{"id":"W2763810856","doi":"10.1183/13993003.01465-2017","title":"Mucolytics for COPD: negotiating a slippery slope towards proof of efficacy","year":2017,"lang":"en","type":"letter","venue":"European Respiratory Journal","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Mucus; COPD; Expectorant; Mucociliary clearance; Pulmonary disease; Medicine; Lung; Pharmacology; Internal medicine; Biology; Ecology","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":[0.005418428,0.0006829739,0.001511658,0.0007404435,0.002030294,0.003290698,0.001231601,0.0235256,0.009753659],"category_scores_gemma":[0.02347594,0.0003565732,0.000848734,0.0005258296,0.003765738,0.007806872,0.001778721,0.03728013,0.007309251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002925359,"about_ca_system_score_gemma":0.001751572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004375517,"about_ca_topic_score_gemma":0.0009431281,"domain_scores_codex":[0.9962841,0.001249397,0.0003965546,0.000284917,0.001549397,0.0002356973],"domain_scores_gemma":[0.9846532,0.01128104,0.0006967884,0.000287008,0.001829661,0.001252292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002349147,0.0001223671,0.0004105931,0.0004982055,0.00002014108,0.006077573,0.00022674,0.0001342925,0.001316929,0.01890524,0.8661752,0.1058779],"study_design_scores_gemma":[0.0002706456,0.0003867089,0.0006403758,0.001653991,0.00002756039,0.01220044,0.0003479063,0.0005568347,0.0004600606,0.03732006,0.9460872,0.00004818973],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005038063,0.01857135,0.0004199923,0.9632982,0.01392741,0.00001866459,0.00002269812,0.00003302566,0.003204779],"genre_scores_gemma":[0.01264597,0.0447722,0.00223767,0.7522013,0.1799426,0.00008113866,0.00006143704,0.00006139983,0.007996209],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0235256,"threshold_uncertainty_score":0.03262931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0687343209420642,"score_gpt":0.3525909095080253,"score_spread":0.2838565885659611,"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."}}