{"id":"W3097061027","doi":"10.1183/13993003.congress-2020.1858","title":"Characterize Idiopathic Pulmonary Fibrosis using Respiratory Oscillometry","year":2020,"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":"University Health Network","funders":"","keywords":"Medicine; Idiopathic pulmonary fibrosis; Respiratory system; Pulmonary function testing; Internal medicine; Cardiology; Lung; Pulmonary compliance; Respiratory physiology; Respiratory disease; Pulmonary fibrosis","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":[0.0004200492,0.0003735883,0.0002323891,0.001229873,0.0001595758,0.0004040406,0.0001713881,0.000360593,0.001718349],"category_scores_gemma":[0.0007365524,0.00007256078,0.0001917267,0.0006340934,0.0001377192,0.0003151447,0.0002890142,0.0001867542,0.0004921047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001165642,"about_ca_system_score_gemma":0.0001224926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009101198,"about_ca_topic_score_gemma":0.001397769,"domain_scores_codex":[0.9997965,0.00004384275,0.00004202611,0.00003904739,0.0000495172,0.0000291251],"domain_scores_gemma":[0.9995598,0.00007492784,0.0001954558,0.00001939499,0.00009051634,0.00005992415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002226867,0.00008259004,0.9723129,0.00005177543,0.00002322392,0.0004464628,0.00007796407,0.00009957321,0.005458389,0.00004029799,0.000459491,0.02072457],"study_design_scores_gemma":[0.00001265446,0.0003404888,0.9942807,0.00002525156,0.00002195693,0.002660361,0.0001431068,0.0005356118,0.001092377,0.00005655425,0.0008240418,0.00000699586],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893763,0.001328793,0.003101628,0.000136493,0.00001797869,0.0001661187,0.001369607,0.0000996919,0.004403541],"genre_scores_gemma":[0.9936854,0.0005010958,0.003773284,0.0001129515,0.00003149838,0.00009169076,0.0009839286,0.000005605106,0.0008145195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001718349,"threshold_uncertainty_score":0.005748451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06227926436002015,"score_gpt":0.3091010530402045,"score_spread":0.2468217886801843,"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."}}