Comparison of APACHE III, APACHE IV, SAPS 3, and MPM0III and influence of resuscitation status on model performance

Chest

Volumn 142, Issue 4, 2012, Pages 851-858

  Keegan, Mark T ^a   Gajic, Ognjen ^a   Afessa, Bekele ^a  

^a MAYO CLINIC   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; AGED; APACHE; AREA UNDER THE CURVE; ARTICLE; CALIBRATION; COMPARATIVE STUDY; CONTROLLED STUDY; DISCRIMINANT ANALYSIS; FEMALE; HOSMER LEMESHOW STATISTICS; HUMAN; INTENSIVE CARE UNIT; MAJOR CLINICAL STUDY; MALE; MORTALITY; MORTALITY PROBABILITY MODEL III; NAMED INVENTORIES, QUESTIONNAIRES AND RATING SCALES; PERFORMANCE; PREDICTION; PRIORITY JOURNAL; PROGNOSIS; RESUSCITATION; SIMPLIFIED ACUTE PHYSIOLOGY SCORE 3; STATISTICAL ANALYSIS;

EID: 84867129762     PISSN: 00123692     EISSN: 19313543     Source Type: Journal    
DOI: 10.1378/chest.11-2164     Document Type: Article

References (50)

1. Blumenthal D. Part 1: quality of care - what is it? N Engl J Med. 1996;335(12):891-894. (Pubitemid 26304076)
2. Berwick DM, Calkins DR, McCannon CJ, Hackbarth AD. The 100,000 lives campaign: setting a goal and a deadline for improving health care quality. JAMA. 2006;295(3):324-327. (Pubitemid 43112962)
3. Angus DC, Black N. Improving care of the critically ill: institutional and health-care system approaches. Lancet. 2004;363(9417):1314-1320. (Pubitemid 38496497)
4. Halpern NA, Pastores SM. Critical care medicine in the United States 2000-2005: an analysis of bed numbers, occupancy rates, payer mix, and costs. Crit Care Med. 2010;38(1):65-71.
5. Angus DC, Shorr AF, White A, Dremsizov TT, Schmitz RJ, Kelley MA; Committee on Manpower for Pulmonary and Critical Care Societies (COMPACCS). Critical care delivery in the United States: distribution of services and compliance with Leapfrog recommendations. Crit Care Med. 2006;34(4):1016-1024.
6. Curtis JR, Cook DJ, Wall RJ, et al. Intensive care unit quality improvement: a "how-to" guide for the interdisciplinary team. Crit Care Med. 2006;34(1):211-218. (Pubitemid 43032399)
7. Pronovost PJ, Nolan T, Zeger S, Miller M, Rubin H. How can clinicians measure safety and quality in acute care? Lancet. 2004;363(9414):1061-1067. (Pubitemid 38410781)
8. Lilford R, Mohammed MA, Spiegelhalter D, Thomson R. Use and misuse of process and outcome data in managing performance of acute medical care: avoiding institutional stigma. Lancet. 2004;363(9415):1147-1154. (Pubitemid 38452790)
9. Joint Commission. The Joint Commission announces the 2006 National Patients Safety Goals and requirements. Jt Comm Perspect. 2005;25(7):1-10.
10. Keegan MT, Gajic O, Afessa B. Severity of illness scoring systems in the intensive care unit. Crit Care Med. 2011;39(1):163-169.
11. Rubenfeld GD, Angus DC, Pinsky MR, Curtis JR, Connors AF Jr, Bernard GR. Outcomes research in critical care: results of the American Thoracic Society Critical Care Assembly Workshop on Outcomes Research. The Members of the Outcomes Research Workshop. Am J Respir Crit Care Med. 1999;160(1):358-367.
12. Vincent JL, Moreno R. Clinical review: scoring systems in the critically ill. Crit Care. 2010;14(2):207.
13. Glance LG, Osler TM, Dick A. Rating the quality of intensive care units: is it a function of the intensive care unit scoring system? Crit Care Med. 2002;30(9):1976-1982.
14. Beck DH, Smith GB, Pappachan JV. The effects of two methods for customising the original SAPS II model for intensive care patients from South England. Anaesthesia. 2002;57(8):785-793.
