Skip to main content
Top
Gepubliceerd in:

01-05-2008

Identifying response shift statistically at the individual level

Auteurs: Nancy E. Mayo, Susan C. Scott, Nandini Dendukuri, Sara Ahmed, Sharon Wood-Dauphinee

Gepubliceerd in: Quality of Life Research | Uitgave 4/2008

Log in om toegang te krijgen
share
DELEN

Deel dit onderdeel of sectie (kopieer de link)

  • Optie A:
    Klik op de rechtermuisknop op de link en selecteer de optie “linkadres kopiëren”
  • Optie B:
    Deel de link per e-mail

Abstract

Objective

The purpose of this study was to explore whether a longitudinal comparison between reported and predicted health could be used as a method of identifying subjects who potentially experienced response shift.

Methods

A response-shift model was developed using data from a longitudinal study of stroke in which measures of stroke impact were made at study entry and at 1, 3, 6, and 12 months post stroke. Residuals from a random effects model were centered and used to create trajectories. This model was tested against a data set from a study in which the then-test had been administered. Twenty simulated data sets were also generated to examine how much of response shift could be attributed to random error.

Results

Group-based trajectory analysis identified seven trajectory groups. The majority (67%) of the 387 persons showed no response shift over time, whereas 15% lowered and 13% raised their health over time, disproportionally to that predicted.

