{"id":"W3033179711","doi":"10.2147/copd.s242191","title":"<p>A Functional Respiratory Imaging Approach to the Effect of an Oscillating Positive Expiratory Pressure Device in Chronic Obstructive Pulmonary Disease</p>","year":2020,"lang":"en","type":"article","venue":"International Journal of COPD","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trudell Medical International (Canada)","funders":"","keywords":"Medicine; Pulmonary disease; COPD; Respiratory system; Cardiology; Internal medicine; Exhalation; Noninvasive ventilation; Respiratory physiology; Anesthesia; Mechanical ventilation","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":[0.0008528389,0.0004224122,0.000432527,0.0002033981,0.0001017082,0.000258203,0.0002572901,0.0004937921,0.001664816],"category_scores_gemma":[0.0006364884,0.00009201442,0.0004707373,0.0001226142,0.0003994528,0.0002301957,0.0002252337,0.0004853332,0.000139176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001960555,"about_ca_system_score_gemma":0.0003011683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003467765,"about_ca_topic_score_gemma":0.0004607231,"domain_scores_codex":[0.9997501,0.0001509429,0.00001209494,0.0000303279,0.00003352011,0.00002310779],"domain_scores_gemma":[0.9997092,0.0001251407,0.00007771039,0.00002077823,0.00002326015,0.00004393594],"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":[0.1432041,0.01993089,0.07005503,0.003902073,0.0009114464,0.001536258,0.0003590956,0.002284124,0.2878479,0.0005518962,0.002080633,0.4673364],"study_design_scores_gemma":[0.007831733,0.4741388,0.4635673,0.0003269564,0.001234975,0.001785079,0.0003196884,0.008531719,0.03464122,0.0004190673,0.007135435,0.00006816576],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932373,0.003691226,0.001113608,0.0002898577,0.00008213089,0.0002431312,0.00007962464,0.00002627037,0.001236815],"genre_scores_gemma":[0.9963409,0.0008807215,0.001753202,0.0001949827,0.0001150078,0.0001873325,0.00004531208,0.000003989112,0.0004785298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001664816,"threshold_uncertainty_score":0.005569398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01781169970348276,"score_gpt":0.2926030487434822,"score_spread":0.2747913490399994,"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."}}