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Erschienen in: Quality & Quantity 5/2014

01.09.2014

Assessment of meaningful change in routine outcome measurement (ROM) with a combination of a longitudinal and a ‘classify and count’ approach

verfasst von: Pietro Giorgio Lovaglio, Alberto Parabiaghi

Erschienen in: Quality & Quantity | Ausgabe 5/2014

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Abstract

To assess significant changes of health status in people receiving health care, distribution-based and anchor-based methods have been proposed. However, there is no real consensus on what method is the best for evaluating clinically meaningful change. To maximize the internal and external validity of outcome assessment, we propose combining two approaches as recommended by recent practical guidelines on this field. Specifically, we suggest applying longitudinal hierarchical linear models on subgroups of patients showing reliable change and reliable and clinically significant change. This combined approach improved the model’s ability (1) to quantify the magnitude of changes to be reliable and clinically meaningful and (2) to select significant predictors of changes. An empirical application on a prevalence sample of Italian outpatients attending four community mental health services was done. A cross-sectional model and three longitudinal models were applied on the entire study sample and reliable and clinically meaningful change subsamples to investigate the magnitude of change and the predictive effect on outcomes of clinical, socio-demographic and process variables on different patients’ subgroups. Differences were found suggesting that both the statistical method and the sample used to calculate individual changes affect the estimates. The main conclusion is that ignoring the longitudinal data structure or including patients with unreliable change at the follow-up might result in misleading inferences that can alter the real magnitude of changes and the contributions of predictors. The approach proposed provides robust feedback to clinicians on clinically significant change and can be recommended in outcome studies and research.

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Literatur
Zurück zum Zitat Bauer, S., Lambert, M.J., Nielsen, S.L.: Clinical significance methods: a comparison of statistical techniques. J. Pers. Assess. 82, 60–70 (2003)CrossRef Bauer, S., Lambert, M.J., Nielsen, S.L.: Clinical significance methods: a comparison of statistical techniques. J. Pers. Assess. 82, 60–70 (2003)CrossRef
Zurück zum Zitat Cella, D., Bullinger, M., Scott, C., Barofsky, I.: The Clinical Significance Consensus Meeting Group: group vs individual approaches to understanding the clinical significance of differences or changes in quality of life. Mayo Clin. Proc. 77, 384–392 (2002)CrossRef Cella, D., Bullinger, M., Scott, C., Barofsky, I.: The Clinical Significance Consensus Meeting Group: group vs individual approaches to understanding the clinical significance of differences or changes in quality of life. Mayo Clin. Proc. 77, 384–392 (2002)CrossRef
Zurück zum Zitat Christensen, L., Mendoza, J.L.: A method of assessing change in a single subject: an alteration of the RC index. Behav. Res. Ther. 17, 305–308 (1986)CrossRef Christensen, L., Mendoza, J.L.: A method of assessing change in a single subject: an alteration of the RC index. Behav. Res. Ther. 17, 305–308 (1986)CrossRef
Zurück zum Zitat Clarke, P.S.: Causal analysis of individual change using the difference score. Epidemiology 15, 414–421 (2004)CrossRef Clarke, P.S.: Causal analysis of individual change using the difference score. Epidemiology 15, 414–421 (2004)CrossRef
