Skip to main content
Military Medical Research logoLink to Military Medical Research
. 2018 Feb 8;5:5. doi: 10.1186/s40779-018-0153-x

Risk factors for 90-day readmission in veterans with inflammatory bowel disease—Does post-discharge follow-up matter?

Ashish Malhotra 1,2,3,, Parkpoom Phatharacharukul 3, Charat Thongprayoon 4
PMCID: PMC5803990  PMID: 29502532

Abstract

Background

Repeat hospitalizations in veterans with inflammatory bowel disease (IBD) are understudied. The early readmission rate and potentially modifiable risk-factors for 90-day readmission in veterans with IBD were studied to avert avoidable readmissions.

Methods

A retrospective cohort study was conducted using the data from veterans who were admitted to the Minneapolis VA Medical Center (MVMC) between January 1, 2007, and December 31, 2013, for an IBD-related problem. All-cause readmissions within 30 and 90 days were recorded to calculate early readmission rates. The multivariate logistic regression was used to identify the potential risk factors for 90-day readmission.

Results

There were 130 unique patients (56.9% with Crohn’s disease and 43.1% with ulcerative colitis) with 202 IBD-related index admissions. The mean age at the time of index admission was 59.8 ± 15.2 years. The median time to re-hospitalization was 26 days (IQR 10-49), with 30- and 90-day readmission rates of 17.3% (35/202) and 29.2% (59/202), respectively. Reasons for all-cause readmission were IBD-related (71.2%), scheduled surgery (3.4%) and non-gastrointestinal causes (25.4%). The following reasons were independently associated with 90-day readmission: Crohn’s disease (OR 3.90; 95% CI 1.82-8.90), use of antidepressants (OR 2.19; 95% CI 1.12-4.32), and lack of follow-up within 90 days with a primary care physician (PCP) (OR 2.63; 95% CI 1.32-5.26) or a gastroenterologist (GI) (OR 2.44; 95% CI 1.20-5.00). 51.0% and 49.0% of patients had documentation of a recommended outpatient follow-up with PCP and/or GI, respectively.

Conclusions

Early readmission in IBD is common. Independent risk factors for 90-day readmission included Crohn’s disease, use of antidepressants and lack of follow-up visit with PCP or GI. Further research is required to determine if the appropriate timing of post-discharge follow-up can reduce IBD readmissions.

Keywords: Inflammatory bowel disease, Readmission rates, Veterans affairs

Background

Hospital readmission rate has been proposed as an important quality metric because such admissions are prevalent, expensive [1] and potentially avoidable [2]. Readmitted patients are 55% more likely to have a quality-of-care problem such as inadequate discharge instructions or outpatient follow-up scheduling [3], and repeat hospitalizations can be reduced by the intensive discharge planning of high-risk patients [3]. Medicare is increasingly instituting financial penalties for higher-than-expected readmission rates [4]. Consequently, it is imperative that organizations examine and implement strategies to avert avoidable readmissions.

Patients with chronic diseases are particularly prone to early readmission. Inflammatory bowel diseases (IBD) are a group of chronic inflammatory illnesses with a remitting and relapsing course that may result in considerable morbidity and high medical costs secondary to repeated hospitalizations [5]. Presently, there is a lack of data on the predictors of early readmission in veterans with IBD. In other chronic illnesses such as heart failure, intensive outpatient monitoring of patients after hospital discharge significantly reduces unplanned hospital admissions [6], and outpatient follow-up after hospitalization has become a routine part of their discharge planning. However, the impact on readmission rates of a post-discharge visit with a primary care provider (PCP) or a gastroenterologist (GI) has not been studied in IBD patients. In the present study, we examined the predictors of re-hospitalization in veterans with IBD, with attention to the hypothesis that an appropriate follow-up visit with a GI and/or PCP would reduce IBD-related readmissions.

