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The American Journal of Accountable Care March 2017
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Use of Postacute Care After Discharge in Urban and Rural Hospitals
Robert E. Burke, MD, MS; Christine D. Jones, MD, MS; Eric A. Coleman, MD, MPH; Jason R. Falvey, DPT; Jennifer E. Stevens-Lapsley, PT, PhD; and Adit A. Ginde, MD, MPH
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Amber Sieja, MD; Jonathan Pell, MD; Katie Markley, MD; Christine Johnston, MD; Robert Peskind, MD; and Chen-Tan Lin, MD
Beneficiary Engagement in Medicare's Alternative Payment Models: From Serendipity to Active Choice
Jackson Williams, JD, MPA
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Heidi Schwarzwald, MD, MPH; Agnes Hernandez-Grande, MD; Stephanie Chapman, PhD; and Stephanie Marton, MD, MPH
Creating Successful Alternative Payment Models
Jennifer L. Wiler, MD, MBA; Harold D. Miller; and Nir Harish, MD, MBA
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Maryam Alvandi, DHS, MHS

Use of Postacute Care After Discharge in Urban and Rural Hospitals

Robert E. Burke, MD, MS; Christine D. Jones, MD, MS; Eric A. Coleman, MD, MPH; Jason R. Falvey, DPT; Jennifer E. Stevens-Lapsley, PT, PhD; and Adit A. Ginde, MD, MPH
Rural patients receive less postacute care after hospital discharge than urban patients, especially after elective joint replacement-a condition selected for bundled payments.

Objectives: Geographic variation in the use of postacute care (PAC)—specifically, skilled nursing facility and home healthcare—after hospital discharge is substantial, but reasons for this remain largely unexplored. PAC use in urban hospitals compared with rural hospitals may be a key contributor. We aimed to describe PAC use, explore substitution of one type of PAC for another, and identify how PAC use varies by diagnosis in urban and rural settings.

Study Design: Secondary analysis of the 2012 National Inpatient Sample, including adult discharges to PAC after a hospitalization.  

Methods: We adjusted for differences in patient demographics, comorbidities, hospital care provided, and hospital information, comparing the use of PAC in urban and rural settings in multivariable logistic regression.  

Results: Rural patients discharged from rural hospitals constituted 188,137 (12.1%) of the 1.56 million discharges in the sample. Rural discharges received less home healthcare (odds ratio [OR], 0.85; 95% confidence interval [CI], 0.80-0.90) than urban discharges, resulting in less rural PAC use overall (OR, 0.95; 95% CI, 0.91-0.99). Rural discharges received more overall PAC for stroke (OR, 1.11; 95% CI, 1.03-1.19) and less PAC for sepsis (OR, 0.92; 95% CI, 0.86-0.98), hip fracture (OR, 0.82; 95% CI, 0.70-0.96), and elective joint arthroplasty, where rural discharges had 41% lower odds of receiving PAC (OR, 0.59; 95% CI, 0.49-0.71).  

Conclusions: The striking differences in receipt of postacute care in urban and rural patients may constitute a disparity. Evaluation of costs and outcomes of PAC use in these settings is urgently needed as Medicare expands bundled payments for this care.

The American Journal of Accountable Care. 2017;5(1):16-22
Use of postacute care (PAC), such as skilled nursing facility (SNF) and home healthcare (HHC), is increasing rapidly for patients discharged from the hospital.1,2 PAC is now the most rapidly growing area of Medicare spending, but this growth is not uniform.3,4 Instead, geographic variability in PAC use explains the vast majority of geographic differences in Medicare spending across the United States, and geographic differences are stable over time.5,6 An underexplored area that may significantly contribute to this variability is how PAC use differs in urban and rural hospitals nationally.

