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Analysis of U.S. Trends in Discharges From General Hospitals for Episodes of Serious Mental Illness, 1995–2002

Published Online:https://doi.org/10.1176/ps.2007.58.4.496

An estimated ten million to 17.5 million adults in the United States have a serious mental illness ( 1 , 2 , 3 ). Section 1912(c) of the Public Health Service Act defines adults with serious mental illness as individuals aged 18 years and older who have a diagnosable mental, behavioral, or emotional disorder that meets criteria in the DSM-IV ( 4 ) and results in functional impairment that substantially interferes with or limits one or more major life activities. Estimates for the prevalence of adults with serious mental illness vary depending on the criteria and screening method used and the characteristics of the population examined, but according to a recent study that examined data from the National Comorbidity Survey Replication (NCS-R), the 12-month prevalence of serious mental disorders is estimated to be 5.3% among people 18 to 54 years of age ( 5 ). The three most common types of mental disorder among people with serious mental illness are schizophrenia, bipolar disorder, and major depression.

In response to concern about the unmet need for treatment among individuals with serious and debilitating forms of mental illness, the federal government passed in 1992 public law (PL) 102-321—the Alcohol, Drug Abuse, and Mental Health Administration Reorganization Act—to establish the Substance Abuse and Mental Health Services Administration (SAMHSA). PL 102-321 mandated SAMHSA to provide states with block grants that fund mental health services for adults with serious mental illness and children and adolescents with serious emotional disturbances. According to a report by the Center for Mental Health Services ( 6 ), in the past three decades the use of psychiatric care by people with mental illness increased considerably because of many factors, including increased awareness of the need for mental health services and increased availability of and access to care ( 5 ).

Surprisingly, little published research is available on the trend in the use of psychiatric care among adults with serious mental illness. One of the few exceptions is a study by Kessler and colleagues ( 5 ), who reported the results of analyses of data from nationally representative, face-to-face household surveys of individuals 15 to 54 years of age (NCS) or 18 years of age and older (NCS-R). According to the Kessler team's study, between 1990 and 1992 approximately 12% of people with a serious mental disorder reported receiving treatment; the rate for the prevalence of treatment among people with a serious mental disorder rose to about 20% between 2001 and 2003. The increase in the treatment rate was confirmed by another study by Mechanic and colleagues ( 7 ), who examined data from the National Hospital Discharge Survey and the Inventory of Mental Health Organizations from 1988 to 1994. The study found that the rate of discharge from hospitalization for serious mental illness significantly increased in general hospitals, from approximately 196 to 314 discharges per 100,000 in the U.S. population. Private nonprofit hospitals saw the largest increase, almost 90%. During this period public hospitals experienced a significant decline of 28% in the rate of discharge involving serious mental illness.

Given the continuing trend of reducing long-term residential services for those with serious mental illness ( 8 ), we would expect that general hospital discharges involving serious mental illness would have continued to rise in recent years. However, this hypothesis has not been confirmed because no published study has examined more recent national data on hospital discharges associated with serious mental illness.

The purpose of this study was to examine more recent data from the National Hospital Discharge Survey (1995 to 2002) to investigate whether the trend in general hospital discharges involving serious mental illness continued to increase. Further, to seek insights into potentially increasing trends in such discharges, we examined the trends in relation to hospital and patient characteristics and geographic regions.

Methods

Discharge survey data

We analyzed National Hospital Discharge Survey data for 1995 through 2002, the most recent year data were available ( 9 ). Briefly, the National Center for Health Statistics (NCHS) conducts the survey annually to collect data on inpatient utilization from short-stay, noninstitutional, and nonfederal hospitals in the 50 states and the District of Columbia. The National Hospital Discharge Survey is the primary source for national data on the characteristics of patients discharged from nonfederal, short-stay hospitals. When interpreting the results, it is important to keep in mind that the survey produces estimates of inpatient activity; it does not collect data on ambulatory medical services or outpatient or emergency visits. The survey produces estimates for discharges, not persons, because persons with multiple discharges during the year can be sampled more than once ( 10 ).