Methods

A retrospective cohort study was conducted using the data of adult patients who were admitted to Minneapolis VA Medical Center (MVMC), a tertiary-care referral center in Minneapolis, MN, between January 1, 2007, and December 31, 2013, for an IBD-related problem. Ethics approval was granted for the chart review by the Institutional Review Board at the MVMC (#4552-A).

IBD diagnosis was based on the international classification of diseases, Ninth Revision codes for ulcerative colitis (UC) or Crohn’s disease (CD) (ICD codes 556.X and 555.X, respectively) and documentation of IBD in the medical records by a physician. Patients with a non-elective hospitalization due to symptomatic IBD were included in the study. All patients were followed for 90 days after index hospitalization, and re-hospitalization admissions were defined as admissions (both IBD-related and non-IBD-related) that occurred within 90 days from the discharge date of the index hospitalization. Patients with multiple admissions had each admission separately considered if there were more than 90 days between admissions. Therefore, a patient could be counted twice provided that their admissions occurred at a minimum of 90 days from each other.

The following data were extracted from the electronic medical record: 1) patient demographics: age, gender, and race; 2) IBD history: IBD type (UC or CD), duration of IBD, previous surgical history, and medication regimen for IBD prior to hospital admission; 3) non-IBD history: comorbid psychiatric diagnoses and psychiatric medications such as anxiolytic drugs, anti-depressants, and anti-psychotics; 4) narcotic use prior to hospital admission; 5) hospitalization data: chief complaint, and principal diagnosis at discharge, intensive care unit (ICU) stay/transfer, duration of ICU stay, reason for ICU stay/transfer, surgical procedure(s) during hospitalization, nosocomial complications such as infection or thromboembolism, and length of stay; 6) discharge information: change in medication regimen for IBD, benzodiazepine prescription at discharge, narcotics prescription at discharge, and discharge destination (home or nursing facility); and 7) follow-up information: recommendation regarding follow-up appointment with a PCP and GI in discharge summary and/or discharge nurse note, patients’ attendance of follow-up appointment with a PCP and GI, and the duration between patients’ discharge date and the date they were seen by a PCP and/or GI.

The mean and standard deviation of the distribution described the continuous variables unless the results were highly skewed, in which case they were expressed using the median and interquartile range (IQR). In addition to basic descriptive statistics, univariate analyses were used to evaluate the association between readmissions and patient characteristics. Variables with a P-value of less than 0.25 in these simple logistic regression analyses were entered into multiple logistic models. In these models, factors not significant at the 0.05 level were removed. Statistical analyses were carried out using Version 10. SAS Institute Inc., Cary, NC, 1989-2007.

Results

There were 130 unique patients accounting for 202 IBD-related index admissions during the study period. Table 1 lists baseline patient characteristics for the study cohort. Overall, 74 patients (56.9%) had CD, and 56 (43.1%) had UC. The mean age at the time of index admission was 59.8 ± 15.2 years. There were 35 readmissions within 30 days of the 202 index admissions yielding a rate of 17.3% and 59 readmissions within 90 days for a rate of 29.2%. The 30- and 90-day readmission rates were 6.5 and 4.1 per 1000 patient days, respectively. Out of 130 unique patients, 94 patients were admitted once, 20 were admitted twice, 7 were admitted 3 times, and 9 were admitted ≥ 4 times. Reasons for all-cause readmission within 90 days were for IBD-related problems (n = 144, 71.2%), scheduled surgery (n = 7, 3.4%), and non-gastrointestinal conditions (n = 51, 25.4%). The median time to 90-day rehospitalization was 26 days (IQR 10-49).

Table 1.