Conclusion

Results of the validation studies were supportive that this methodology identifies response shift, but further research is required to compare results with other methodologies and other predictive models.
Literatuur
1.
go back to reference Schwartz, C. E., & Sprangers, M. A. G. (2000).Adaptation to changing health response shift in quality-of-life research(1st ed). Washington, DC: American Psychological Association. Schwartz, C. E., & Sprangers, M. A. G. (2000).Adaptation to changing health response shift in quality-of-life research(1st ed). Washington, DC: American Psychological Association.
2.
go back to reference Sprangers, M. A., & Schwartz, C. E. (1999). Integrating response shift into health-related quality of life research: A theoretical model. Social Science and Medicine, 48, 1507–1515.PubMedCrossRef Sprangers, M. A., & Schwartz, C. E. (1999). Integrating response shift into health-related quality of life research: A theoretical model. Social Science and Medicine, 48, 1507–1515.PubMedCrossRef
3.
go back to reference Oort, F. J. (2005). Using structural equation modeling to detect response shifts and true change. Quality of Life Research, 14(3), 587–598.PubMedCrossRef Oort, F. J. (2005). Using structural equation modeling to detect response shifts and true change. Quality of Life Research, 14(3), 587–598.PubMedCrossRef
4.
go back to reference Schwartz, C. E. (1999). Teaching coping skills enhances quality of life more than peer support: Results of a randomized trial with multiple sclerosis patients. Health Psychology, 18(3), 211–220.PubMedCrossRef Schwartz, C. E. (1999). Teaching coping skills enhances quality of life more than peer support: Results of a randomized trial with multiple sclerosis patients. Health Psychology, 18(3), 211–220.PubMedCrossRef
5.
go back to reference Scott, J., & Rantz, M. (1997). Managing chronically ill older people in the midst of the health care revolution. Nursing Administration Quarterly, 21, 55–64.PubMed Scott, J., & Rantz, M. (1997). Managing chronically ill older people in the midst of the health care revolution. Nursing Administration Quarterly, 21, 55–64.PubMed
6.
go back to reference Visser, M. R., Smets, E. M., Sprangers, M. A., & De Haes, H. J. (2000). How response shift may affect the measurement of change in fatigue. Journal of Pain Symptom Manage, 20(1), 12–18.CrossRef Visser, M. R., Smets, E. M., Sprangers, M. A., & De Haes, H. J. (2000). How response shift may affect the measurement of change in fatigue. Journal of Pain Symptom Manage, 20(1), 12–18.CrossRef
7.
go back to reference Ruta, D. A., Garratt, A. M., Leng, M., Russell, I. T., & MacDonald, L. M. (1994). A new approach to the measurement of quality of life. The Patient-Generated Index. Medical Care, 32(11), 1109–1126.PubMedCrossRef Ruta, D. A., Garratt, A. M., Leng, M., Russell, I. T., & MacDonald, L. M. (1994). A new approach to the measurement of quality of life. The Patient-Generated Index. Medical Care, 32(11), 1109–1126.PubMedCrossRef
8.
go back to reference Howard, G. S. (1979). Response-shift bias: A source of contamination of self-report measures. Journal of Applied Psychology, 64(2), 144–150.CrossRef Howard, G. S. (1979). Response-shift bias: A source of contamination of self-report measures. Journal of Applied Psychology, 64(2), 144–150.CrossRef
9.
go back to reference Ahmed, S., Mayo, N. E., Wood-Dauphinee, S., Hanley, J. A., & Cohen, S. R. (2004). Response shift influenced estimates of change in health-related quality of life poststroke. Journal of Clinical Epidemiology, 57(6), 561–570.PubMedCrossRef Ahmed, S., Mayo, N. E., Wood-Dauphinee, S., Hanley, J. A., & Cohen, S. R. (2004). Response shift influenced estimates of change in health-related quality of life poststroke. Journal of Clinical Epidemiology, 57(6), 561–570.PubMedCrossRef
10.
go back to reference Ahmed, S., Mayo, N. E., Wood-Dauphinee, S., Hanley, J. A., & Cohen, S. R. (2005). The structural equation modeling technique did not show a response shift, contrary to the results of the then test and the individualized approaches. Journal of Clinical Epidemiology, 58(11), 1125–1133.PubMedCrossRef Ahmed, S., Mayo, N. E., Wood-Dauphinee, S., Hanley, J. A., & Cohen, S. R. (2005). The structural equation modeling technique did not show a response shift, contrary to the results of the then test and the individualized approaches. Journal of Clinical Epidemiology, 58(11), 1125–1133.PubMedCrossRef