15. Zimmerman JE, Kramer AA, McNair DS, Malila FM. Acute Physiology and Chronic Health Evaluation (APACHE) IV: hospital mortality assessment for today's critically ill patients. Crit Care Med. 2006;34(5):1297-1310.
16. Metnitz PG, Moreno RP, Almeida E, et al; SAPS 3 Investigators. SAPS 3 - from evaluation of the patient to evaluation of the intensive care unit. Part 1: objectives, methods and cohort description. Intensive Care Med. 2005;31(10):1336-1344. (Pubitemid 41437727)
17. Moreno RP, Metnitz PG, Almeida E, et al; SAPS 3 Investigators. SAPS 3 - from evaluation of the patient to evaluation of the intensive care unit. Part 2: development of a prognostic model for hospital mortality at ICU admission. Intensive Care Med. 2005;31(10):1345-1355. (Pubitemid 41437728)
18. Higgins TL, Teres D, Copes WS, Nathanson BH, Stark M, Kramer AA. Assessing contemporary intensive care unit outcome: an updated Mortality Probability Admission Model (MPM0-III). Crit Care Med. 2007;35(3):827-835. (Pubitemid 46407798)
19. Luce JM, Rubenfeld GD. Can health care costs be reduced by limiting intensive care at the end of life? Am J Respir Crit Care Med. 2002;165(6):750-754. (Pubitemid 34229641)
20. Azoulay E, Pochard F, Garrouste-Orgeas M, et al Outcomerea Study Group. Decisions to forgo life-sustaining therapy in ICU patients independently predict hospital death. Intensive Care Med. 2003;29(11):1895-1901. (Pubitemid 37487121)
21. Afessa B, Gajic O, Keegan M, et al. End of life issues in the least sick ICU patients. Intensive Care Med. 2006;32(suppl 1):S211.
22. Afessa B, Keegan MT, Hubmayr RD, et al. Evaluating the performance of an institution using an intensive care unit benchmark. Mayo Clin Proc. 2005;80(2):174-180. (Pubitemid 40194531)
23. Herasevich V, Pickering BW, Dong Y, Peters SG, Gajic O. Informatics infrastructure for syndrome surveillance, decision support, reporting, and modeling of critical illness. Mayo Clin Proc. 2010;85(3):247-254.
24. Hanley JA, McNeil BJ. The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology. 1982;143(1):29-36. (Pubitemid 12142173)
25. Afessa B, Gajic O, Keegan MT. Severity of illness and organ failure assessment in adult intensive care units. Crit Care Clin. 2007;23(3):639-658. (Pubitemid 47449737)
26. Hanley JA, McNeil BJ. A method of comparing the areas under receiver operating characteristic curves derived from the same cases. Radiology. 1983;148(3):839-843. (Pubitemid 13033817)
27. Lemeshow S, Hosmer DW Jr. A review of goodness of fit statistics for use in the development of logistic regression models. Am J Epidemiol. 1982;115(1):92-106. (Pubitemid 12205725)
28. Brier G. Verification of forecasts expressed in terms of probability. Mon Wea Rev. 1950;78(1):1-3.
29. Wagner DP. What accounts for the difference between observed and predicted? Crit Care Med. 2006;34(5):1552-1553.
30. Costa e Silva VT, de Castro I, Liano F, et al. Performance of the third generation models of severity scoring systems (APACHE IV, SAPS 3 and MPM-III) in acute kidney injury critically ill patients. Nephrol Dial Transplant. 2011;26(12):3894-3901.
31. Kuzniewicz MW, Vasilevskis EE, Lane R, et al. Variation in ICU risk-adjusted mortality: impact of methods of assessment and potential confounders. Chest. 2008;133(6):1319-1327. (Pubitemid 351892986)
32. Vasilevskis EE, Kuzniewicz MW, Cason BA, et al. Mortality probability model III and simplified acute physiology score II: assessing their value in predicting length of stay and comparison to APACHE IV. Chest. 2009;136(1):89-101.