Baseline characteristics of 130 unique IBD patients admitted to MVMC between 2007 and 2013 (n = 130)

Item Value
Age (year, x ± s) 59.8 ± 15.2
Male (n (%)) 125 (96.2)
Caucasian (n (%)) 118 (90.8)
History of psychiatric disorder 66 (50.8)
Type of IBD (n (%))
 Crohn’s disease 74 (56.9)
 Ulcerative colitis 56 (43.1)
Duration of IBD (year, median(IQR)) 15 (5.0-30.3)
History of bowel resection (n (%)) 75 (57.7)
IBD medication prior to admission (n (%))
 5-ASA 45 (34.6)
 Immunomodulator (AZA/6-MP or MTX) 27 (20.8)
 Anti-TNF 12 (9.2)
 Steroids 25 (19.2)
Patient who has not been on IBD medication prior to admission (n (%)) 37 (28.5)

MVMC Minneapolis VA Medical Center, IBD inflammatory bowel disease, IQR interquartile range, ASA aminosalicylic acid, AZA azathioprine, 6-MP 6 Mercaptopurine, MTX methotrexate, TNF tumor necrosis factor

Predictors of 90-day readmission

In a univariate analysis of various factors and 90-day rehospitalization, the presence of concomitant psychiatric disorder and CD (versus UC) were found to be significant (P < 0.05). Additionally, of all the psychiatric medications, the use of antidepressants prior to the index admission was significantly more common (55.9% vs. 32.9%, P < 0.01) in patients with readmissions. Lastly, changes in IBD medications during index hospitalization and discharge to home without follow-up appointment with a PCP or a GI within 90 days of discharge were also significant at the 0.05 level (Table 2).

Table 2.

Univariate analysis of factors associated with 90-day readmission in veterans with IBD

Item No readmission 90-day readmission P value
Age (year, x ± s) 59.2 ± 15.6 61.4 ± 13.1 0.31
Male (n (%)) 138 (96.5) 59 (100) 0.15
Caucasian (n (%)) 128 (89.5) 57 (96.6) 0.10
History of psychiatric disorder (n (%)) 74 (51.7) 42 (71.2) 0.01
Type of IBD (n (%)) < 0.001
 Crohn’s disease 78 (54.5) 48 (81.4)
 Ulcerative colitis 65 (45.5) 11 (18.6)
Duration of IBD (year, median(IQR)) 16 (7-30) 16 (3-34) 0.84
History of bowel resection (n (%)) 95 (66.4) 39 (66.1) 0.96
IBD medication prior to admission (n (%))
 5-ASA 51 (35.7) 15 (25.4) 0.16
 Immunomodulator (AZA/6-MP or MTX) 29 (20.3) 15 (25.4) 0.42
 Anti-TNF 18 (12.6) 6 (10.2) 0.63
 Steroids 25 (17.5) 15 (25.4) 0.20
Psychiatric/pain medication prior to admission (n (%))
 Benzodiazepine 24 (16.8) 9 (15.3) 0.79
 Narcotics 57 (39.9) 28 (47.5) 0.32
 Antidepressant 47 (32.9) 33 (55.9) 0.002
Medication at discharge (n (%))
 Change in IBD medication at discharge 32 (22.4) 23 (39) 0.02
 Benzodiazepine at discharge 22 (15.4) 8 (13.6) 0.74
 Narcotics at discharge 75 (52.4) 29 (49.2) 0.67
 Discharge to home (n (%)) 135 (94.4) 51 (86.4) 0.06
Complication during hospitalization (n (%))
 Surgical procedures during admission 28 (19.6) 10 (16.9) 0.66
 ICU stay 6 (4.2) 3 (5.1) 0.78
 Nosocomial infection 6 (4.2) 2 (3.4) 0.79
 Venous thromboembolism 1 (0.7) 1 (1.7) 0.52
 Length of hospitalization (day, median (IQR)) 4 (2-6) 4 (2-8) 0.84
Follow-up after hospitalization (n (%))
 Mention of follow-up with PCP in discharge summary/nurse note 71 (49.7) 32 (54.2) 0.55
 Follow-up with PCP clinic within 90 days 74 (51.7) 16 (27.1) 0.001
 Mention of follow-up with GI in discharge summary/nurse note 67 (46.9) 31 (52.5) 0.46
 Follow-up in GI clinic within 90 days 67 (46.9) 18 (30.5) 0.03

IBD inflammatory bowel disease, IQR interquartile range, PCP primary care physician, TNF tumor necrosis factor, ICU Intensive care unit, GI gastroenterologist

In a multivariate model, CD, the use of antidepressants, and lack of follow-up with a PCP and a GI within 90 days were independently positively associated with 90-day readmission (Table 3).