The National Hospital Discharge Survey collects data from general hospitals, children's general hospitals, and hospitals with an average length of stay of fewer than 30 days for all patients. Not eligible for inclusion in the survey are federal, military, and Department of Veterans Affairs hospitals; hospital units of institutions (such as prison hospitals); and hospitals with fewer than six beds. The survey uses a three-stage probability design, and the data are weighted to represent national inpatient hospitalization. Of 474 eligible hospitals, 445 responded to the survey in 2002, and data were collected for approximately 327,000 discharges ( 9 ).

We selected for analysis all individuals aged 18 years and older who had a primary diagnosis of mental illness and serious mental illness. ICD-9-CM codes between 290 and 319 were considered to indicate mental illness. For serious mental illness, we selected the following codes: schizophrenia (295 and 297–299), bipolar disorder (296.0, 296.1, and 296.4–296.9), obsessive-compulsive disorder (300.3), and major depressive disorder (296.24 and 296.34).

Additional data

Hospital discharge rates per 10,000 in the U.S. population were calculated by using denominator estimates of the civilian, noninstitutionalized U.S. population from the U.S. Census Bureau ( 11 ), which were adjusted for underenumeration. Numerators were the numbers of discharges, weighted to represent the U.S. population. Length of stay was measured as the number of hospitalization days from the admission date to the discharge date, with length of stay of less than one day recoded to equal one day.

Hospital ownership was categorized as proprietary, government, or nonprofit. Proprietary hospitals included hospitals operated by individuals, partnerships, or corporations for profit. Government hospitals included hospitals operated by state and local governments. Nonprofit hospitals included hospitals operated by a church or another nonprofit hospital. The expected primary source of payment was categorized as private insurance, government, or other. Private insurance included Blue Cross and Blue Shield, health maintenance organizations or preferred provider organizations, and other private insurance. Government insurance included Medicare and Medicaid, workers' compensation, and other government insurance. Other insurance included self-pay and no charge. Regions were coded according to the U.S. Census Bureau's classification as Northeast, Midwest, South, or West.

Statistical analysis

We conducted bivariate analyses to examine the trends for specific patient- and hospital-level characteristics. We did not conduct multivariate analyses because this analysis was exploratory. For race and ethnicity, we examined non-Hispanic white and black populations. Other racial groups were not examined because samples were too small. Also, in our analysis for race we did not include data on unknown race and ethnicity because there is no ideal way to adjust for underreporting of race in the National Hospital Discharge Survey ( 12 ). According to a study conducted by NCHS, underreporting of race is more likely to affect the estimate for white discharges than for black discharges ( 12 ). The NCHS concluded that research can be done on hospital use patterns within racial groups, and if the differences between racial groups are large, general inferences can be drawn from the National Hospital Discharge Survey data. Therefore, we examined the group-specific trends but did not conduct formal statistical analyses to compare different ethnic groups.

Considering the complex sample design of the National Hospital Discharge Survey, NCHS recommends the following guidelines for presenting survey estimates: the value of the estimate is not reported if the sample size is less than 30; the value of the estimate is reported but should not be assumed reliable if the sample size is 30 to 59 persons; the estimate is reported if the sample is 60 or more and the relative standard error is less than 30%; the estimate is considered to be unreliable if the relative standard error of any estimate is over 30% ( 13 ). The relative standard errors for National Hospital Discharge Survey estimates were obtained with SUDAAN software (version 9.0) by using first-order Taylor series approximation of the deviation of estimates from their expected values.

In this analysis, we presented the estimates with unweighted samples of more than 60 patients and the relative standard error measures of less than 30% to meet National Hospital Discharge Survey criteria. In order to examine the changes in hospital discharge rates over the eight-year period, we used the generalized linear model procedure in SAS (version 9.1) to test for trends. The level of significance was set at p<.05. We did not make adjustments for multiple comparisons but included the exact p values in our results to show the level of significance. In this analysis we took into account the complex survey design of the National Hospital Discharge Survey, using relative standard errors computed from SUDAAN.

Ideally, we would have examined the trends from both general hospitals and psychiatric hospitals for discharges associated with serious mental illness, but data on psychiatric hospital discharges were not available for this analysis. However, our results based on general hospital (inpatient psychiatric services) discharges provide useful insights about trends in hospital discharges in the United States in regard to serious mental illness. Nevertheless, caution should be used in interpreting the results of this analysis because the trends for discharges involving serious mental illness were for general hospitals only.