The location of the patient and the discharging hospital may have a strong influence on whether and what type of PAC is used. The location of the nearest SNF to the hospital has been shown to influence the use of that facility.7 Medicare’s “swing bed” policy, which allows critical access hospitals to convert an inpatient hospital bed into a rehabilitation bed during a patient’s stay, has strongly increased use of this care in rural areas.8-12 However, significant gaps in understanding this important area remain. Most studies of urban and rural PAC use consider only Medicare patients, despite the important roles that other payers play.13,14 Studies that consider both the patient’s and hospital’s location are scarce, although they both plausibly affect PAC use.15,16 Finally, prior studies also have not considered whether use of PAC in urban and rural areas may vary by diagnosis, despite evidence of differential use of PAC based on diagnosis type in other settings.17-20 

We sought to evaluate how PAC is used by hospitals in urban and rural areas across the United States, exploring whether there is evidence of a substitution effect of one type of PAC (eg, home healthcare) for another (eg, SNF care). We also wished to explore how this varies among patients treated for different conditions. In doing so, we hoped to provide insights into underlying mechanisms behind geographic variation in PAC use, and provide preliminary data for future studies evaluating costs, appropriateness, and outcomes of PAC in urban and rural settings.



Study Design and Participants

This was a secondary analysis of the 2012 National Inpatient Sample (NIS), a nationally representative sample of discharges from hospitals in 44 states that participate in the Health Care Cost and Utilization Project (HCUP).21 In 2012, NIS covered more than 95% of the US population and more than 94% of community hospitals; long-term acute care hospitals (LTACHs) were excluded. We included all hospital discharges of patients 18 years or older in 2012. Patients who died during the hospitalization were excluded, as were admissions for neonatal or maternal care, or those that ended with transfer to another hospital. 

Urban and rural location of patient residence was defined using the 2006 National Center for Health Statistics classification scheme15: patients residing in metropolitan counties (counties of 50,000 or more people) were considered urban and patients residing in nonmetropolitan counties were considered rural. Similarly, hospitals residing in counties that are considered metropolitan by Core-Based Statistical Area are classified in the NIS as urban; hospitals in nonmetropolitan counties were considered rural. Rural patients who were hospitalized at urban hospitals (n = 429,052; 8.3%) and urban patients hospitalized in rural hospitals (n = 44, 053; 0.9%) were also excluded from this analysis as they may denote nonrepresentative patient populations being discharged from these hospitals. 

Postdischarge care is defined in the NIS as a discharge that is either “routine” (no PAC), involves HHC, or is categorized as “other transfers, including SNF, intermediate care, and another type of facility.” This designation is used to connote discharge to an SNF or swing bed, and specifically excludes transfers to hospitals, LTACHs, and inpatient rehabilitation facilities, which are captured elsewhere. The NIS does not distinguish between community SNF beds and swing beds. We excluded transfers to other short-term hospitals, and patients who left against medical advice or were discharged to an unknown location. The NIS captures only the most proximate source of admission (transfer from another hospital or the emergency department); thus, we were unable to accurately capture prior living situation, such as long-term care facilities. 

Discharge records were abstracted for patient demographic information (eg, age, sex, race/ethnicity, marital status, median income of residents in their home residence zip code), comorbidities, hospitalization information (eg, urgency, length of stay, source of admission), primary payer (eg, Medicare [including Medicare Advantage], Medicaid, private payers), hospital information (eg, ownership, size, geographic location according to 9 boundaries defined by the NIS), discharge disposition, and primary discharge diagnosis (from International Classification of Diseases, Ninth Revision, Clinical Modification, grouped into Agency for Healthcare Research and Quality Clinical Classification Software [CCS] categories).22 The CCS category “osteoarthritis” in our sample included more than 94% elective admissions, and more than 93% had a Current Procedural Terminology code for a hip or knee replacement; thus, “elective joint arthroplasty” was used as a more appropriate label for this diagnostic category. 

