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Contribution of social factors to readmissions within 30 days after hospitalization for COPD exacerbation
BACKGROUND: To investigate whether, in patients hospitalized for COPD, the addition of social factors improves the predictive ability for the risk of overall 30-day readmissions, early readmissions (within 7 days after discharge), and late readmissions (8–30 days after discharge). METHODS: Patients...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7191726/ https://www.ncbi.nlm.nih.gov/pubmed/32349715 http://dx.doi.org/10.1186/s12890-020-1136-8 |
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author | Goto, Tadahiro Yoshida, Kazuki Faridi, Mohammad Kamal Camargo, Carlos A. Hasegawa, Kohei |
author_facet | Goto, Tadahiro Yoshida, Kazuki Faridi, Mohammad Kamal Camargo, Carlos A. Hasegawa, Kohei |
author_sort | Goto, Tadahiro |
collection | PubMed |
description | BACKGROUND: To investigate whether, in patients hospitalized for COPD, the addition of social factors improves the predictive ability for the risk of overall 30-day readmissions, early readmissions (within 7 days after discharge), and late readmissions (8–30 days after discharge). METHODS: Patients (aged ≥40 years) hospitalized for COPD were identified in the Medicare Current Beneficiary Survey from 2006 through 2012. With the use of 1000 bootstrap resampling from the original cohort (training-set), two prediction models were derived: 1) the reference model including age, comorbidities, and mechanical ventilation use, and 2) the optimized model including social factors (e.g., educational level, marital status) in addition to the covariates in the reference model. Prediction performance was examined separately for 30-day, early, and late readmissions. RESULTS: Following 905 index hospitalizations for COPD, 18.5% were readmitted within 30 days. In the test-set, for overall 30-day readmissions, the discrimination ability between reference and optimized models did not change materially (C-statistic, 0.57 vs. 0.58). By contrast, for early readmissions, the optimized model had significantly improved discrimination (C-statistic, 0.57 vs. 0.63; integrated discrimination improvement [IDI], 0.018 [95%CI, 0.003–0.032]) and reclassification (continuous net reclassification index [NRI], 0.298 [95%CI 0.060–0.537]). Likewise, for late readmissions, the optimized model also had significantly improved discrimination (C-statistic, 0.65 vs. 0.68; IDI, 0.026 [95%CI 0.009–0.042]) and reclassification (continuous NRI, 0.243 [95%CI 0.028–0.459]). CONCLUSIONS: In a nationally-representative sample of Medicare beneficiaries hospitalized for COPD, we found that the addition of social factors improved the predictive ability for readmissions when early and late readmissions were examined separately. |
format | Online Article Text |
id | pubmed-7191726 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-71917262020-05-04 Contribution of social factors to readmissions within 30 days after hospitalization for COPD exacerbation Goto, Tadahiro Yoshida, Kazuki Faridi, Mohammad Kamal Camargo, Carlos A. Hasegawa, Kohei BMC Pulm Med Research Article BACKGROUND: To investigate whether, in patients hospitalized for COPD, the addition of social factors improves the predictive ability for the risk of overall 30-day readmissions, early readmissions (within 7 days after discharge), and late readmissions (8–30 days after discharge). METHODS: Patients (aged ≥40 years) hospitalized for COPD were identified in the Medicare Current Beneficiary Survey from 2006 through 2012. With the use of 1000 bootstrap resampling from the original cohort (training-set), two prediction models were derived: 1) the reference model including age, comorbidities, and mechanical ventilation use, and 2) the optimized model including social factors (e.g., educational level, marital status) in addition to the covariates in the reference model. Prediction performance was examined separately for 30-day, early, and late readmissions. RESULTS: Following 905 index hospitalizations for COPD, 18.5% were readmitted within 30 days. In the test-set, for overall 30-day readmissions, the discrimination ability between reference and optimized models did not change materially (C-statistic, 0.57 vs. 0.58). By contrast, for early readmissions, the optimized model had significantly improved discrimination (C-statistic, 0.57 vs. 0.63; integrated discrimination improvement [IDI], 0.018 [95%CI, 0.003–0.032]) and reclassification (continuous net reclassification index [NRI], 0.298 [95%CI 0.060–0.537]). Likewise, for late readmissions, the optimized model also had significantly improved discrimination (C-statistic, 0.65 vs. 0.68; IDI, 0.026 [95%CI 0.009–0.042]) and reclassification (continuous NRI, 0.243 [95%CI 0.028–0.459]). CONCLUSIONS: In a nationally-representative sample of Medicare beneficiaries hospitalized for COPD, we found that the addition of social factors improved the predictive ability for readmissions when early and late readmissions were examined separately. BioMed Central 2020-04-29 /pmc/articles/PMC7191726/ /pubmed/32349715 http://dx.doi.org/10.1186/s12890-020-1136-8 Text en © The Author(s). 2020 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Article Goto, Tadahiro Yoshida, Kazuki Faridi, Mohammad Kamal Camargo, Carlos A. Hasegawa, Kohei Contribution of social factors to readmissions within 30 days after hospitalization for COPD exacerbation |
title | Contribution of social factors to readmissions within 30 days after hospitalization for COPD exacerbation |
title_full | Contribution of social factors to readmissions within 30 days after hospitalization for COPD exacerbation |
title_fullStr | Contribution of social factors to readmissions within 30 days after hospitalization for COPD exacerbation |
title_full_unstemmed | Contribution of social factors to readmissions within 30 days after hospitalization for COPD exacerbation |
title_short | Contribution of social factors to readmissions within 30 days after hospitalization for COPD exacerbation |
title_sort | contribution of social factors to readmissions within 30 days after hospitalization for copd exacerbation |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7191726/ https://www.ncbi.nlm.nih.gov/pubmed/32349715 http://dx.doi.org/10.1186/s12890-020-1136-8 |
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