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Community factors and hospital wide readmission rates: Does context matter?
The environment in which a patient lives influences their health outcomes. However, the degree to which community factors are associated with readmissions is uncertain. To estimate the influence of community factors on the Centers for Medicare & Medicaid Services risk-standardized hospital-wide...
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Published in: | PloS one 2020-10, Vol.15 (10), p.e0240222-e0240222 |
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Main Authors: | , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
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Summary: | The environment in which a patient lives influences their health outcomes. However, the degree to which community factors are associated with readmissions is uncertain.
To estimate the influence of community factors on the Centers for Medicare & Medicaid Services risk-standardized hospital-wide readmission measure (HWR)-a quality performance measure in the U.S.
We assessed 71 community variables in 6 domains related to health outcomes: clinical care; health behaviors; social and economic factors; the physical environment; demographics; and social capital.
Medicare fee-for-service patients eligible for the HWR measure between July 2014-June 2015 (n = 6,790,723). Patients were linked to community variables using their 5-digit zip code of residence.
We used a random forest algorithm to rank variables for their importance in predicting HWR scores. Variables were entered into 6 domain-specific multivariable regression models in order of decreasing importance. Variables with P-values |
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ISSN: | 1932-6203 1932-6203 |
DOI: | 10.1371/journal.pone.0240222 |