11.
go back to reference Ahmed, S., Mayo, N. E., Wood-Dauphinee, S., Hanley, J. A., & Cohen, S. R. (2005). Using the Patient Generated Index to evaluate response shift post-stroke. Quality of Life Research, 14(10), 2247–2257.PubMedCrossRef Ahmed, S., Mayo, N. E., Wood-Dauphinee, S., Hanley, J. A., & Cohen, S. R. (2005). Using the Patient Generated Index to evaluate response shift post-stroke. Quality of Life Research, 14(10), 2247–2257.PubMedCrossRef
12.
go back to reference Mayo, N. E., Wood-Dauphinee, S., Cote, R., Durcan, L., & Carlton, J. (2002). Activity, participation, and quality of life six months post-stroke. Archives of Physical Medicine and Rehabilitation, 83, 1035–1042.PubMedCrossRef Mayo, N. E., Wood-Dauphinee, S., Cote, R., Durcan, L., & Carlton, J. (2002). Activity, participation, and quality of life six months post-stroke. Archives of Physical Medicine and Rehabilitation, 83, 1035–1042.PubMedCrossRef
13.
go back to reference Oort, F. J., Visser, M. R. M., & Sprangers, M. A. G. (2005). An application of structural equation modeling to detect response shifts and true change in quality of life data from cancer patients undergoing invasive surgery. Quality of Life Research, 14, 599–609.PubMedCrossRef Oort, F. J., Visser, M. R. M., & Sprangers, M. A. G. (2005). An application of structural equation modeling to detect response shifts and true change in quality of life data from cancer patients undergoing invasive surgery. Quality of Life Research, 14, 599–609.PubMedCrossRef
14.
go back to reference Ahmed, S., Mayo, N. E., Corbiere, M., Wood-Dauphinee, S., Hanley, J., & Cohen, R. (2005). Change in quality of life of people with stroke over time: True change or response shift? Quality of Life Research, 14(3), 611–627.PubMedCrossRef Ahmed, S., Mayo, N. E., Corbiere, M., Wood-Dauphinee, S., Hanley, J., & Cohen, R. (2005). Change in quality of life of people with stroke over time: True change or response shift? Quality of Life Research, 14(3), 611–627.PubMedCrossRef
15.
go back to reference Brossart, D. F., Clay, D. L., & Willson, V. L. (2002). Methodological and statistical considerations for threats to internal validity in pediatric outcome data: Response shift in self-report outcomes. Journal of Pediatric Psychology, 27(1), 97–107.PubMedCrossRef Brossart, D. F., Clay, D. L., & Willson, V. L. (2002). Methodological and statistical considerations for threats to internal validity in pediatric outcome data: Response shift in self-report outcomes. Journal of Pediatric Psychology, 27(1), 97–107.PubMedCrossRef
16.
go back to reference Mayo, N. E., Nadeau, L., Ahmed, S., White, C., Grad, R., & Huang, A., et al. (2007). Bridging the gap: The effectiveness of teaming a stroke coordinator with patient’s personal physician on the outcome of stroke. Age and Ageing, 37(1), 32–38.PubMedCrossRef Mayo, N. E., Nadeau, L., Ahmed, S., White, C., Grad, R., & Huang, A., et al. (2007). Bridging the gap: The effectiveness of teaming a stroke coordinator with patient’s personal physician on the outcome of stroke. Age and Ageing, 37(1), 32–38.PubMedCrossRef
17.
go back to reference Schwartz, C., Bode, R., Repucci, N., Becker, J., Sprangers, M., & Fayers, P. (2006). The clinical significance of adaptation to changing health: A meta-analysis of response shift. Quality of Life Research, 15(9), 1533–1550.PubMedCrossRef Schwartz, C., Bode, R., Repucci, N., Becker, J., Sprangers, M., & Fayers, P. (2006). The clinical significance of adaptation to changing health: A meta-analysis of response shift. Quality of Life Research, 15(9), 1533–1550.PubMedCrossRef
18.
go back to reference EuroQol Group. (1990). EuroQol – a new facility for the measurement of health-related quality of life. The EuroQol Group. Health Policy, 16(3), 199–208.CrossRef EuroQol Group. (1990). EuroQol – a new facility for the measurement of health-related quality of life. The EuroQol Group. Health Policy, 16(3), 199–208.CrossRef
20.
go back to reference Wilson, I. B., & Cleary, P. D. (1995). Linking clinical variables with health-related quality of life. A conceptual model of patient outcomes. Journal of the American Medical Association, 273(1), 59–65.PubMedCrossRef Wilson, I. B., & Cleary, P. D. (1995). Linking clinical variables with health-related quality of life. A conceptual model of patient outcomes. Journal of the American Medical Association, 273(1), 59–65.PubMedCrossRef
