{"id":"W3013514696","doi":"10.4187/respcare.07412","title":"Development of Quality Assurance and Quality Control Guidelines for Respiratory Oscillometry in Clinic Studies","year":2020,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Audit; Quality assurance; Pulmonary function testing; Checklist; Test (biology); Protocol (science); Medical physics; Internal medicine; Pathology; External quality assessment","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.6350765,0.002851045,0.005286785,0.01593979,0.006113227,0.01238147,0.01298934,0.007770482,0.003814079],"category_scores_gemma":[0.594323,0.002395063,0.004254274,0.01259592,0.007046995,0.007005039,0.006287491,0.01191718,0.003909121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01269864,"about_ca_system_score_gemma":0.06714994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01121658,"about_ca_topic_score_gemma":0.007702835,"domain_scores_codex":[0.3549207,0.3959352,0.1295196,0.01159713,0.1020106,0.00601679],"domain_scores_gemma":[0.1623431,0.2313304,0.08699895,0.07091194,0.4387548,0.009660826],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001010297,0.002217017,0.03250203,0.01694924,0.0007442745,0.0007772801,0.01056663,0.005367477,0.007523813,0.02101238,0.1498702,0.7514592],"study_design_scores_gemma":[0.001828348,0.003338597,0.1098978,0.07544298,0.001410693,0.00188399,0.006690484,0.0370835,0.03147292,0.02271688,0.7071492,0.001084677],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01771153,0.02113623,0.738298,0.03498238,0.005545534,0.1414331,0.003426819,0.006465159,0.0310013],"genre_scores_gemma":[0.05044913,0.005897886,0.862469,0.006436693,0.001214833,0.06753746,0.003312305,0.0007668792,0.001915895],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6350765,"threshold_uncertainty_score":0.4500157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2842806452007061,"score_gpt":0.4842506969645946,"score_spread":0.1999700517638885,"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."}}