{"id":"W7029195117","doi":"","title":"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® and Acapella® Devices","year":2020,"lang":"en","type":"other","venue":"Dove Medical Press (Taylor and Francis Group)","topic":"Biomedical and Chemical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"COPD; Chronic bronchitis; Exacerbation; Retrospective cohort study; Medical record; Pulmonary disease; Bronchitis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004603317,0.0007947143,0.00168894,0.0001894589,0.0002685669,0.0001378825,0.0004289366,0.0006721076,0.001920946],"category_scores_gemma":[0.001605423,0.0004448963,0.0001963308,0.0005579115,0.001206585,0.0001613894,0.0004897802,0.001577928,0.0000138098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000220266,"about_ca_system_score_gemma":0.00006281833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004371187,"about_ca_topic_score_gemma":0.00257296,"domain_scores_codex":[0.9944029,0.000337596,0.0008289038,0.001108499,0.002569736,0.0007523321],"domain_scores_gemma":[0.9966178,0.0006712473,0.0005833029,0.0007045754,0.0003990024,0.001024102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001776709,0.001660218,0.9762794,0.00171254,0.003333139,0.00003321778,0.002334658,0.000004593946,0.0003161086,0.00003061913,0.002734651,0.009784165],"study_design_scores_gemma":[0.01816155,0.005094775,0.9325489,0.002492447,0.003660924,0.0000723667,0.000627042,0.007667242,0.00004597995,0.00001710159,0.02756736,0.002044344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548906,0.01343956,0.01577551,0.0002497486,0.0003223489,0.007943625,0.001843131,0.000231331,0.005304136],"genre_scores_gemma":[0.9968212,0.00006983046,0.0003396965,0.0004444398,0.0006213868,0.0001110955,0.0007609177,0.0002795062,0.0005519522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04373052,"threshold_uncertainty_score":0.9998003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0355251352583782,"score_gpt":0.3222025444277549,"score_spread":0.2866774091693767,"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."}}