33. Metnitz PG, Valentin A, Vesely H, et al. Prognostic performance and customization of the SAPS II: results of a multicenter Austrian study. Simplified Acute Physiology Score. Intensive Care Med. 1999;25(2):192-197. (Pubitemid 29126846)
34. Murphy-Filkins R, Teres D, Lemeshow S, Hosmer DW. Effect of changing patient mix on the performance of an intensive care unit severity-of-illness model: how to distinguish a general from a specialty intensive care unit. Crit Care Med. 1996;24(12):1968-1973. (Pubitemid 26418888)
35. Hosmer DW, Hosmer T, Le Cessie S, Lemeshow S. A comparison of goodness-of-fit tests for the logistic regression model. Stat Med. 1997;16(9):965-980. (Pubitemid 27198985)
36. Kramer AA, Zimmerman JE. Assessing the calibration of mortality benchmarks in critical care: The Hosmer-Lemeshow test revisited. Crit Care Med. 2007;35(9):2052-2056. (Pubitemid 47326440)
37. Angus DC, Barnato AE, Linde-Zwirble WT, et al Robert Wood Johnson Foundation ICU End-Of-Life Peer Group. Use of intensive care at the end of life in the United States: an epidemiologic study. Crit Care Med. 2004;32(3):638-643. (Pubitemid 38340056)
38. Siegel MD. End-of-life decision making in the ICU. Clin Chest Med. 2009;30(1):181-194.
39. Seferian EG, Afessa B. Demographic and clinical variation of adult intensive care unit utilization from a geographically defined population. Crit Care Med. 2006;34(8):2113-2119. (Pubitemid 44305613)
40. Rubenfeld GD, Curtis JR. Improving care for patients dying in the intensive care unit. Clin Chest Med. 2003;24(4):763-773. (Pubitemid 38017774)
41. Prendergast TJ, Claessens MT, Luce JM. A national survey of end-of-life care for critically ill patients. Am J Respir Crit Care Med. 1998;158(4):1163-1167. (Pubitemid 28489017)
42. Curtis JR, Shannon SE. Transcending the silos: toward an interdisciplinary approach to end-of-life care in the ICU. Intensive Care Med. 2006;32(1):15-17. (Pubitemid 43039372)
43. Murphy DJ, Burrows D, Santilli S, et al. The influence of the probability of survival on patients' preferences regarding car dio pulmonary resuscitation. N Engl J Med. 1994;330(8):545-549. (Pubitemid 24058959)
44. Levy MM. End-of-life care in the intensive care unit: can we do better? Crit Care Med. 2001;29(suppl 2):N56-N61. (Pubitemid 32174167)
45. Cook D, Rocker G, Giacomini M, Sinuff T, Heyland D. Understanding and changing attitudes toward withdrawal and withholding of life support in the intensive care unit. Crit Care Med. 2006;34(suppl 11):S317-S323. (Pubitemid 44627420)
46. Nelson JE, Angus DC, Weissfeld LA, et al Critical Care Peer Workgroup of the Promoting Excellence in End-of-Life Care Project. End-of-life care for the critically ill: a national intensive care unit survey. Crit Care Med. 2006;34(10):2547-2553. (Pubitemid 44413051)
47. Rocker G, Cook D, Sjokvist P, et al Level of Care Study Investigators; Canadian Critical Care Trials Group. Clinician predictions of intensive care unit mortality. Crit Care Med. 2004;32(5):1149-1154. (Pubitemid 38620983)
48. Azoulay E, Adrie C, De Lassence A, et al. Determinants of postintensive care unit mortality: a prospective multicenter study. Crit Care Med. 2003;31(2):428-432. (Pubitemid 36232936)
49. Jayes RL, Zimmerman JE, Wagner DP, Knaus WA. Variations in the use of do-not-resuscitate orders in ICUS. Findings from a national study. Chest. 1996;110(5):1332-1339. (Pubitemid 26380494)
50. Prendergast TJ, Luce JM. Increasing incidence of withholding and withdrawal of life support from the critically ill. Am J Respir Crit Care Med. 1997;155(1):15-20. (Pubitemid 27053134)