Table 3.

Risk factors independently associated with readmissions in IBD patients within 90 days of discharge

Variables OR 95% CI P value
CD (compared to UC) 3.90 1.82-8.90 < 0.001
Use of antidepressants prior to admission 2.19 1.12-4.32 0.02
Lack of follow-up with PCP within 90 days after discharge 2.63 1.32-5.26 0.006
Lack of follow-up with GI within 90 days after discharge 2.44 1.20-5.00 0.01

IBD inflammatory bowel disease, CD Crohn’s disease, UC ulcerative colitis, PCP primary care physician, GI gastroenterologist

Follow-up visits after index admission

51.0% (n = 103) and 49.0% (n = 99) of patients had documentation of a recommended outpatient follow-up with a PCP and/or GI, respectively. Ninety patients (44.6%) had a follow-up visit with a PCP only, 85 (42.1%) had a visit with a GI only, and 27 (13.3%) had visits with both within 90 days of discharge. For the 90 days following discharge for the 202 index admissions, there was no correlation between readmission rate and the time elapsing between discharge and follow-up with a PCP: 22 days (IQR: 8.8-43.3) with no readmission and 17.5 days (IQR: 8.3-33.8) with readmission (P = 0.35). The median duration of a follow-up with a GI was longer in patients with no readmission (34 days (IQR: 17-55)) when compared with patients with readmission (14 days (IQR: 10.3-26.5)) (P = 0.004). A factor independently associated with not attending a follow-up visit with a PCP and/or a GI was the lack of documentation of a recommended follow-up with PCPs (P = 0.02) and GIs (P < 0.01).

Discussion

The rationale of this retrospective study of veterans with IBD is that the understanding of the factors related to readmission may enhance our ability to reduce frequent readmissions in this group of patients. Several findings deserve emphasis. First, the 30-day and 90-day readmission rates were high at 17.3 and 29.2%, respectively. Second, we found that the risk factors for 90-day readmission in veterans with IBD were CD (versus UC), the use of antidepressants, and the lack of a follow-up visit with a primary care provider and/or a GI patient after discharge. Third, the lack of documentation of a recommended outpatient follow-up upon discharge and not being on any narcotics or benzodiazepines were associated with the lack of outpatient follow-up after discharge.

Prior studies in non-Veteran Affairs (VA) patients found the 90-day readmission rates for IBD patients to range from 20.5%–35.1%, which is similar to our findings [7, 8]. Our finding of higher readmission rates among veterans with CD is similar to a previous study [9], a finding that reflects the more aggressive behavior and higher frequency of poor outcomes in CD than in UC [1012]. Some of the factors leading to more complications in CD versus UC include the potentially greater extent of gut that may be involved [13], more frequent structuring or penetrating complications, [13] and disease recurrence after resection of all grossly involved areas.

Several previous studies have investigated the relationship between IBD and psychiatric disease in non-VA patients. Depression is common and linked to more severe disease activity and a poorer quality of life [14]. Allegretti et al. [7] found that depression is a risk factor for readmission in IBD patients, similar to our study. There are multiple potential explanations for this association. Psychiatric comorbidities can affect systemic inflammation and thus trigger disease activity [15, 16], and coping mechanisms in IBD patients with a psychiatric disease might be poorer than those without psychiatric disorders increasing the frequency of visits to urgent care centers. Lastly, patients with IBD have been found to have higher perceptions of pain, which has been linked to depression [17]. Our cohort demonstrates a positive association between the use of antidepressants and increased re-hospitalization rates, confirming that concomitant clinical depression leads to increased healthcare use in IBD patients.

