{"id":"W4387982381","doi":"10.1183/13993003.congress-2023.pa504","title":"Effectiveness assessment of oscillating positive expiratory pressure (OPEP) devices: Using a clinically relevant laboratory measure","year":2023,"lang":"en","type":"article","venue":"","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trudell Medical International (Canada)","funders":"","keywords":"Exhalation; Biomedical engineering; Medicine; Breathing; Positive pressure; Materials science; Acoustics; Anesthesia; Physics","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":[0.006087791,0.000701775,0.0007027602,0.001064989,0.0003706013,0.001486448,0.0005901654,0.0008259306,0.002071955],"category_scores_gemma":[0.01244143,0.0002038211,0.0006655295,0.0006366458,0.0007621871,0.0008890286,0.0009072609,0.0006169478,0.0006279549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003332654,"about_ca_system_score_gemma":0.0004121255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005274276,"about_ca_topic_score_gemma":0.0006116421,"domain_scores_codex":[0.9943242,0.002169668,0.0007339476,0.000452723,0.002103404,0.0002161074],"domain_scores_gemma":[0.9903702,0.004842821,0.00214285,0.00056894,0.001748192,0.0003270309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01699723,0.004641291,0.396223,0.003115295,0.0009094898,0.0004802827,0.00132695,0.002862848,0.4224448,0.0005076397,0.002528949,0.1479623],"study_design_scores_gemma":[0.0002515764,0.07302258,0.6692145,0.0002328493,0.0006333496,0.001115051,0.001276699,0.006955471,0.2424745,0.0003273863,0.004360234,0.0001358797],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777905,0.003758206,0.01123608,0.0002795258,0.0001421334,0.0009463481,0.00115817,0.00007168268,0.004617341],"genre_scores_gemma":[0.9846805,0.001102258,0.01102622,0.0003026141,0.0001266592,0.0009466025,0.0009709469,0.00002882104,0.0008154502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006087791,"threshold_uncertainty_score":0.03219575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04072572219815513,"score_gpt":0.3668679113412981,"score_spread":0.326142189143143,"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."}}