Zurück zum Zitat Cohen, J.: Statistical Power Analysis for the Behavioural Sciences. Academic Press, London (1969) Cohen, J.: Statistical Power Analysis for the Behavioural Sciences. Academic Press, London (1969)
Zurück zum Zitat Commonwealth Department of Health and Ageing: National Outcome and Casemix Collection: Overview of Clinical Measures and Data Items. Commonwealth Department of Health and Ageing, Canberra (2002) Commonwealth Department of Health and Ageing: National Outcome and Casemix Collection: Overview of Clinical Measures and Data Items. Commonwealth Department of Health and Ageing, Canberra (2002)
Zurück zum Zitat Crosby, R.D., Kolotkin, R.L., Williams, G.R.: Defining clinically meaningful change in health-related quality of life. J. Clin. Epidemiol. 56, 395–407 (2003)CrossRef Crosby, R.D., Kolotkin, R.L., Williams, G.R.: Defining clinically meaningful change in health-related quality of life. J. Clin. Epidemiol. 56, 395–407 (2003)CrossRef
Zurück zum Zitat Department of Health: Mental Health Information Strategy. Department of Health, London (2001) Department of Health: Mental Health Information Strategy. Department of Health, London (2001)
Zurück zum Zitat Diggle, P.J., Heagerty, P., Liang, K.Y., Zeger, S.L.: Analysis of Longitudinal Data. Oxford University Press, Oxford (2002) Diggle, P.J., Heagerty, P., Liang, K.Y., Zeger, S.L.: Analysis of Longitudinal Data. Oxford University Press, Oxford (2002)
Zurück zum Zitat Eisen, S.V., Ranganathan, G., Seal, P., Spiro, A.: Measuring clinically meaningful change following mental health treatment. J. Behav. Health Serv. Res. 34, 272–389 (2007)CrossRef Eisen, S.V., Ranganathan, G., Seal, P., Spiro, A.: Measuring clinically meaningful change following mental health treatment. J. Behav. Health Serv. Res. 34, 272–389 (2007)CrossRef
Zurück zum Zitat Evans, C., Margison, F., Barkham, M.: The contribution of reliable and clinically significant change methods to evidence-based mental health. Evid. Based Ment. Health 1, 70–72 (1998)CrossRef Evans, C., Margison, F., Barkham, M.: The contribution of reliable and clinically significant change methods to evidence-based mental health. Evid. Based Ment. Health 1, 70–72 (1998)CrossRef
Zurück zum Zitat Food and Drug Administration: Guidance for industry on patient-reported outcome measures: use in medical product development to support labeling claims. Fed. Regist. 74(235), 65132–65133 (2009) Food and Drug Administration: Guidance for industry on patient-reported outcome measures: use in medical product development to support labeling claims. Fed. Regist. 74(235), 65132–65133 (2009)
Zurück zum Zitat Goldstein, H.: Multilevel Statistical Models. Edward Arnold, London (1995) Goldstein, H.: Multilevel Statistical Models. Edward Arnold, London (1995)
Zurück zum Zitat Grundy, C.T., Lambert, M.J., Grundy, E.M.: Assessing clinical significance: application to the Hamilton Rating Scale for depression. J. Ment. Health 5, 25–33 (1996)CrossRef Grundy, C.T., Lambert, M.J., Grundy, E.M.: Assessing clinical significance: application to the Hamilton Rating Scale for depression. J. Ment. Health 5, 25–33 (1996)CrossRef
Zurück zum Zitat Hafkenscheid, A.: Psychometric measures of individual change: an empirical comparison with the Brief Psychiatric Rating Scale (BPRS). Acta Psychiatr. Scand. 101, 235–242 (2000)CrossRef Hafkenscheid, A.: Psychometric measures of individual change: an empirical comparison with the Brief Psychiatric Rating Scale (BPRS). Acta Psychiatr. Scand. 101, 235–242 (2000)CrossRef
Zurück zum Zitat Hageman, W.J., Arrindell, W.A.: Establishing clinically significant change: increment of precision between individual and group level of analysis. Behav. Res. Ther. 37, 1169–1193 (1999)CrossRef Hageman, W.J., Arrindell, W.A.: Establishing clinically significant change: increment of precision between individual and group level of analysis. Behav. Res. Ther. 37, 1169–1193 (1999)CrossRef