21.
go back to reference World Health Organization. (2001). International classification of functioning, disability and health (2nd revision ed.). Geneva. World Health Organization. (2001). International classification of functioning, disability and health (2nd revision ed.). Geneva.
22.
go back to reference Poissant, L., Mayo, N. E., Wood-Dauphinee, S., & Clarke, A. E. (2003). The development and preliminary validation of a Preference-Based Stroke Index (PBSI). Health Quality of Life Outcomes, 1(1), 43.CrossRef Poissant, L., Mayo, N. E., Wood-Dauphinee, S., & Clarke, A. E. (2003). The development and preliminary validation of a Preference-Based Stroke Index (PBSI). Health Quality of Life Outcomes, 1(1), 43.CrossRef
23.
go back to reference Roccaforte, W. H., Burke, W. J., Bayer, B. L., & Wengel, S. P. (1992). Validation of a telephone version of the mini-mental state examination. Journal of the American Geriatrics Society, 40(7), 697–702.PubMed Roccaforte, W. H., Burke, W. J., Bayer, B. L., & Wengel, S. P. (1992). Validation of a telephone version of the mini-mental state examination. Journal of the American Geriatrics Society, 40(7), 697–702.PubMed
24.
go back to reference Folstein, M. F., Folstein, S. E., & McHugh, P. R. (1975). “Mini-mental state”. A practical method for grading the cognitive state of patients for the clinician. Journal of Psychiatric Research, 12(3), 189–198.PubMedCrossRef Folstein, M. F., Folstein, S. E., & McHugh, P. R. (1975). “Mini-mental state”. A practical method for grading the cognitive state of patients for the clinician. Journal of Psychiatric Research, 12(3), 189–198.PubMedCrossRef
25.
go back to reference Ware, J. E., Jr., Kosinski, M., & Keller, S. D. (1994). SF-36 physical & mental scales: A user’s manual. Boston, Massachusetts: The Health Institute, New England Medical Center. Ware, J. E., Jr., Kosinski, M., & Keller, S. D. (1994). SF-36 physical & mental scales: A user’s manual. Boston, Massachusetts: The Health Institute, New England Medical Center.
26.
go back to reference Ware, J. E., Jr. (2000). SF-36 health survey update. Spine, 25(24), 3130–3139. Ware, J. E., Jr. (2000). SF-36 health survey update. Spine, 25(24), 3130–3139.
27.
go back to reference Ware, J.E., Jr., & Sherbourne, C. D. (1992). The MOS 36-item Short-Form Health Survey (SF-36): I. Conceptual framework and item selection. Medical Care, 30(6), 473–481. Ware, J.E., Jr., & Sherbourne, C. D. (1992). The MOS 36-item Short-Form Health Survey (SF-36): I. Conceptual framework and item selection. Medical Care, 30(6), 473–481.
28.
go back to reference Duncan, P. W., Wallace, D., Lai, S. M., Johnson, D., Embretson, S., & Laster, L. J. (1999). The stroke impact scale version 2.0. Evaluation of reliability, validity, and sensitivity to change. Stroke, 30(10), 2131–2140.PubMed Duncan, P. W., Wallace, D., Lai, S. M., Johnson, D., Embretson, S., & Laster, L. J. (1999). The stroke impact scale version 2.0. Evaluation of reliability, validity, and sensitivity to change. Stroke, 30(10), 2131–2140.PubMed
29.
go back to reference Duncan, P. W., Bode, R. K., Lai, S. M., & Perera, S. (2003). Rasch analysis of a new stroke-specific outcome scale: The stroke impact scale. Archives of Physical Medicine and Rehabilitation, 84(7), 950–963.PubMedCrossRef Duncan, P. W., Bode, R. K., Lai, S. M., & Perera, S. (2003). Rasch analysis of a new stroke-specific outcome scale: The stroke impact scale. Archives of Physical Medicine and Rehabilitation, 84(7), 950–963.PubMedCrossRef
30.
go back to reference Duncan, P. W., Lai, S. M., Tyler, D., Perera, S., Reker, D. M., & Studenski, S. (2002). Evaluation of proxy responses to the stroke impact scale. Stroke, 33(11), 2593–2599.PubMedCrossRef Duncan, P. W., Lai, S. M., Tyler, D., Perera, S., Reker, D. M., & Studenski, S. (2002). Evaluation of proxy responses to the stroke impact scale. Stroke, 33(11), 2593–2599.PubMedCrossRef
31.
go back to reference Côté, R., Battista, R. N., Wolfson, C., Boucher, J., Adam, J., & Hachinski, V. (1989). The Canadian Neurological Scale: validation and reliability assessment. Neurology, 39(5), 638–643.PubMed Côté, R., Battista, R. N., Wolfson, C., Boucher, J., Adam, J., & Hachinski, V. (1989). The Canadian Neurological Scale: validation and reliability assessment. Neurology, 39(5), 638–643.PubMed