Data Analysis

We first evaluated the differences between rural patients discharged from rural hospitals and urban patients discharged from urban hospitals to PAC as we hypothesized these may represent distinct populations of patients, and compared both patient and hospital characteristics. We used HCUP-provided survey weights to produce nationally representative estimates in all analyses; weights can be understood as the number of discharges that a sample discharge represents. These weights account for clustering at the hospital level. Given the very large sample size, we did not use statistical testing as most comparisons would be statistically significant, but rather, we reported absolute differences in the 2 groups.

We then identified the 10 most common hospital discharge diagnoses that preceded PAC use in both urban and rural hospitals and the associated hospital length of stay preceding a PAC stay in order to establish whether possible differences in use of PAC may be related to differences in hospital length of stay. Next, we calculated rates of discharge to home, HHC, and SNF overall and within diagnostic categories, using the 10 diagnoses. Finally, we analyzed the relationship between use of PAC and urban/rural location within diagnostic categories, adjusting for patient and hospital characteristics in multivariable logistic regression. We evaluated SNF use and HHC use individually, then combined them into an overall PAC use variable to evaluate whether the overall use of PAC was similar despite differences in use of SNFs and HHC in different locations. In these comparisons, discharges home are the reference category. Hospital size was collinear with geographic location (rural regions generally had smaller hospitals) and was therefore not included in the regression. 


Urban/Rural Patient Characteristics

Our total sample comprised 1.56 million discharges of urban patients discharged from urban hospitals and rural patients discharged from rural hospitals that, when weighted, represented 7.8 million discharges nationally. Of this 1.56 million, 188,137 (12.1%) were rural patients discharged from rural hospitals to PAC (either HHC or SNF care). Rural patients discharged to PAC were more commonly white, poor, and hospitalized in a government facility. There were small differences between the groups in other characteristics (see Table 1). 

Diagnoses Treated in Urban/Rural Patients Prior to PAC

Rural patients discharged to PAC were more frequently hospitalized for pneumonia, congestive heart failure, urinary tract infections, and chronic obstructive pulmonary disease, whereas urban patients more frequently underwent elective joint arthroplasty. Urban patients had longer hospital lengths of stay for most diagnoses (Table 2).

Factors Influencing Use of PAC in Urban and Rural Hospitals

When all the factors from Table 1 (patient demographic characteristics, health factors, hospital ownership, and regional location) were incorporated into a multivariable model, rural patients at rural hospitals were slightly less likely to receive PAC overall (odds ratio [OR], 0.95; 95% confidence interval [CI], 0.91-0.99). The index hospital length of stay, patient age, sex, and race/ethnicity, as well as whether the admission was elective, had the strongest associations with use of PAC (Table 3). However, there were significant differences within diagnostic categories (Table 4). Rural patients at rural hospitals received more overall PAC services for acute cerebrovascular accident (OR, 1.11; 95% CI, 1.03-1.19), and less frequently receive any PAC for sepsis (OR, 0.92; 95% CI, 0.86-0.98), hip fracture (OR, 0.82; 95% CI, 0.70-0.96), and particularly for elective joint arthroplasty (OR, 0.59; 95% CI, 0.49-0.71). 

Overall PAC Use in Urban/Rural Patients

Rural patients at rural hospitals received significantly more SNF care and significantly less HHC overall in 6 of the top 10 most commonly treated diagnoses (Table 4). The main differences in this pattern were for elective joint arthroplasty and acute hip fracture, where rural patients received less SNF care and less HHC than urban patients. The other 4 diagnoses (acute cerebrovascular accident, sepsis, hip fracture, and elective joint arthroplasty), demonstrated overall similar use of PAC between urban and rural sites. 


Geographic variation in the use of postacute care explains the majority of geographic variation in Medicare spending, yet the reasons for this variability are underexplored. In this analysis, we found that rural patients discharged from rural hospitals were overall more likely to receive SNF or swing bed care after hospital discharge, and less likely to receive HHC, but will receive similar amounts of PAC overall when compared with urban patients. However, significant differences were revealed within diagnostic categories. The most striking difference occurred in elective joint arthroplasty, after which rural patients were 41% less likely to receive PAC of any kind.

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