Zurück zum Zitat Jacobson, N.S., Truax, P.: Clinical significance: a statistical approach to defining meaningful change in psychotherapy research. J. Consult. Clin. Psychol. 59, 12–19 (1991)CrossRef Jacobson, N.S., Truax, P.: Clinical significance: a statistical approach to defining meaningful change in psychotherapy research. J. Consult. Clin. Psychol. 59, 12–19 (1991)CrossRef
Zurück zum Zitat Jacobson, N.S., Follette, W.C., Revenstorf, D., Baucom, D.H., Hahlweg, K., Margolin, G.: Variability in outcome and clinical significance of behavioral marital therapy: a reanalysis of outcome data. J. Consult. Clin. Psychol. 52, 497–504 (1984)CrossRef Jacobson, N.S., Follette, W.C., Revenstorf, D., Baucom, D.H., Hahlweg, K., Margolin, G.: Variability in outcome and clinical significance of behavioral marital therapy: a reanalysis of outcome data. J. Consult. Clin. Psychol. 52, 497–504 (1984)CrossRef
Zurück zum Zitat Kazis, L.E., Anderson, J.J., Meenan, R.F.: Effect sizes for interpreting changes in health status. Med. Care 27, 178–189 (1989)CrossRef Kazis, L.E., Anderson, J.J., Meenan, R.F.: Effect sizes for interpreting changes in health status. Med. Care 27, 178–189 (1989)CrossRef
Zurück zum Zitat Liang, M.H., Larson, M.G., Cullen, K.E., Schwartz, J.A.: Comparative measurement efficiency and sensitivity of five health status instruments for arthritis research. Arthritis Rheum. 28, 542–547 (1985)CrossRef Liang, M.H., Larson, M.G., Cullen, K.E., Schwartz, J.A.: Comparative measurement efficiency and sensitivity of five health status instruments for arthritis research. Arthritis Rheum. 28, 542–547 (1985)CrossRef
Zurück zum Zitat Lovaglio, P.G., Monzani, E.: Evaluation of the Health of the Nation Outcome Scales in a community setting population. Qual. Life Res. 21, 1643–1653 (2012)CrossRef Lovaglio, P.G., Monzani, E.: Evaluation of the Health of the Nation Outcome Scales in a community setting population. Qual. Life Res. 21, 1643–1653 (2012)CrossRef
Zurück zum Zitat Lydick, E., Epstein, R.S.: Interpretation of quality of life changes. Qual. Life Res. 2, 221–226 (1993)CrossRef Lydick, E., Epstein, R.S.: Interpretation of quality of life changes. Qual. Life Res. 2, 221–226 (1993)CrossRef
Zurück zum Zitat Matthey, S.: Calculating clinically significant change in postnatal depression studies using the Edinburgh Postnatal Depression Scale. J. Affect. Disord. 78, 269–272 (2004)CrossRef Matthey, S.: Calculating clinically significant change in postnatal depression studies using the Edinburgh Postnatal Depression Scale. J. Affect. Disord. 78, 269–272 (2004)CrossRef
Zurück zum Zitat McGlinchey, J.B., Atkins, D.C., Jacobson, N.S.: Clinical significance methods: which one to use and how useful are they? Behav. Ther. 33, 529–550 (2002)CrossRef McGlinchey, J.B., Atkins, D.C., Jacobson, N.S.: Clinical significance methods: which one to use and how useful are they? Behav. Ther. 33, 529–550 (2002)CrossRef
Zurück zum Zitat Monzani, E., Erlicher, A., Lora, A., Lovaglio, P., Vittadini, G.: Does community care work? A model to evaluate the effectiveness of mental health services. Int. J. Ment. Health Syst. 2, 10 (2008)CrossRef Monzani, E., Erlicher, A., Lora, A., Lovaglio, P., Vittadini, G.: Does community care work? A model to evaluate the effectiveness of mental health services. Int. J. Ment. Health Syst. 2, 10 (2008)CrossRef
Zurück zum Zitat Nich, C., Carroll, K.: Now you see it, now you don’t: a comparison of traditional versus random effects regression models in the analysis of longitudinal follow-up data from a clinical trial. J. Consult. Clin. Psychol. 65, 252–261 (1997)CrossRef Nich, C., Carroll, K.: Now you see it, now you don’t: a comparison of traditional versus random effects regression models in the analysis of longitudinal follow-up data from a clinical trial. J. Consult. Clin. Psychol. 65, 252–261 (1997)CrossRef