Various studies conducted on reducing readmission rates in patients with chronic diseases suggest that closer outpatient follow-up may reduce rehospitalizations [18, 19]. Our study also showed that an outpatient visit was associated with reduced readmission rates. The major factor correlating with an outpatient visit was the scheduling of the next appointment upon hospital discharge, a finding that underlines the importance of attention to detail at the time of discharge. The appropriate time for the outpatient visit is not clear. One might postulate that earlier might be better than later to combat the problems leading to readmission. However, a prior study showed that if a gastroenterology follow-up appointment was scheduled after, rather than before, the first 22 days after discharge, the patient was less likely to be readmitted within 30 days [20]. We also found that the mean duration between discharge and follow-up with either a PCP or a GI was shorter for readmitted subjects (17.5 and 14 days) than for those who were not readmitted (22 and 34 days) (P value = 0.35 and 0.004, respectively). This observation should not be misconstrued to indicate that an early follow-up visit with a GI causes early readmission but rather that sicker patients were provided with an early GI follow-up visit. As discussed, a post-discharge appointment with a GI was associated with a reduced rate of readmission over the 90-day follow-up period. It seems likely that this finding is explained by a tendency to provide more rapid outpatient follow-up to the patients with the most severe disease, and a far more complex study than the present retrospective analysis will be required to ascertain the appropriate timing of the outpatient follow-up visit. The period immediately following hospital discharge is a vulnerable time for IBD patients, since during this time, they adjust to new drugs, recover from an acute illness and cope with the challenges of IBD. Although randomized trials in the IBD population to reduce readmissions are lacking, data from other chronic diseases have shown that the use of integrated multidisciplinary clinics to address the social and psychological burdens of chronic illness and the use of nurse case managers or “transitions coach” to improve cross-site communication, encouraging patients to take a more active role in their care by providing guidance, can reduce readmissions and improve outpatient follow-up [21, 22]. A previous study in VA patients done by our group demonstrated that IBD patients were more likely to have significant changes in their medication profiles upon discharge from the hospital, thus highlighting the need for transitional care interventions [23].

Our study limitations merit attention. We relied on available clinical and administrative data to assess and account for differences in illness severity at the patient or hospital level. Thus, residual confounding cannot be ruled out. We were also unable to ascertain the necessity of hospitalization or the criteria used to decide to readmit patients. Rehospitalization of the veteran at a different institution would result in an underestimation of the rate of readmission. Finally, the generalizability of our study may be limited by the differences between veteran and non-veteran patients including social, psychological, and medical factors. It is also possible that differences between patients at various VA facilities could limit the generalizability of our findings to all VA institutions.

Conclusion

Early readmission in IBD is common. Independent risk factors for 90-day readmission included CD, the use of antidepressants and the lack of follow-up visit with a PCP or a GI. Although further research is required to assess the precise timing and role of outpatient follow-up in reducing IBD readmissions, this paper highlights the need to study transitional care interventions to reduce rehospitalization rates in veterans with IBD.

Acknowledgements

The research report was supported by the Department of Veterans Affairs, and the Minneapolis Health Services Research and Development (HSR&D) Service Center of Innovation and VA Health Care System.

Funding

Not applicable.

Availability of data and materials

The VA policy does not allow us to make VA data publicly available. Moreover, the anonymity of patients may be challenging to preserve given relatively fewer subjects in the study who received care at a single VA site.

Abbreviations

CD

Crohn’s disease

GI

Gastroenterologist

IBD

Inflammatory bowel disease

ICU

Intensive care unit

IQR

Interquartile range

MVMC

Minneapolis VA Medical Center

PCP

Primary care physician

TNF

Tumor necrosis factor

UC

Ulcerative colitis

VA

Veteran Affairs

Authors’ contributions

AM: Data collection and analysis, writing of the manuscript, and critical assessment of the manuscript. PP: Data collection, coordination of the study, and writing of some portions of the manuscript; and CT: Data collection and analysis. All authors read and approved the final manuscript.

