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A regional evaluation of variation in low-severity hospital admissions

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Abstract

Objective

Determine patient and hospital-level variation in proportions of low-severity admissions.

Design

Retrospective cohort study.

Setting

Thirty hospitals in a large metropolitan region.

Patients

A total of 43,209 consecutive eligible patients discharged in 1991 through 1993 with congestive heart failure (n=25.213) or pneumonia (n=17,996).

Measurements and main results

Admission severity of illness was measured from validated multivariable models that estimated the risk of in-hospital death; models were based on clinical data abstracted from patients' medical based on clinical data abstracted from patients' medical records. Admissions were categorized as “low severity” if the predicted risk of death was less than 1%. Nearly 15% of patients (n=6,382) were categorized as low-severity admissions. Compared with other patients, low-severity admissions were more likely (p<.001) to be nonwhite and to have Medicaid or be uninsured. Low-severity admissions had shorter median length of stay (4 vs 7 days; p<.001), but accounted for 10% of the total number of hospital days. For congestive heart failure, proportions of low-severity admissions across hospitals ranged from 10% to 25%; 12 hospitals had rates that were significantly different (p<.01) than the overall rate of 17%. For pneumonia, proportions ranged from 3% to 22%; 12 hospitals had rates different from the overall rate of 12%. Variation across hospitals remained after adjusting for patient sociodemographic factors.

Conclusions

Rates of low-severity admissions for congestive heart failure and pneumonia varied across hospitals and were higher among nonwhite and poorly insured patients. Although the current study does not identify causes of this variability, possible explanations include differences in access to ambulatory services, decisions to admit patients for clinical indications unrelated to the risk of hospital mortality, and variability in admission practices of individual physicians and hospitals. The development of protocols for ambulatory management of low-severity patients and improvement of access to outpatient care would most likely decrease the utilization of more costly hospital services.

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References

  1. Wennberg J, Gittelsohn A. Small area variations in health care delivery. Science. 1973;182:1102–8.

    Article  PubMed  CAS  Google Scholar 

  2. Wennberg JE, Freeman JL, Culp WJ. Are hospital services rationed in New Haven or over-utilized in Boston? Lancet. 1987;1:1185–9.

    Article  PubMed  CAS  Google Scholar 

  3. Roos NP, Roos LL. High and low surgical rates: risk factors for area residents. Am J Public Health. 1985;75:263–9.

    Google Scholar 

  4. Welch WP, Miller ME, Welch HG, et al. Geographic variation in expenditures for physicians' services in the United States. N Engl J Med. 1994;328:621–7.

    Article  Google Scholar 

  5. Greenfield S, Nelson EC, Aubkoff M. et al. Variations in resource utilization among medical specialties and systems of care: results from the Medical Outcomes Study. JAMA. 1992;267:1624–30.

    Article  PubMed  CAS  Google Scholar 

  6. Whittle J, Conigliaro J, Good CB, Lofgren RP. Racial differences in the use of invasive cardiovascular procedures in the Department of Veterans medical system. N Engl J Med. 1993;329:621–7.

    Article  PubMed  CAS  Google Scholar 

  7. Ayanian JŽ, Epstein AM. Differences in the use of procedures between women and men hospitalized for coronary heart disease. N Engl J Med. 1994;325:221–5.

    Article  Google Scholar 

  8. Chassin MR, Kosecoff J, Park RE, et al. Does inappropriate use explain geographic variations in the use of health care services? A study of three procedures. JAMA. 1987;258:2633–7.

    Article  Google Scholar 

  9. Chassin MR, Brook RH, Park RE, et al. Variations in the use of medical and surgical services by the Medicare population. N Engl J Med. 1986;314:285–90.

    Article  PubMed  CAS  Google Scholar 

  10. Goldberg KC, Hartz AJ, Jacobsen SJ, Krakauer H, Rimm AA. Racial and community factors influencing coronary artery bypass surgery rates for all 1986 Medicare patients. JAMA. 1992;267: 1473–7.

    Article  PubMed  CAS  Google Scholar 

  11. Robinson JC, Gardner LB, Luft HS. Health plan switching in anticipation of increased medical care utilization. Med Care. 1993;31:43–51.

    Article  PubMed  CAS  Google Scholar 

  12. Manning WG, Leibowitz A, Goldberg GA, Rogers WH, Newhouse JP. A Controlled Trial of the Effect of a Prepaid Group Practice on the Utilization of Medical Services. Santa Monica, Calif.: RAND: 1987.

    Google Scholar 

  13. Stone RA, Obrosky DS, Singer DE, Kapoor WN, Fine MJ, Pneumonia Patient Outcomes Research Team (PORT) Investigators. Propensity score adjustment for pretreatment differences between hospitalized and ambulatory patients with community-acquired pneumonia. Med Care. 1995:AS56–66.

  14. Heart Failure: Evaluation and Care of Patients with Left Ventricular Dysfunction. Clinical Practice Guideline Number 11, Washington, DC: US Department of Health and Human Services, Public Health Service. Agency for Health Care Policy and Research: 1994.

