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Published in: BMC Health Services Research 1/2008

Open Access 01-12-2008 | Research article

Measuring and explaining mortality in Dutch hospitals; The Hospital Standardized Mortality Rate between 2003 and 2005

Authors: Richard Heijink, Xander Koolman, Daniel Pieter, André van der Veen, Brian Jarman, Gert Westert

Published in: BMC Health Services Research | Issue 1/2008

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Abstract

Background

Indicators of hospital quality, such as hospital standardized mortality ratios (HSMR), have been used increasingly to assess and improve hospital quality. Our aim has been to describe and explain variation in new HSMRs for the Netherlands.

Methods

HSMRs were estimated using data from the complete population of discharged patients during 2003 to 2005. We used binary logistic regression to indirectly standardize for differences in case-mix. Out of a total of 101 hospitals 89 hospitals remained in our explanatory analysis. In this analysis we explored the association between HSMRs and determinants that can and cannot be influenced by hospitals. For this analysis we used a two-level hierarchical linear regression model to explain variation in yearly HSMRs.

Results

The average HSMR decreased yearly with more than eight percent. The highest HSMR was about twice as high as the lowest HSMR in all years. More than 2/3 of the variation stemmed from between-hospital variation. Year (-), local number of general practitioners (-) and hospital type were significantly associated with the HSMR in all tested models.