Ethics approval and consent to participate

Ethics approval was granted for the chart review by the Institutional Review Board at the MVMC (#4552-A).

Consent for publication

Not applicable.

Competing interests

The authors declare that they have no competing interests. The views expressed in this article are those of the authors and do not necessarily represent the views of the Department of Veterans Affairs. The authors report no conflicts of interest regarding this study.

References

  • 1.Jencks SF, Williams MV, Coleman EA. Rehospitalizations among patients in the medicare fee-for-service program. N Engl J Med. 2009;360(14):1418–1428. doi: 10.1056/NEJMsa0803563. [DOI] [PubMed] [Google Scholar]
  • 2.van Walraven C, Bennett C, Jennings A, Austin PC, Forster AJ. Proportion of hospital readmissions deemed avoidable: a systematic review. CMAJ. 2011;183(7):E391–E402. doi: 10.1503/cmaj.101860. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 3.Naylor MD, Brooten D, Campbell R, Jacobsen BS, Mezey MD, Pauly MV, et al. Comprehensive discharge planning and home follow-up of hospitalized elders: a randomized clinical trial. JAMA. 1999;281(7):613–620. doi: 10.1001/jama.281.7.613. [DOI] [PubMed] [Google Scholar]
  • 4.Joynt KE, Jha AK. A path forward on Medicare readmissions. N Engl J Med. 2013;368(13):1175–1177. doi: 10.1056/NEJMp1300122. [DOI] [PubMed] [Google Scholar]
  • 5.Kappelman MD, Rifas-Shiman SL, Porter CQ, Ollendorf DA, Sandler RS, Galanko JA, et al. Direct health care costs of Crohn's disease and ulcerative colitis in US children and adults. Gastroenterol. 2008;135(6):1907–1913. doi: 10.1053/j.gastro.2008.09.012. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 6.Azevedo A, Pimenta J, Dias P, Bettencourt P, Ferreira A, Cerqueira-Gomes M. Effect of a heart failure clinic on survival and hospital readmission in patients discharged from acute hospital care. Eur J Heart Fail. 2002;4(3):353–359. doi: 10.1016/S1388-9842(02)00013-2. [DOI] [PubMed] [Google Scholar]
  • 7.Allegretti JR, Borges L, Lucci M, Chang M, Cao B, Collins E, et al. Risk factors for rehospitalization within 90 days in patients with inflammatory bowel disease. Inflamm Bowel Dis. 2015;21(11):2583–2589. doi: 10.1097/MIB.0000000000000537. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 8.Tinsley A, Naymagon S, Mathers B, Kingsley M, Sands BE, Ullman TA. Early readmission in patients hospitalized for ulcerative colitis: incidence and risk factors. Scand J Gastroenterol. 2015;50(9):1103–1109. doi: 10.3109/00365521.2015.1020862. [DOI] [PubMed] [Google Scholar]
  • 9.Nguyen GC, Bollegala N, Chong CA. Factors associated with readmissions and outcomes of patients hospitalized for inflammatory bowel disease. Clin Gastroenterol Hepatol. 2014;12(11):1897–1904. doi: 10.1016/j.cgh.2014.02.042. [DOI] [PubMed] [Google Scholar]
  • 10.Hsu YC, Wu TC, Lo YC, Wang LS. Gastrointestinal complications and extraintestinal manifestations of inflammatory bowel disease in Taiwan: a population-based study. J Chin Med Assoc. 2017;80(2):56–62. doi: 10.1016/j.jcma.2016.08.009. [DOI] [PubMed] [Google Scholar]
  • 11.Colia R, Corrado A, Cantatore FP. Rheumatologic and extraintestinal manifestations of inflammatory bowel diseases. Ann Med. 2016;48(8):577–585. doi: 10.1080/07853890.2016.1195011. [DOI] [PubMed] [Google Scholar]