Zurück zum Zitat Norman, G.R., Sridhar, F.G., Guyatt, G.H.: Relation of distribution- and anchor-based approaches in interpretation of changes in health-related quality of life. Med. Care 39, 1039–1047 (2001)CrossRef Norman, G.R., Sridhar, F.G., Guyatt, G.H.: Relation of distribution- and anchor-based approaches in interpretation of changes in health-related quality of life. Med. Care 39, 1039–1047 (2001)CrossRef
Zurück zum Zitat Parabiaghi, A., Rapisarda, F., D’Avanzo, B., Erlicher, A., Lora, A., Barbato, A.: Measuring clinical change in routine mental health care: differences between first time and longer term service users. Aust. N.Z. J. Psychiatry 45, 558–568 (2011)CrossRef Parabiaghi, A., Rapisarda, F., D’Avanzo, B., Erlicher, A., Lora, A., Barbato, A.: Measuring clinical change in routine mental health care: differences between first time and longer term service users. Aust. N.Z. J. Psychiatry 45, 558–568 (2011)CrossRef
Zurück zum Zitat Pirkis, J.E., Burgess, P.M., Kirk, P.K., Dodson, S., Coombs, T.J., Williamson, M.K.: A review of the psychometric properties of the Health of the Nation Outcome Scales (HoNOS) family of measures. Health Qual. Life Outcomes 3, 76 (2005)CrossRef Pirkis, J.E., Burgess, P.M., Kirk, P.K., Dodson, S., Coombs, T.J., Williamson, M.K.: A review of the psychometric properties of the Health of the Nation Outcome Scales (HoNOS) family of measures. Health Qual. Life Outcomes 3, 76 (2005)CrossRef
Zurück zum Zitat Raudenbush, S.W., Chan, W.S.: Application of a hierarchical linear model to the study of adolescent deviance in an overlapping cohort design. J. Consult. Clin. Psychol. 61, 941–951 (1993)CrossRef Raudenbush, S.W., Chan, W.S.: Application of a hierarchical linear model to the study of adolescent deviance in an overlapping cohort design. J. Consult. Clin. Psychol. 61, 941–951 (1993)CrossRef
Zurück zum Zitat Rogosa, D.R., Willett, J.B.: Demonstrating the reliability of the difference score in the measurement of change. J. Educ. Meas. 20, 335–353 (1983)CrossRef Rogosa, D.R., Willett, J.B.: Demonstrating the reliability of the difference score in the measurement of change. J. Educ. Meas. 20, 335–353 (1983)CrossRef
Zurück zum Zitat Rogosa, D.R., Willett, J.B.: Understanding correlates of change by modelling individual differences in growth. Psychometrika 50, 203–228 (1985)CrossRef Rogosa, D.R., Willett, J.B.: Understanding correlates of change by modelling individual differences in growth. Psychometrika 50, 203–228 (1985)CrossRef
Zurück zum Zitat Rogosa, D., Brandt, D., Zimowski, M.: A growth curve approach to the measurement of change. Psychol. Bull. 92, 726–748 (1982)CrossRef Rogosa, D., Brandt, D., Zimowski, M.: A growth curve approach to the measurement of change. Psychol. Bull. 92, 726–748 (1982)CrossRef
Zurück zum Zitat Rossi, A., Amaddeo, F., Bisoffi, G., Ruggeri, M., Thornicroft, G., Tansella, M.: Dropping out of care: inappropriate terminations of contact with community-based psychiatric services. Br. J. Psychiatry 181, 331–338 (2002)CrossRef Rossi, A., Amaddeo, F., Bisoffi, G., Ruggeri, M., Thornicroft, G., Tansella, M.: Dropping out of care: inappropriate terminations of contact with community-based psychiatric services. Br. J. Psychiatry 181, 331–338 (2002)CrossRef
Zurück zum Zitat Sherman, M., Le Cessie, S.: A comparison between bootstrap methods and generalized estimating equations for correlated outcomes in generalized linear models. Commun. Stat. 26, 901–925 (1997)CrossRef Sherman, M., Le Cessie, S.: A comparison between bootstrap methods and generalized estimating equations for correlated outcomes in generalized linear models. Commun. Stat. 26, 901–925 (1997)CrossRef
