328118,0.000003008377,0.0001007093,0.00000120038,0.00008437398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006955889,"threshold_uncertainty_score":0.01383078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02983284861853585,"score_gpt":0.3165547321205537,"score_spread":0.2867218835020178,"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."}}