Results

The analyses were conducted to compute discharge rates and percentages. Only bivariate analyses were conducted to examine discharge trends associated with serious mental illness. Therefore, the results of this analysis are preliminary. All rates computed and referred to in this section are for adults of ages 18 years and older.

Overall trends in use

From 1995 to 2002 there were an estimated 196 million hospital discharges of adults in the United States. Among them, an estimated 15.1 million hospital discharges were associated with a hospitalization for mental illness. Of these discharges, 5.3 million, or 35.0%, were related primarily to episodes of serious mental illness. While the annual discharge rates associated with mental illness increased by 9.5% during this period, the annual discharge rates involving serious mental illness in particular increased by 34.7%. Between 1995 and 2002 the annual number of adult hospital discharges involving serious mental illness increased from 29.1 discharges per 10,000 in the U.S. population in 1995 to 39.2 discharges per 10,000 in 2002 (trend p<.001). However, as shown in Figure 1 , a substantial increase in hospital discharge rates associated with mental illness and serious mental illness did not begin until around 1998. The average length of hospitalization for serious mental illness declined from 12.8 days in 1995 to 9.7 days in 2002.

Figure 1 National trends in hospital discharges associated with mental illness or serious mental illness per 10,000 in the U.S. population, 1995–2002

Sex, age, race, and region

The increasing trend in discharges related to serious mental illness was also significant for both sexes over time (trend p<.001). Overall, the mean age of patients who were discharged and had a serious mental illness was 43.0 years. Trends in hospital discharge for serious mental illness during the study period reveal significant increases for all age groups except the oldest (age 65 and older), which saw a slightly declining trend ( Table 1 ). The increase was most profound for the 18- to 24-year-old age group—an increase from 19.9 discharges per 10,000 population in 1995 to 42.3 discharges per 10,000 population in 2002. The hospital discharge rate associated with serious mental illness increased significantly among black and white samples. The significantly increasing trend was observed for all regions except the Midwest.

Table 1 Trends from National Hospital Discharge Survey data in discharges associated with serious mental illness per 10,000 in the U.S. population, by patient characteristics (1995–2002)
Table 1 Trends from National Hospital Discharge Survey data in discharges associated with serious mental illness per 10,000 in the U.S. population, by patient characteristics (1995–2002)
Enlarge table

Payer

From 1995 to 2002 hospitalizations associated with nearly 3.4 million discharges involving serious mental illness were paid for by government programs (66.1%). Private programs and other payers covered 25.0% and 8.9%, respectively. The trend in the proportion of hospital discharges associated with serious mental illness covered by private payers increased, from 20.0% in 1995 to 30.5% in 2002 (trend p<.001), whereas the trend in the proportion of hospital discharges associated with serious mental illness covered by government programs declined significantly during this period, from 70.3% in 1995 to 60.6% in 2002 (trend p<.001).

Hospital characteristics

Table 2 shows weighted results of hospital discharges that involved serious mental illness, by payer type and hospital characteristics. [Unweighted results are available in Table 3, provided as an online supplement to this article at ps.psychiatryonline.org.] Throughout the study period most discharges involving serious mental illness occurred at nonprofit hospitals ( Table 2 ). This result was expected, because most short-stay hospitals are nonprofit. For instance, in 1995, 78.3% of discharges that involved serious mental illness were from nonprofit hospitals, compared with 13.1% from proprietary hospitals and 8.6% from government-operated hospitals. However, from 1995 to 2002 the proportion of nonprofit hospital discharges that involved serious mental illness decreased from 78.3% to 64.1% (trend p<.001) and the proportion of discharges from proprietary hospitals increased from 13.1% to 28.0% (trend p<.001). During this period the change in discharges from government-operated hospitals involving serious mental illness was marginally significant. In regard to hospital size, we saw a steady increase in the proportion of discharges from the smallest hospitals (from six to 99 beds) associated with serious mental illness—from 31.3% in 1995 to 46.0% in 2002 (trend p<.001).

Table 2 Hospital discharges associated with serious mental illness, by payer type and hospital characteristics (1995–2002)
Table 2 Hospital discharges associated with serious mental illness, by payer type and hospital characteristics (1995–2002)
Enlarge table

Serious mental illness category

Among the estimated 5.3 million hospital discharges from 1995 to 2002 that involved serious mental illness, the most common diagnostic category was schizophrenia (53.1%), followed by bipolar disorder (34.6%) and major depressive disorder (11.9%). As shown in Figure 2 , hospital discharges for the three most common diagnostic categories all showed a slightly increasing trend, but the trend was statistically significant only for bipolar disorder (trend p<.001).