Zurück zum Zitat Speer, D.C.: Clinically significant change: Jacobson & Truax (1991) revisited. J. Consult. Clin. Psychol. 60, 402–408 (1992)CrossRef Speer, D.C.: Clinically significant change: Jacobson & Truax (1991) revisited. J. Consult. Clin. Psychol. 60, 402–408 (1992)CrossRef
Zurück zum Zitat Speer, D.C.: What is the role of two-wave designs in clinical research? Comment on Hageman and Arrindell. Behav. Res. Ther. 37, 1203–1210 (1999)CrossRef Speer, D.C.: What is the role of two-wave designs in clinical research? Comment on Hageman and Arrindell. Behav. Res. Ther. 37, 1203–1210 (1999)CrossRef
Zurück zum Zitat Speer, D.C., Greenbaum, P.E.: Five methods for computing significant individual client change and improvement rates: support for an individual growth curve approach. J. Consult. Clin. Psychol. 63, 1044–1048 (1995)CrossRef Speer, D.C., Greenbaum, P.E.: Five methods for computing significant individual client change and improvement rates: support for an individual growth curve approach. J. Consult. Clin. Psychol. 63, 1044–1048 (1995)CrossRef
Zurück zum Zitat Stefanski, L.A., Cook, J.R.: Simulation-extrapolation: the measurement error jackknife. J. Am. Stat. Assoc. 90, 1247–1256 (1995)CrossRef Stefanski, L.A., Cook, J.R.: Simulation-extrapolation: the measurement error jackknife. J. Am. Stat. Assoc. 90, 1247–1256 (1995)CrossRef
Zurück zum Zitat Trauer, T.: Assessment of change in outcome measurement. In: Trauer, T. (ed.) Outcome Measurement in Mental Health, pp. 206–218. Cambridge University Press, Cambridge (2010) Trauer, T.: Assessment of change in outcome measurement. In: Trauer, T. (ed.) Outcome Measurement in Mental Health, pp. 206–218. Cambridge University Press, Cambridge (2010)
Zurück zum Zitat White, H.: Maximum likelihood estimation of misspecified models. Econometrica 50, 1–25 (1982)CrossRef White, H.: Maximum likelihood estimation of misspecified models. Econometrica 50, 1–25 (1982)CrossRef
Zurück zum Zitat Willet, J.B.: Questions and answers in the measurement of change. In: Rothkopf, E. (ed.) Review of Research in Education (1988–89), pp. 345–422. American Education Research Association, Washington, DC (1988) Willet, J.B.: Questions and answers in the measurement of change. In: Rothkopf, E. (ed.) Review of Research in Education (1988–89), pp. 345–422. American Education Research Association, Washington, DC (1988)
Zurück zum Zitat Wing, J.K., Beevor, A.S., Curtis, R.H., Park, S.B., Hadden, S., Burns, A.: Health of the Nation Outcome Scales (HoNOS). Research and development. Br. J. Psychiatry 172, 11–18 (1998)CrossRef Wing, J.K., Beevor, A.S., Curtis, R.H., Park, S.B., Hadden, S., Burns, A.: Health of the Nation Outcome Scales (HoNOS). Research and development. Br. J. Psychiatry 172, 11–18 (1998)CrossRef
Zurück zum Zitat Wyrwich, K., Nienaber, N., Tierney, W., et al.: Further evidence supporting an SEM-based criterion for identifying meaningful intra-individual changes in health-related quality of life. J. Clin. Epidemiol. 52, 861–873 (1999)CrossRef Wyrwich, K., Nienaber, N., Tierney, W., et al.: Further evidence supporting an SEM-based criterion for identifying meaningful intra-individual changes in health-related quality of life. J. Clin. Epidemiol. 52, 861–873 (1999)CrossRef
Metadaten
Titel
Assessment of meaningful change in routine outcome measurement (ROM) with a combination of a longitudinal and a ‘classify and count’ approach
verfasst von
Pietro Giorgio Lovaglio
Alberto Parabiaghi
Publikationsdatum
01.09.2014
Verlag
Springer Netherlands
Erschienen in
Quality & Quantity / Ausgabe 5/2014
Print ISSN: 0033-5177
Elektronische ISSN: 1573-7845
DOI
https://doi.org/10.1007/s11135-013-9902-9

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