32.
go back to reference Côté, R., Hachinski, V. C., Shurvell, B. L., Norris, J. W., & Wolfson, C. (1986). The Canadian Neurological Scale: a preliminary study in acute stroke. Stroke, 17, 731–737.PubMed Côté, R., Hachinski, V. C., Shurvell, B. L., Norris, J. W., & Wolfson, C. (1986). The Canadian Neurological Scale: a preliminary study in acute stroke. Stroke, 17, 731–737.PubMed
33.
go back to reference Charlson, M. E., Pompei, P., Ales, K. L., & MacKenzie, C. R. (1987). A new method of classifying prognostic comorbidity in longitudinal studies: Development and validation. Journal of Chronic Diseases, 40, 373–383.PubMedCrossRef Charlson, M. E., Pompei, P., Ales, K. L., & MacKenzie, C. R. (1987). A new method of classifying prognostic comorbidity in longitudinal studies: Development and validation. Journal of Chronic Diseases, 40, 373–383.PubMedCrossRef
34.
go back to reference Farivar, S. S., Cunningham, W. E., & Hays, R. D. (2007). Correlated physical and mental health summary scores for the SF-36 and SF-12 Health Survey, V.I. Health Quality of Life Outcomes, 5, 54.CrossRef Farivar, S. S., Cunningham, W. E., & Hays, R. D. (2007). Correlated physical and mental health summary scores for the SF-36 and SF-12 Health Survey, V.I. Health Quality of Life Outcomes, 5, 54.CrossRef
35.
go back to reference Singer, J. D., & Willett, J. B. (2003). Applied longitudinal data analysis modeling change and event occurrence. New York: Oxford University Press. Singer, J. D., & Willett, J. B. (2003). Applied longitudinal data analysis modeling change and event occurrence. New York: Oxford University Press.
36.
go back to reference Shaw, J. W., Johnston, J. A., & Coons, S. J. (2005). US evaluation of the EQ-5D health states: Development and testing of the D1 valuation model. Medical Care, 43, 203–220.PubMedCrossRef Shaw, J. W., Johnston, J. A., & Coons, S. J. (2005). US evaluation of the EQ-5D health states: Development and testing of the D1 valuation model. Medical Care, 43, 203–220.PubMedCrossRef
37.
go back to reference Jones, B. L., Nagin, D. S., & Roeder, K. (2001). A SAS procedure based on mixture models for estimating developmental trajectories. Sociological Methods Research, 29(3), 374–393.CrossRef Jones, B. L., Nagin, D. S., & Roeder, K. (2001). A SAS procedure based on mixture models for estimating developmental trajectories. Sociological Methods Research, 29(3), 374–393.CrossRef
38.
go back to reference Nagin, D. S., & Tremblay, R. E. (2001). Analyzing developmental trajectories of distinct but related behaviors: A group-based method. Psychological Methods, 6(1), 18–34.PubMedCrossRef Nagin, D. S., & Tremblay, R. E. (2001). Analyzing developmental trajectories of distinct but related behaviors: A group-based method. Psychological Methods, 6(1), 18–34.PubMedCrossRef
39.
go back to reference Howard, G. S. (1979). Internal invalidity in pretest-posttest self-report evaluations and a re-evaluation of retrospective pretests. Applied Psychological Measurement, 3(1), 1–23.CrossRef Howard, G. S. (1979). Internal invalidity in pretest-posttest self-report evaluations and a re-evaluation of retrospective pretests. Applied Psychological Measurement, 3(1), 1–23.CrossRef
40.
go back to reference Sprangers, M. A., Tempelaar, R., van den Heuvel, W. J., & de Haes, H. C. (2002). Explaining quality of life with crisis theory. Psycho-oncology, 11(5), 419–426.PubMedCrossRef Sprangers, M. A., Tempelaar, R., van den Heuvel, W. J., & de Haes, H. C. (2002). Explaining quality of life with crisis theory. Psycho-oncology, 11(5), 419–426.PubMedCrossRef
41.
go back to reference Norman, G. (2003). Hi! How are you? Response shift, implicit theories and differing epistemologies. Quality of Life Research, 12, 239–249.PubMedCrossRef Norman, G. (2003). Hi! How are you? Response shift, implicit theories and differing epistemologies. Quality of Life Research, 12, 239–249.PubMedCrossRef
Metagegevens
Titel
Identifying response shift statistically at the individual level
Auteurs
Nancy E. Mayo
Susan C. Scott
Nandini Dendukuri
Sara Ahmed
Sharon Wood-Dauphinee
Publicatiedatum
01-05-2008
Uitgeverij
Springer Netherlands
Gepubliceerd in
Quality of Life Research / Uitgave 4/2008
Print ISSN: 0962-9343
Elektronisch ISSN: 1573-2649
DOI
https://doi.org/10.1007/s11136-008-9329-2