{"id":"W2891292873","doi":"10.4187/respcare.06321","title":"Monitoring Cough Effectiveness and Use of Airway Clearance Strategies: A Canadian and UK Survey","year":2018,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Respiratory and Cough-Related Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Calgary; McGill University; Institute for Clinical Evaluative Sciences; London Health Sciences Centre; Ottawa Hospital; Vancouver General Hospital; Health Sciences Centre; Western University; McGill University Health Centre; Sunnybrook Health Science Centre","funders":"National Institute for Health and Care Research; Muscular Dystrophy Canada","keywords":"Medicine; Intensive care medicine; Airway; Anesthesia","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005735103,0.0001685159,0.0003221449,0.0001864195,0.0002025093,0.00006403172,0.0000767888,0.0002048254,0.00002892099],"category_scores_gemma":[0.000262488,0.0001521495,0.00003651429,0.0003163222,0.0004244994,0.000199267,0.00004170855,0.0002993454,0.000008605011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001241718,"about_ca_system_score_gemma":0.0008756361,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02105382,"about_ca_topic_score_gemma":0.01695448,"domain_scores_codex":[0.9984556,0.0003637967,0.000212914,0.0003479279,0.0002781925,0.0003415868],"domain_scores_gemma":[0.9983166,0.0002452463,0.00005316656,0.0003432491,0.0006511355,0.0003905541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00074268,0.00001611032,0.9621523,0.0007253756,0.00008425437,0.0001104332,0.00105756,0.000009013129,0.01919047,0.00004958834,0.000104459,0.01575777],"study_design_scores_gemma":[0.0009320837,0.000949021,0.9637206,0.0005518751,0.00002712328,0.000009040278,0.001127233,0.000004703154,0.02595089,0.000006143909,0.006571486,0.0001498049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926661,0.005856612,0.000008214652,0.00001126585,0.0001277314,0.0003972242,0.00004473902,0.0000208611,0.0008672252],"genre_scores_gemma":[0.9995121,0.0001392344,0.00002004842,0.00009060832,0.0001550575,0.00001593734,0.00000255392,0.00002706834,0.00003743661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01560797,"threshold_uncertainty_score":0.985465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05764688458461121,"score_gpt":0.3374709373203937,"score_spread":0.2798240527357825,"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."}}