Conclusion

HSMR scores vary substantially between hospitals, while rankings appear stable over time. We find no evidence that the HSMR cannot be used as an indicator to monitor and compare hospital quality. Because the standardization method is indirect, the comparisons are most relevant from a societal perspective but less so from an individual perspective. We find evidence of comparatively higher HSMRs in academic hospitals. This may result from (good quality) high-risk procedures, low quality of care or inadequate case-mix correction.
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Literature
1.
go back to reference Marshall MN, Shekelle PG, Davies HT, Smith PC: Public reporting on quality in the United States and the United Kingdom. Health Aff (Millwood). 2003, 22 (3): 134-148. 10.1377/hlthaff.22.3.134.CrossRef Marshall MN, Shekelle PG, Davies HT, Smith PC: Public reporting on quality in the United States and the United Kingdom. Health Aff (Millwood). 2003, 22 (3): 134-148. 10.1377/hlthaff.22.3.134.CrossRef
2.
go back to reference Dubois RW, Rogers WH, Moxley JH, Draper D, Brook RH: Hospital inpatient mortality. Is it a predictor of quality?. N Engl J Med. 1987, 317 (26): 1674-1680.CrossRefPubMed Dubois RW, Rogers WH, Moxley JH, Draper D, Brook RH: Hospital inpatient mortality. Is it a predictor of quality?. N Engl J Med. 1987, 317 (26): 1674-1680.CrossRefPubMed
3.
go back to reference Pitches DW, Mohammed MA, Lilford RJ: What is the empirical evidence that hospitals with higher-risk adjusted mortality rates provide poorer quality care? A systematic review of the literature. BMC Health Serv Res. 2007, 7: 91-10.1186/1472-6963-7-91.CrossRefPubMedPubMedCentral Pitches DW, Mohammed MA, Lilford RJ: What is the empirical evidence that hospitals with higher-risk adjusted mortality rates provide poorer quality care? A systematic review of the literature. BMC Health Serv Res. 2007, 7: 91-10.1186/1472-6963-7-91.CrossRefPubMedPubMedCentral
4.
go back to reference Jarman B, Gault S, Alves B, Hider A, Dolan S, Cook A, Hurwitz B, Iezzoni LI: Explaining differences in English hospital death rates using routinely collected data. Bmj. 1999, 318 (7197): 1515-1520.CrossRefPubMedPubMedCentral Jarman B, Gault S, Alves B, Hider A, Dolan S, Cook A, Hurwitz B, Iezzoni LI: Explaining differences in English hospital death rates using routinely collected data. Bmj. 1999, 318 (7197): 1515-1520.CrossRefPubMedPubMedCentral
5.
go back to reference Pouvourville de G, Minvielle E: Measuring the quality of hospital care: the state of the art. Measuring Up Improving health system performance in OECD countries. 2002, Paris: OECD Pouvourville de G, Minvielle E: Measuring the quality of hospital care: the state of the art. Measuring Up Improving health system performance in OECD countries. 2002, Paris: OECD
6.
go back to reference Jarman B, Bottle A, Aylin P, Browne M: Monitoring changes in hospital standardised mortality ratios. Bmj. 2005, 330 (7487): 329-10.1136/bmj.330.7487.329.CrossRefPubMedPubMedCentral Jarman B, Bottle A, Aylin P, Browne M: Monitoring changes in hospital standardised mortality ratios. Bmj. 2005, 330 (7487): 329-10.1136/bmj.330.7487.329.CrossRefPubMedPubMedCentral
7.
go back to reference Wright J, Dugdale B, Hammond I, Jarman B, Neary M, Newton D, Patterson C, Russon L, Stanley P, Stephens R, et al: Learning from death: a hospital mortality reduction programme. J R Soc Med. 2006, 99 (6): 303-308. 10.1258/jrsm.99.6.303.CrossRefPubMedPubMedCentral Wright J, Dugdale B, Hammond I, Jarman B, Neary M, Newton D, Patterson C, Russon L, Stanley P, Stephens R, et al: Learning from death: a hospital mortality reduction programme. J R Soc Med. 2006, 99 (6): 303-308. 10.1258/jrsm.99.6.303.CrossRefPubMedPubMedCentral
8.
go back to reference Jha AK, Orav EJ, Li Z, Epstein AM: The inverse relationship between mortality rates and performance in the hospital quality alliance measures. Health Aff (Millwood). 2007, 26 (4): 1104-1110. 10.1377/hlthaff.26.4.1104.CrossRef Jha AK, Orav EJ, Li Z, Epstein AM: The inverse relationship between mortality rates and performance in the hospital quality alliance measures. Health Aff (Millwood). 2007, 26 (4): 1104-1110. 10.1377/hlthaff.26.4.1104.CrossRef
9.
go back to reference Keeler EB, Rubenstein LV, Kahn KL, Draper D, Harrison ER, McGinty MJ, Rogers WH, Brook RH: Hospital characteristics and quality of care. Jama. 1992, 268 (13): 1709-1714. 10.1001/jama.268.13.1709.CrossRefPubMed Keeler EB, Rubenstein LV, Kahn KL, Draper D, Harrison ER, McGinty MJ, Rogers WH, Brook RH: Hospital characteristics and quality of care. Jama. 1992, 268 (13): 1709-1714. 10.1001/jama.268.13.1709.CrossRefPubMed
