{"id":"W4224555017","doi":"10.3791/63243","title":"Conducting Respiratory Oscillometry in an Outpatient Setting","year":2022,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Lung Health Foundation; Canadian Lung Association","keywords":"Medicine; Spirometry; Intensive care medicine; Protocol (science); Respiratory physiology; Respiratory system; Internal medicine; Pathology; Asthma","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006871493,0.001276628,0.001105896,0.001312888,0.00109561,0.0009437518,0.001188175,0.0009023891,0.008525342],"category_scores_gemma":[0.01062114,0.0005960137,0.000698435,0.0006124098,0.0009428684,0.0008093733,0.001226561,0.001434535,0.005780877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003673858,"about_ca_system_score_gemma":0.001356333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00123449,"about_ca_topic_score_gemma":0.001575085,"domain_scores_codex":[0.994065,0.002575323,0.0008097579,0.0009616511,0.001203805,0.0003845288],"domain_scores_gemma":[0.991968,0.002404629,0.0007591032,0.001651433,0.002395172,0.0008216952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004862519,0.007604722,0.07070559,0.003200911,0.0001897418,0.009872742,0.007538795,0.001500032,0.3967772,0.001729133,0.0303705,0.4656481],"study_design_scores_gemma":[0.001876326,0.03579109,0.4121978,0.003013986,0.0006461443,0.02021014,0.01050293,0.018837,0.2873245,0.005407838,0.2034262,0.0007660029],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4748317,0.00334028,0.4490809,0.00434544,0.002456337,0.02525776,0.003715845,0.009785151,0.02718656],"genre_scores_gemma":[0.4425128,0.002088269,0.5269552,0.002605076,0.001042229,0.01293889,0.001674567,0.001173091,0.009009952],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.008525342,"threshold_uncertainty_score":0.03634036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.100848540282926,"score_gpt":0.473505735234022,"score_spread":0.3726571949510959,"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."}}