{"id":"W3093035631","doi":"10.2147/copd.s256866","title":"<p>Impact of Oscillating Positive Expiratory Pressure Device Use on Post-Discharge Hospitalizations: A Retrospective Cohort Study Comparing Patients with COPD or Chronic Bronchitis Using the Aerobika<sup>®</sup> and Acapella<sup>®</sup> Devices</p>","year":2020,"lang":"en","type":"article","venue":"International Journal of COPD","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trudell Medical International (Canada)","funders":"","keywords":"Medicine; COPD; Exacerbation; Chronic bronchitis; Propensity score matching; Retrospective cohort study; Bronchitis; Medical record; Bronchiectasis; Internal medicine; Emergency medicine; Physical therapy; Lung","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001121478,0.001255722,0.002079944,0.0009171208,0.0007110038,0.0005901665,0.001436567,0.0003525996,0.0008542269],"category_scores_gemma":[0.001769113,0.0009567034,0.0006677567,0.001300133,0.0007757678,0.002015493,0.0008433506,0.001536107,0.00003254164],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003866959,"about_ca_system_score_gemma":0.002577954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002160466,"about_ca_topic_score_gemma":0.0004557127,"domain_scores_codex":[0.9886813,0.0009738123,0.002410184,0.001468625,0.005219572,0.001246526],"domain_scores_gemma":[0.9880935,0.001039307,0.002404068,0.000882016,0.006480204,0.001100894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007234709,0.00248601,0.9442276,0.0004657096,0.00839665,0.0008271642,0.00633838,0.01950463,0.006803145,0.0004570293,0.00217258,0.001086438],"study_design_scores_gemma":[0.01279409,0.005325025,0.9290262,0.003080747,0.00168805,0.0004664709,0.001019559,0.04379173,0.0003289887,0.00002977463,0.001451342,0.0009979571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873397,0.004996945,0.000446027,0.0007139945,0.0004056469,0.003750865,0.001296419,0.00009355212,0.0009568874],"genre_scores_gemma":[0.9964679,0.0002810765,0.0005325332,0.0005664373,0.001296136,0.00006797451,0.0003049887,0.0002529605,0.0002300242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0242871,"threshold_uncertainty_score":0.999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02014309762598305,"score_gpt":0.2999514464328696,"score_spread":0.2798083488068866,"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."}}