10.
go back to reference Werner RM, Bradlow ET: Relationship between Medicare's hospital compare performance measures and mortality rates. Jama. 2006, 296 (22): 2694-2702. 10.1001/jama.296.22.2694.CrossRefPubMed Werner RM, Bradlow ET: Relationship between Medicare's hospital compare performance measures and mortality rates. Jama. 2006, 296 (22): 2694-2702. 10.1001/jama.296.22.2694.CrossRefPubMed
13.
go back to reference Seagroatt V, Goldacre MJ: Hospital mortality league tables: influence of place of death. Bmj. 2004, 328 (7450): 1235-1236. 10.1136/bmj.38058.517118.47.CrossRefPubMedPubMedCentral Seagroatt V, Goldacre MJ: Hospital mortality league tables: influence of place of death. Bmj. 2004, 328 (7450): 1235-1236. 10.1136/bmj.38058.517118.47.CrossRefPubMedPubMedCentral
14.
go back to reference Marshall MN, Shekelle PG, Leatherman S, Brook RH: The public release of performance data: what do we expect to gain? A review of the evidence. Jama. 2000, 283 (14): 1866-1874. 10.1001/jama.283.14.1866.CrossRefPubMed Marshall MN, Shekelle PG, Leatherman S, Brook RH: The public release of performance data: what do we expect to gain? A review of the evidence. Jama. 2000, 283 (14): 1866-1874. 10.1001/jama.283.14.1866.CrossRefPubMed
15.
go back to reference Hibbard JH, Stockard J, Tusler M: Hospital performance reports: impact on quality, market share, and reputation. Health Aff (Millwood). 2005, 24 (4): 1150-1160. 10.1377/hlthaff.24.4.1150.CrossRef Hibbard JH, Stockard J, Tusler M: Hospital performance reports: impact on quality, market share, and reputation. Health Aff (Millwood). 2005, 24 (4): 1150-1160. 10.1377/hlthaff.24.4.1150.CrossRef
16.
go back to reference Devereaux PJ, Choi PT, Lacchetti C, Weaver B, Schunemann HJ, Haines T, Lavis JN, Grant BJ, Haslam DR, Bhandari M, et al: A systematic review and meta-analysis of studies comparing mortality rates of private for-profit and private not-for-profit hospitals. Cmaj. 2002, 166 (11): 1399-1406.PubMedPubMedCentral Devereaux PJ, Choi PT, Lacchetti C, Weaver B, Schunemann HJ, Haines T, Lavis JN, Grant BJ, Haslam DR, Bhandari M, et al: A systematic review and meta-analysis of studies comparing mortality rates of private for-profit and private not-for-profit hospitals. Cmaj. 2002, 166 (11): 1399-1406.PubMedPubMedCentral
17.
go back to reference Mukamel DB, Zwanziger J, Tomaszewski KJ: HMO penetration, competition, and risk-adjusted hospital mortality. Health Serv Res. 2001, 36 (6 Pt 1): 1019-1035.PubMedPubMedCentral Mukamel DB, Zwanziger J, Tomaszewski KJ: HMO penetration, competition, and risk-adjusted hospital mortality. Health Serv Res. 2001, 36 (6 Pt 1): 1019-1035.PubMedPubMedCentral
18.
go back to reference Deily ME, McKay NL: Cost inefficiency and mortality rates in Florida hospitals. Health Econ. 2006, 15 (4): 419-431. 10.1002/hec.1078.CrossRefPubMed Deily ME, McKay NL: Cost inefficiency and mortality rates in Florida hospitals. Health Econ. 2006, 15 (4): 419-431. 10.1002/hec.1078.CrossRefPubMed
19.
go back to reference Yuan Z, Cooper GS, Einstadter D, Cebul RD, Rimm AA: The association between hospital type and mortality and length of stay: a study of 16.9 million hospitalized Medicare beneficiaries. Med Care. 2000, 38 (2): 231-245. 10.1097/00005650-200002000-00012.CrossRefPubMed Yuan Z, Cooper GS, Einstadter D, Cebul RD, Rimm AA: The association between hospital type and mortality and length of stay: a study of 16.9 million hospitalized Medicare beneficiaries. Med Care. 2000, 38 (2): 231-245. 10.1097/00005650-200002000-00012.CrossRefPubMed
20.
go back to reference Taylor DH, Whellan DJ, Sloan FA: Effects of admission to a teaching hospital on the cost and quality of care for Medicare beneficiaries. N Engl J Med. 1999, 340 (4): 293-299. 10.1056/NEJM199901283400408.CrossRefPubMed Taylor DH, Whellan DJ, Sloan FA: Effects of admission to a teaching hospital on the cost and quality of care for Medicare beneficiaries. N Engl J Med. 1999, 340 (4): 293-299. 10.1056/NEJM199901283400408.CrossRefPubMed
21.
go back to reference Ayanian JZ, Weissman JS: Teaching hospitals and quality of care: a review of the literature. Milbank Q. 2002, 80 (3): 569-593. 10.1111/1468-0009.00023. v.CrossRefPubMedPubMedCentral Ayanian JZ, Weissman JS: Teaching hospitals and quality of care: a review of the literature. Milbank Q. 2002, 80 (3): 569-593. 10.1111/1468-0009.00023. v.CrossRefPubMedPubMedCentral
22.