    Google Scholar 

  15. Rosenthal GE, Harper DL. Cleveland Health Quality Choice: a model for community-based outcomes assessment. Jt Comm J Qual Improv. 1994;20:425–44.

    PubMed  CAS  Google Scholar 

  16. Gordon HS, Harper DL, Rosenthal GE. Racial variation in predicted and observed in-hospital death: a regional analysis. JAMA. 1996;276:1639–44.

    Article  PubMed  CAS  Google Scholar 

  17. Steen PM, Brewster AC, Bradbury RC, Estabrook E, Young JA. Predicted probabilities of hospital death as a measure of admission severity of illness. Inquiry. 1993;30:128–41.

    PubMed  CAS  Google Scholar 

  18. Hanley JA, McNeil BJ. The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology. 1982;143:29–36.

    PubMed  CAS  Google Scholar 

  19. Medicare and the American Health Care System: Report to the Congress. June 1993. Washington, DC: Prospective Payment Assessment Commission; 1993.

    Google Scholar 

  20. Blendon RJ, Aiken LH, Freeman HE, Corey CR. Access to medical care for black and white Americans: a matter of continuing concern. JAMA. 1989;261:278–81.

    Article  PubMed  CAS  Google Scholar 

  21. Kasike BL, Neylan JF, Riggio RR, et al. The effect of race on access and outcome in transplantation. N Engl J Med. 1989;329:621–7.

    Google Scholar 

  22. Wenneker MB, Weissman JS, Epstein AM. The association of payer with utilization of cardiac procedures in Massachusetts. JAMA. 1990;264:1255–60.

    Article  PubMed  CAS  Google Scholar 

  23. Inglis AL, Coast J, Gray S, Peters TJ, Frankel SJ. Appropriateness of hospital utilization: the reliability and validity of the Intensity-Severity-Discharge Review System in a United Kingdom acute hospital setting. Med Care. 1995;33:952–7.

    Article  PubMed  CAS  Google Scholar 

  24. Payne SMC. Identifying and managing inappropriate hospital utilization. Health Serv Res. 1987;22:709–69.

    PubMed  CAS  Google Scholar 

  25. Sui AL, Sonnenberg FA, Manning WG, et al. Inappropriate use of hospitals in a randomized trial of health insurance plans. N Engl J Med. 1986;315:1259–66.

    Article  Google Scholar 

  26. Kemper KJ. Medically inappropriate hospital use in a pediatric population. N Engl J Med. 1988;318:1033–7.

    Article  PubMed  CAS  Google Scholar 

  27. Soulen JL, Duggan AK, DeAngellis CD. Identification of potentially avoidable pediatric hospital use: admitting physician judgment as a complement to utilization review. Pediatrics. 1994;94:421–4.

    PubMed  CAS  Google Scholar 

  28. Gloor JE, Kissoon N, Joubert GI. Appropriateness of hospitalization in a Canadian pediatric hospital. Pediatrics. 1993;91:70–4.

    PubMed  CAS  Google Scholar 

  29. Smith HE, Sheps S, Matheson DS. Assessing the utilization of inpatient facilities in a Canadian pediatric hospital. Pediatrics. 1993;92:587–93.

    PubMed  CAS  Google Scholar 

  30. Havens PL, Butler JC, Day SE, Mohr BA, Davis JP, Chusid MJ. Treating measles: the appropriateness of admission to a Wisconsin children's hospital. Am J Public Health. 1993;83:379–84.

    PubMed  CAS  Google Scholar 

  31. Gittelsohn A, Powe NR. Small area variations in health care delivery in Maryland. Health Serv Res. 1995;30:295–317.

    PubMed  CAS  Google Scholar 

  32. Restuccia J, Schwartz M, Ash A, Payne S. High hospital admission rates and inappropriate care. Health Affairs. 1996;15(4):156–63.

    Article  PubMed  CAS  Google Scholar 

  33. Miller MG, Miller LS, Fireman B, Black SB. Variation in practice for discretionary admissions: impact on estimates of quality of hospital care. JAMA. 1994;271:1493–8.

    Article  PubMed  CAS  Google Scholar 

  34. McKenzie L, Stephenson PA. Variation in cesarean section rates among hospitals in Washington state. Am J Public Health. 1993;83:1109–12.

    Article  PubMed  CAS  Google Scholar 

  35. Robinson JC, Casalino LP. The growth of medical groups paid through capitation in California. N Engl J Med. 1995;333:1684–7.

    Article  PubMed  CAS  Google Scholar 

Download references

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Additional information

Dr. Rosenthal's work was supported by a Career Development Award from the Health Services Research and Development Service, U.S. Department of Veterans Affairs.

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Rosenthal, G.E., Harper, D.L., Shah, A. et al. A regional evaluation of variation in low-severity hospital admissions. J GEN INTERN MED 12, 416–422 (1997). https://doi.org/10.1046/j.1525-1497.1997.00073.x

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  • DOI: https://doi.org/10.1046/j.1525-1497.1997.00073.x

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