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Published in: BMC Health Services Research 1/2013

Open Access 01-12-2013 | Research article

Applicability of a previously validated readmission predictive index in medical patients in Singapore: a retrospective study

Authors: Shu Yun Tan, Lian Leng Low, Yong Yang, Kheng Hock Lee

Published in: BMC Health Services Research | Issue 1/2013

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Abstract

Background

Hospital readmissions are serious and costly events, and readmission rates are considered to be an indicator of quality in health care management. Several models to identify patients at risk of unplanned readmissions have been developed in Western countries, but little is known about their performance in other countries. This paper reports the possible utility of one such model developed in Canada, the LACE index, in patients in a tertiary hospital in Singapore.

Methods

We used administrative data from Singapore General Hospital for patients admitted between 1st January 2006 and 31st December 2010. Data such as demographic and clinical data including disease codes were extracted. The patient cohort was divided into two groups with a LACE index of 10 as the cutoff. Multivariate logistic regression analysis models were used to compare the outcomes between the two groups of patients with adjustment for age, sex, ethnicity, year of discharge, intensive care unit admission, and admission ward class.

Results

Overall, 127 550 patients were eligible for analysis. Patients with a LACE index ≥ 10 had a higher risk of 30-day unplanned readmission after index discharge (odds ratio [OR]: 4.37; 95% confidence interval [CI]: 4.18-4.57). After adjustment, the risk remained significant (OR: 4.88; 95% CI: CI 4.57-5.22). The C-statistic for the adjusted model was 0.70 (P < 0.001). Similar results were shown for 90-day unplanned readmission and emergency visits after the same adjustment.

Conclusion

The use of the LACE index may have significant application in identifying medical patients at high risk of readmission and visits to the Emergency Department in Singapore.
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Literature
1.
go back to reference Anderson GF, Steinberg EP: Hospital readmissions in the Medicare population. N Engl J Med. 1984, 311 (21): 1349-1353. 10.1056/NEJM198411223112105.CrossRefPubMed Anderson GF, Steinberg EP: Hospital readmissions in the Medicare population. N Engl J Med. 1984, 311 (21): 1349-1353. 10.1056/NEJM198411223112105.CrossRefPubMed
2.
go back to reference 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. 10.1056/NEJMsa0803563.CrossRefPubMed 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. 10.1056/NEJMsa0803563.CrossRefPubMed
6.
go back to reference Kansagara D, Englander H, Salanitro A, Kagen D, Theobald C, Freeman M, Kripalani S: Risk prediction models for hospital readmission: a systematic review. JAMA. 2011, 306 (15): 1688-1698. 10.1001/jama.2011.1515.CrossRefPubMedPubMedCentral Kansagara D, Englander H, Salanitro A, Kagen D, Theobald C, Freeman M, Kripalani S: Risk prediction models for hospital readmission: a systematic review. JAMA. 2011, 306 (15): 1688-1698. 10.1001/jama.2011.1515.CrossRefPubMedPubMedCentral
7.
go back to reference van Walraven C, Dhalla IA, Bell C, Etchells E, Stiell IG, Zarnke K, Austin PC, Forster AJ: Derivation and validation of an index to predict early death or unplanned readmission after discharge from hospital to the community. CMAJ. 2010, 182 (6): 551-557. 10.1503/cmaj.091117.CrossRefPubMedPubMedCentral van Walraven C, Dhalla IA, Bell C, Etchells E, Stiell IG, Zarnke K, Austin PC, Forster AJ: Derivation and validation of an index to predict early death or unplanned readmission after discharge from hospital to the community. CMAJ. 2010, 182 (6): 551-557. 10.1503/cmaj.091117.CrossRefPubMedPubMedCentral
8.
go back to reference Billings J, Blunt I, Steventon A, Georghiou T, Lewis G, Bardsley M: Development of a predictive model to identify inpatients at risk of re-admission within 30 days of discharge (PARR-30). BMJ Open. 2012, 2 (4): e001667-10.1136/bmjopen-2012-001667.CrossRefPubMedPubMedCentral Billings J, Blunt I, Steventon A, Georghiou T, Lewis G, Bardsley M: Development of a predictive model to identify inpatients at risk of re-admission within 30 days of discharge (PARR-30). BMJ Open. 2012, 2 (4): e001667-10.1136/bmjopen-2012-001667.CrossRefPubMedPubMedCentral
9.
go back to reference Gruneir A, Dhalla IA, van Walraven C, Fischer HD, Camacho X, Rochon PA, Anderson GM: Unplanned readmissions after hospital discharge among patients identified as being at high risk for readmission using a validated predictive algorithm. Open Med. 2011, 5 (2): e104-111.PubMedPubMedCentral Gruneir A, Dhalla IA, van Walraven C, Fischer HD, Camacho X, Rochon PA, Anderson GM: Unplanned readmissions after hospital discharge among patients identified as being at high risk for readmission using a validated predictive algorithm. Open Med. 2011, 5 (2): e104-111.PubMedPubMedCentral
10.
go back to reference Hock Lee K, Yang Y, Soong Yang K, Chi Ong B, Seong Ng H: Bringing generalists into the hospital: outcomes of a family medicine hospitalist model in Singapore. J Hosp Med. 2011, 6 (3): 115-121. 10.1002/jhm.821.CrossRefPubMed Hock Lee K, Yang Y, Soong Yang K, Chi Ong B, Seong Ng H: Bringing generalists into the hospital: outcomes of a family medicine hospitalist model in Singapore. J Hosp Med. 2011, 6 (3): 115-121. 10.1002/jhm.821.CrossRefPubMed
11.
go back to reference Deyo RA, Cherkin DC, Ciol MA: Adapting a clinical comorbidity index for use with ICD-9-CM administrative databases. J Clin Epidemiol. 1992, 45 (6): 613-619. 10.1016/0895-4356(92)90133-8.CrossRefPubMed Deyo RA, Cherkin DC, Ciol MA: Adapting a clinical comorbidity index for use with ICD-9-CM administrative databases. J Clin Epidemiol. 1992, 45 (6): 613-619. 10.1016/0895-4356(92)90133-8.CrossRefPubMed
12.
go back to reference Billings J, Dixon J, Mijanovich T, Wennberg D: Case finding for patients at risk of readmission to hospital: development of algorithm to identify high risk patients. BMJ. 2006, 333 (7563): 327-10.1136/bmj.38870.657917.AE.CrossRefPubMedPubMedCentral Billings J, Dixon J, Mijanovich T, Wennberg D: Case finding for patients at risk of readmission to hospital: development of algorithm to identify high risk patients. BMJ. 2006, 333 (7563): 327-10.1136/bmj.38870.657917.AE.CrossRefPubMedPubMedCentral
13.
go back to reference Bottle A, Aylin P, Majeed A: Identifying patients at high risk of emergency hospital admissions: a logistic regression analysis. JRSM. 2006, 99 (8): 406-414. 10.1258/jrsm.99.8.406.CrossRef Bottle A, Aylin P, Majeed A: Identifying patients at high risk of emergency hospital admissions: a logistic regression analysis. JRSM. 2006, 99 (8): 406-414. 10.1258/jrsm.99.8.406.CrossRef
Metadata
Title
Applicability of a previously validated readmission predictive index in medical patients in Singapore: a retrospective study
Authors
Shu Yun Tan
Lian Leng Low
Yong Yang
Kheng Hock Lee
Publication date
01-12-2013
Publisher
BioMed Central
Published in
BMC Health Services Research / Issue 1/2013
Electronic ISSN: 1472-6963
DOI
https://doi.org/10.1186/1472-6963-13-366

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