Figure 2 National trends in hospital discharges associated with serious mental illness per 10,000 in the U.S. population, by disorder category, 1995–2002

Discussion

We examined the most recent data from the National Hospital Discharge Survey (1995 to 2002) to investigate whether the trend in general hospital discharges that involved serious mental illness had continued to increase. For further insight, we also examined trends in hospital discharges involving serious mental illness in relation to hospital and patient characteristics and geographic regions.

Although increases in the expenditure, availability, and volume of mental health care were observed ( 6 ), there is little evidence that the prevalence or severity of mental illness increased in the United States. Data from the NCS and the NCS-R indicate that the prevalence of mental disorders did not change from 1990 to 2003 (24.9% between 1990 and 1992 compared with 30.5% between 2001 and 2003) ( 5 ). However, the rate of treatment for mental disorders increased significantly, from 20.3% between 1990 and 1992 to 32.9% between 2001 and 2003 ( 5 ). As mentioned previously, data from the National Hospital Discharge Survey and the Inventory of Mental Health Organizations also showed an increase in psychiatric inpatient care from 1988 to 1994 ( 7 ). Our analysis of data from the National Hospital Discharge Survey from 1995 to 2002 confirmed that general hospital discharges for mental illness continued to increase significantly.

The Center for Mental Health Services reported that the number of nonfederal general hospitals with separate psychiatric services increased from 1,674 to 1,707 between 1990 and 1998. However, the number dropped to 1,373 in 2000 ( 6 ). Our analysis of National Hospital Discharge Survey data for the period of 1995 through 2002 found that the increase in general hospital discharges associated with serious mental illness continued through 2002. The annual number of adult hospital discharges involving serious mental illness increased from 29.1 discharges per 10,000 in the U.S. population in 1995 to 39.2 discharges per 10,000 in the U.S. population in 2002. A closer look at the trend reveals that the discharge rate did not start rising until 1998; between 1995 and 1998 the discharge rate was relatively stable.

While the general hospital discharge rate for serious mental illness increased significantly between 1995 and 2002, the average length of stay declined from 12.8 days in 1995 to 9.7 days in 2002. The decreasing trend in psychiatric length of stay has been observed for more than a decade. For instance, studies by the American Hospital Association showed that the average length of stay in psychiatric hospitals declined between 1988 and 1992 ( 14 , 15 ). Mechanic and colleagues ( 7 ) found that length of stay for mental illness in general hospitals also declined from 1988 to 1994.

For the purpose of programming and policy development that seeks to ensure the availability of and accessibility to psychiatric care for people with serious mental illness, it is important to identify characteristics of patients who are most likely to use services. In our study, a large increase in hospital discharges involving serious mental illness was found among young adults. Among people of ages 18 to 24 years the discharge rate increased more than twofold from 1995 to 2002. This finding corroborates findings from a study that examined data from the National Hospital Discharge Survey for children and adolescents and found that between 1988 and 1995, the general hospital psychiatric discharge rate increased significantly in the six- to 18-year-old group ( 16 ). However, another study by Martin and Leslie ( 17 ) found that the proportion of youths with an inpatient psychiatric admission decreased by 23.7% from 1997 to 2000 and that annual inpatient and outpatient costs decreased by 18.4% and 14.4%, respectively. The investigators also observed that the mean annual medication-related costs per outpatient increased by 12.1%. Therefore, it is not clear whether the increasing trend in service use among younger adults is specific to general hospitals or is a phenomenon seen across different types of mental health facilities.

The examination of the trend for payer type and hospital characteristics revealed that government sources were associated with significantly fewer discharges (60.6%) in 2002 than in 1995 (70.3%) and that private sources were associated with more discharges (30.5%) in 2002 than in 1995 (20.0%). Regarding hospital type, the percentage of discharges from proprietary hospitals increased from 13.1% in 1995 to 28.0% in 2002. Mechanic and colleagues ( 7 ) found that general hospital discharges increased most in private nonprofit hospitals and declined substantially in public hospitals. However, public programs have increasingly replaced private insurance as the major source of payment.