  • 12.Steinberg DM, Allan RN, Brooke BN, Cooke WT, Williams JA. Sequelae of colectomy and ileostomy: comparison between Crohn's colitis and ulcerative colitis. Gastroenterol. 1975;68(1):33–39. [PubMed] [Google Scholar]
  • 13.Baumgart DC, Sandborn WJ. Inflammatory bowel disease: clinical aspects and established and evolving therapies. Lancet. 2007;369(9573):1641–1657. doi: 10.1016/S0140-6736(07)60751-X. [DOI] [PubMed] [Google Scholar]
  • 14.Guthrie E, Jackson J, Shaffer J, Thompson D, Tomenson B, Creed F. Psychological disorder and severity of inflammatory bowel disease predict health-related quality of life in ulcerative colitis and Crohn's disease. Am J Gastroenterol. 2002;97(8):1994–1999. doi: 10.1111/j.1572-0241.2002.05842.x. [DOI] [PubMed] [Google Scholar]
  • 15.Bernstein CN, Singh S, Graff LA, Walker JR, Miller N, Cheang M. A prospective population-based study of triggers of symptomatic flares in IBD. Am J Gastroenterol. 2010;105(9):1994–2002. doi: 10.1038/ajg.2010.140. [DOI] [PubMed] [Google Scholar]
  • 16.Stewart MJ, Hirth AM, Klassen G, Makrides L, Wolf H. Stress, coping, and social support as psychosocial factors in readmissions for ischaemic heart disease. Int J Nurs Stud. 1997;34(2):151–163. doi: 10.1016/S0020-7489(96)00042-9. [DOI] [PubMed] [Google Scholar]
  • 17.Von Korff M, Simon G. The relationship between pain and depression. Br J Psychiatry. 1996;30:101–108. [PubMed] [Google Scholar]
  • 18.Hernandez AF, Greiner MA, Fonarow GC, Hammill BG, Heidenreich PA, Yancy CW, et al. Relationship between early physician follow-up and 30-day readmission among Medicare beneficiaries hospitalized for heart failure. JAMA. 2010;303(17):1716–1722. doi: 10.1001/jama.2010.533. [DOI] [PubMed] [Google Scholar]
  • 19.Gavish R, Levy A, Dekel OK, Karp E, Maimon N. The association between hospital readmission and pulmonologist follow-up visits in patients with COPD. Chest. 2015;148(2):375–381. doi: 10.1378/chest.14-1453. [DOI] [PubMed] [Google Scholar]
  • 20.Hazratjee N, Agito M, Lopez R, Lashner B, Rizk MK. Hospital readmissions in patients with inflammatory bowel disease. Am J Gastroenterol. 2013;108(7):1024–1032. doi: 10.1038/ajg.2012.343. [DOI] [PubMed] [Google Scholar]
  • 21.Wierzchowiecki M, Poprawski K, Nowicka A, Kandziora M, Piatkowska A, Jankowiak M, et al. A new programme of multidisciplinary care for patients with heart failure in Poznan:a one year follow-up. Kardiol Pol. 2006;64(10):1063–1069. [PubMed] [Google Scholar]
  • 22.Coleman EA, Parry C, Chalmers S, Min SJ. The care transitions intervention- results of a randomized controlled trial. Arch Intern Med. 2006;166(17):1822–1828. doi: 10.1001/archinte.166.17.1822. [DOI] [PubMed] [Google Scholar]
  • 23.Malhotra A, Mandip KC, Shaukat A, Rector T. All-cause hospitalizations for inflammatory bowel diseases: can the reason for admission provide information on inpatient resource use? A study from a large veteran affairs hospital. Mil Med Res. 2016;3(1):28. doi: 10.1186/s40779-016-0098-x. [DOI] [PMC free article] [PubMed] [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Data Availability Statement

The VA policy does not allow us to make VA data publicly available. Moreover, the anonymity of patients may be challenging to preserve given relatively fewer subjects in the study who received care at a single VA site.


Articles from Military Medical Research are provided here courtesy of BMC

RESOURCES