{"id":"W3044736842","doi":"10.1183/23120541.00363-2019","title":"Multiple breath washout in bronchiectasis clinical trials: is it feasible?","year":2020,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Medical Research Council; Novartis Pharma; Grifols; European Commission; Bayer HealthCare; European Federation of Pharmaceutical Industries and Associations; Wellcome Trust; Teva Pharmaceutical Industries; National Institute for Health and Care Research; Insmed; Gilead Sciences; Public Health Agency; GlaxoSmithKline; AstraZeneca; Pfizer","keywords":"Medicine; Certification; Bronchiectasis; Session (web analytics); Checklist; Physical therapy; Internal medicine; Lung; Computer science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.4510536,0.0005498048,0.003997065,0.0015136,0.001220243,0.00546016,0.002818124,0.00480868,0.005395445],"category_scores_gemma":[0.5988069,0.001272868,0.002627608,0.004091093,0.003840403,0.005316001,0.002866102,0.00328235,0.001126323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002412725,"about_ca_system_score_gemma":0.01066306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001024325,"about_ca_topic_score_gemma":0.002688699,"domain_scores_codex":[0.4938643,0.4518757,0.02838322,0.006907668,0.01641366,0.002555457],"domain_scores_gemma":[0.2103465,0.5803559,0.1436745,0.02871723,0.02843207,0.008473773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.06953064,0.002434026,0.2304834,0.03754356,0.00543357,0.000372023,0.006212009,0.002797327,0.002128216,0.004712224,0.01348614,0.624867],"study_design_scores_gemma":[0.04639435,0.1124995,0.6485865,0.06531454,0.005787545,0.001468634,0.004718657,0.0117291,0.003554987,0.01552358,0.08388969,0.000532893],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5789125,0.1642537,0.04735775,0.1369856,0.004933256,0.03132956,0.003034155,0.0006991395,0.03249438],"genre_scores_gemma":[0.8582732,0.01116813,0.08989184,0.008604929,0.00229977,0.02820323,0.0006141281,0.0001591821,0.0007855459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4510536,"threshold_uncertainty_score":0.6769487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6836053536004866,"score_gpt":0.6336124678209925,"score_spread":0.04999288577949412,"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."}}