The trends for specific serious mental illness suggest that the increase in discharges for bipolar disorder may have contributed to the overall increase in the discharge rate for serious mental illness in the U.S. population. Schizophrenia and bipolar disorder are more likely to be misdiagnosed than other psychiatric illnesses because they have many variants and clinicians have to rely on phenomenological syndromes rather than on pathophysiologic origins for diagnosis ( 18 , 19 ). Further, compared with mental health specialists, other health specialists are more likely to misdiagnose. With the arrival of the newest generation of serotonin reuptake inhibitors, primary care providers began playing a more central role in diagnosis and treatment of anxiety and mood disorders ( 19 ). It is plausible that the increase in general hospital discharges associated with bipolar disorder observed in our study is the result of an increase in diagnosis and treatment by general practitioners.

In regard to regional differences, we found that general hospital discharge rates associated with serious mental illness increased substantially in the South and Northeast regions. Findings from past studies confirm geographic variation in hospital use across the United States ( 20 , 21 , 22 , 23 ). Again, in the absence of evidence to suggest an increase in the prevalence of mental illness in the South and Northeast regions, we believe that the significant increase in the general hospital discharge rates we saw in these regions was due to factors that contribute to an increase in diagnosis or treatment for serious mental illness. As suggested by Ashton and colleagues ( 23 ), factors such as geographic differences in practice patterns, supply of hospital beds, geographic unevenness in the market penetration of health care organizations, and access to care may explain geographic variability in the use of health care.

Three limitations of this study are relevant to the results reported herein. First, in our analyses, we looked at primary diagnostic codes to identify discharges from hospitalization for mental illness or serious mental illness. Although these codes tell us that a particular diagnosis for mental illness or serious mental illness was given to a patient, they do not necessarily mean that psychiatric care was given to the patient at the point of hospitalization. However, the data we used for our analyses provide insight into the pattern of health service utilization among people who have been diagnosed as having mental illness. Second, the data sources used are based on discharges, not individuals; therefore, the number and types of patients with more than one discharge in any one year cannot be determined. Third, we did not take into account changes in diagnostic practices over time and variations across different regions. Thus we could not determine how these changes or variations, if any, might have affected the findings reported here. Last, we did not make adjustments for multiple comparisons. Therefore, when interpreting the results, we need to consider the increased chance of incorrectly producing a difference (making a type I error) on an individual test.

Clarification of the implications of the results reported in this study requires more dynamic analysis of the data to identify reasons for the increase in hospital discharge rates among young adult and black populations. For example, analyses of Healthcare Cost and Utilization Project data and other population-based data on hospital discharge may be useful to confirm the findings from this study. We also recommend examining detailed clinical data to understand the differences in diagnostic and treatment patterns among various population subgroups and across geographic regions. Last, further research is needed to understand the important issue of how the patient- and system-level factors interact with each other to influence the likelihood of hospitalization among people with serious mental illness.

Conclusions

Preliminary data analysis suggests that the increasing trend in general hospital discharges involving an episode of serious mental illness has continued into recent years. Findings from this analysis also agree with a Center for Mental Health Services report and findings from the study of NCS and NCS-R data ( 5 , 6 ). Investigations are needed to understand how patient- and system-level factors have contributed to the increasing trend in general hospital use among people with serious mental illness. The results presented here are preliminary and for general hospital use only. A multivariate approach based on data from both general hospitals and psychiatric hospitals is recommended to identify the factors associated with the increased trend in hospital use among people with serious mental illness.

Acknowledgments and disclosures

The authors acknowledge the contributions of Susan Nardie for her comments and Brian Hesford, graduate research assistant at the time the analysis was conducted, who provided population data.

The authors report no competing interests.

The authors are affiliated with the College of Public Health, University of Nebraska Medical Center, 984350 PSM UNMC, Omaha, NE 68198-4350 (e-mail: [email protected]).