go back to reference Halm EA, Lee C, Chassin MR: Is volume related to outcome in health care? A systematic review and methodologic critique of the literature. Ann Intern Med. 2002, 137 (6): 511-520.CrossRefPubMed Halm EA, Lee C, Chassin MR: Is volume related to outcome in health care? A systematic review and methodologic critique of the literature. Ann Intern Med. 2002, 137 (6): 511-520.CrossRefPubMed
23.
go back to reference Hannan EL: The relation between volume and outcome in health care. N Engl J Med. 1999, 340 (21): 1677-1679. 10.1056/NEJM199905273402112.CrossRefPubMed Hannan EL: The relation between volume and outcome in health care. N Engl J Med. 1999, 340 (21): 1677-1679. 10.1056/NEJM199905273402112.CrossRefPubMed
24.
go back to reference Allareddy V, Allareddy V, Konety BR: Specificity of procedure volume and in-hospital mortality association. Ann Surg. 2007, 246 (1): 135-139. 10.1097/01.sla.0000259823.54786.83.CrossRefPubMedPubMedCentral Allareddy V, Allareddy V, Konety BR: Specificity of procedure volume and in-hospital mortality association. Ann Surg. 2007, 246 (1): 135-139. 10.1097/01.sla.0000259823.54786.83.CrossRefPubMedPubMedCentral
25.
go back to reference Iapichino G, Gattinoni L, Radrizzani D, Simini B, Bertolini G, Ferla L, Mistraletti G, Porta F, Miranda DR: Volume of activity and occupancy rate in intensive care units. Association with mortality. Intensive Care Med. 2004, 30 (2): 290-297. 10.1007/s00134-003-2113-4.CrossRefPubMed Iapichino G, Gattinoni L, Radrizzani D, Simini B, Bertolini G, Ferla L, Mistraletti G, Porta F, Miranda DR: Volume of activity and occupancy rate in intensive care units. Association with mortality. Intensive Care Med. 2004, 30 (2): 290-297. 10.1007/s00134-003-2113-4.CrossRefPubMed
26.
go back to reference Sprivulis PC, Da Silva JA, Jacobs IG, Frazer AR, Jelinek GA: The association between hospital overcrowding and mortality among patients admitted via Western Australian emergency departments. Med J Aust. 2006, 184 (5): 208-212.PubMed Sprivulis PC, Da Silva JA, Jacobs IG, Frazer AR, Jelinek GA: The association between hospital overcrowding and mortality among patients admitted via Western Australian emergency departments. Med J Aust. 2006, 184 (5): 208-212.PubMed
27.
go back to reference Tu YK, Gilthorpe MS: Revisiting the relation between change and initial value: a review and evaluation. Stat Med. 2007, 26 (2): 443-457. 10.1002/sim.2538.CrossRefPubMed Tu YK, Gilthorpe MS: Revisiting the relation between change and initial value: a review and evaluation. Stat Med. 2007, 26 (2): 443-457. 10.1002/sim.2538.CrossRefPubMed
28.
go back to reference Twisk JWR: Applied Multilevel Analysis. A practical guide. 2006, Cambridge: Cambridge University PressCrossRef Twisk JWR: Applied Multilevel Analysis. A practical guide. 2006, Cambridge: Cambridge University PressCrossRef
29.
go back to reference Dudley RA, Johansen KL, Brand R, Rennie DJ, Milstein A: Selective referral to high-volume hospitals: estimating potentially avoidable deaths. Jama. 2000, 283 (9): 1159-1166. 10.1001/jama.283.9.1159.CrossRefPubMed Dudley RA, Johansen KL, Brand R, Rennie DJ, Milstein A: Selective referral to high-volume hospitals: estimating potentially avoidable deaths. Jama. 2000, 283 (9): 1159-1166. 10.1001/jama.283.9.1159.CrossRefPubMed
30.
go back to reference Sloan FA, Picone GA, Taylor DH, Chou SY: Hospital ownership and cost and quality of care: is there a dime's worth of difference?. J Health Econ. 2001, 20 (1): 1-21. 10.1016/S0167-6296(00)00066-7.CrossRefPubMed Sloan FA, Picone GA, Taylor DH, Chou SY: Hospital ownership and cost and quality of care: is there a dime's worth of difference?. J Health Econ. 2001, 20 (1): 1-21. 10.1016/S0167-6296(00)00066-7.CrossRefPubMed
31.
go back to reference Aylin P, Bottle A, Majeed A: Use of administrative data or clinical databases as predictors of risk of death in hospital: comparison of models. Bmj. 2007, 334 (7602): 1044-10.1136/bmj.39168.496366.55.CrossRefPubMedPubMedCentral Aylin P, Bottle A, Majeed A: Use of administrative data or clinical databases as predictors of risk of death in hospital: comparison of models. Bmj. 2007, 334 (7602): 1044-10.1136/bmj.39168.496366.55.CrossRefPubMedPubMedCentral
Metadata
Title
Measuring and explaining mortality in Dutch hospitals; The Hospital Standardized Mortality Rate between 2003 and 2005
Authors
Richard Heijink
Xander Koolman
Daniel Pieter
André van der Veen
Brian Jarman
Gert Westert
Publication date
01-12-2008
Publisher
BioMed Central
Published in
BMC Health Services Research / Issue 1/2008
Electronic ISSN: 1472-6963
DOI
https://doi.org/10.1186/1472-6963-8-73

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