References

1. Epstein J, Barker P, Vorburger M, et al: Serious mental illness and its co-occurrence with substance use disorders, 2002. DHHS pub no SMA-04-3905, Analytic Series A-24. Rockville, Md, 2004. Available from www.oas.samhsa.gov/cod/cod.pdf. Accessed July 2005.Google Scholar

2. National Advisory Mental Health Council: Health care reform for Americans with severe mental illnesses. American Journal of Psychiatry 150:1447–1465, 1993Google Scholar

3. Kessler RC, Berglund EE, Walters PJ, et al: A methodology for estimating the 12-month prevalence of serious mental illness, in Mental Health, United States. Edited by Manderscheid RW, Henderson MJ. Washington, DC, US Government Printing Office, 1998Google Scholar

4. Diagnostic and Statistical Manual of Mental Disorders, 4th ed. Washington, DC, American Psychiatric Association, 1994Google Scholar

5. Kessler RC, Demler O, Frank RG, et al: Prevalence and treatment of mental disorders, 1990 to 2003. New England Journal of Medicine 352:2515–2523, 2005Google Scholar

6. Manderscheid RW, Atay JE, Male A, et al: Highlights of organized mental health services in 2000 and major national and state trends, in Mental Health, United States, 2002. Edited by Manderscheid RW, Henderson MJ. Washington, DC, US Government Printing Office, 2004Google Scholar

7. Mechanic D, McAlpine DD, Olfson M: Changing patterns of psychiatric inpatient care in the United States, 1988–1994. Archives of General Psychiatry 55:785–791, 1998Google Scholar

8. Kamis-Gould E, Snyder F, Hadley TR, et al: The impact of closing a state psychiatric hospital on the county mental health system and its clients. Psychiatric Services 50:1297–1302, 1999Google Scholar

9. DeFrances CJ, Hall MJ: National Hospital Discharge Survey. Advance Data 342:1–30, 2004Google Scholar

10. Kozak LJ, Owings MF, Hall MJ: National Hospital Discharge Survey: 2002 annual summary with detailed diagnosis and procedure data: National Center for Health Statistics. Vital and Health Statistics 13:158, 2005Google Scholar

11. Population Estimates and Population Distribution Branches. Washington, DC, US Bureau of the Census. Available at www.census.gov/popestGoogle Scholar

12. Kozak LJ: Underreporting of race in the National Hospital Discharge Survey, in Advance Data From Vital and Health Statistics, no 265. Hyattsville, Md, National Center for Health Statistics, 1995Google Scholar

13. National Hospital Discharge Survey, 1979–2002, CD-ROM series 13, no 36A. Atlanta, Ga, Centers for Disease Control and Prevention, National Center for Health Statistics, June 2004. Available at www.cdc.gov/nchs/about/major/hdasd/nhds.htmGoogle Scholar

14. American Hospital Association Hospital Statistics, 1993–1994. Chicago, American Hospital Association, 1995Google Scholar

15. American Hospital Association Hospital Statistics, 1989–1990. Chicago, American Hospital Association, 1991Google Scholar

16. Pottick KJ, McAlpine DD, Andelman RB: Changing patterns of psychiatric inpatient care for children and adolescents in general hospitals, 1988–1995. American Journal of Psychiatry 157:1267–1273, 2000Google Scholar

17. Martin A, Leslie D: Psychiatric inpatient, outpatient, and medication utilization and costs among privately insured youths, 1997–2000. American Journal of Psychiatry 160:757–764, 2003Google Scholar

18. Citrome L, Goldberg JF, Stahl SM: Toward convergence in the medication treatment of bipolar disorder and schizophrenia. Harvard Review of Psychiatry 13:28–42, 2005Google Scholar

19. Katzow JJ, Hsu DJ, Ghaemi SN: The bipolar spectrum: a clinical perspective. Bipolar Disorder 5:436–442, 2003Google Scholar

20. Wennberg JE, Cooper MM: The Dartmouth Atlas of Health Care 1998. Chicago, American Hospital Publishing, 1998. Available at www.dartmouthatlas.org/atlases/98Atlas.pdfGoogle Scholar

21. Skinner JS, Fisher ES: Regional disparities in Medicare expenditure: an opportunity for reform. National Tax Journal 50:413–425, 1997Google Scholar

22. Fisher ES, Wennberg JE, Stukel TA, et al: Associations among hospital capacity, utilization, and mortality of US Medicare beneficiaries, controlling for sociodemographic factors. Health Services Research 34:1351–1362, 2000Google Scholar

23. Ashton, CM, Petersen NJ, Souchek J, et al: Geographic variations in utilization rates in Veterans Affairs hospitals and clinics. New England Journal of Medicine 340:32–39, 1999Google Scholar