Abstract
Little attention is paid in prevention research to the ability of measures to accurately assess change, termed “responsiveness” or “sensitivity to change.” This paper reviews definitions and measures of responsiveness, and suggests five strategies for increasing sensitivity to change, with central focus on prevention research with small samples: (a) improving understandability and cultural validity, (b) assuring that the measure covers the full range of the latent construct being measured, (c) eliminating redundant items, (d) maximizing sensitivity of the device used to collect responses; and (e) asking directly about change. Examples of the application of each strategy are provided. The discussion focuses on using the issues as a checklist for improving measures and the implications of sensitivity to change for prevention research with small samples.
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Allen, J., Mohatt, G., Fok, C. C. T., Henry, D., & People Awakening Team. (2009). Suicide prevention as a community development process: Understanding circumpolar youth suicide prevention through community level outcomes. International Journal of Circumpolar Health, 68, 274–291. Retrieved from http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2875412/.
Allen, J., Mohatt, G. V., Fok, C. C. T., Henry, D., Burket, R., & People Awakening Team. (2014). A protective factor model for alcohol abuse and suicide prevention among Alaska Native youth. American Journal of Community Psychology, 54, 125–139. doi:10.1007/s10464-014-9661-3.
Bartunek, J. M., & Moch, M. K. (1987). First-order, second-order, and third-order change and organization development interventions: A cognitive approach. The Journal of Applied Behavioral Science, 23, 483–500. doi:10.1177/002188638702300404.
Beneke, M., & Rasmus, W. (1992). ‘Clinical global impressions’ (ECDEU): Some critical comments. Pharmacopsychiatrie, 25, 171–176.
Campbell, D. T., Stanley, J. C., & Gage, N. L. (1963). Experimental and quasi-experimental designs for research. Boston: Houghton, Mifflin and Company.
Cox, E. P. (1980). The optimal number of response alternatives for a scale: A review. Journal of Marketing Research, 17, 407–422. doi:10.2307/3150495.
Dahlke, F., Lohaus, A., & Gutzmann, H. (1992). Reliability and clinical concepts underlying global judgments in dementia: Implications for clinical research. Psychopharmacology Bulletin, 28, 425–432.
Ebesutani, C., Drescher, C. F., Reise, S. P., Heiden, L., Hight, T. L., Damond, J. D., & Young, J. (2012). The Loneliness Questionnaire–Short version: An evaluation of reverse-worded and non-reverse-worded items via item response theory. Journal of Personality Assessment, 94, 427–437. doi:10.1080/00223891.2012.662188.
Fok, C. C. T., Allen, J., Henry, D., Mohatt, G., & People Awakening Team. (2011a). Multicultural Mastery Scale for Youth: Multidimensional assessment of culturally mediated coping strategies. Psychological Assessment. doi:10.1037/a0025505.
Fok, C.C.T., Allen, J.A., & Henry, D., The People Awakening Team. (2011b). The Brief Family Relationship Scale: A brief measure of the relationship dimension in family functioning. doi:10.1177/1073191111425856.
Fok, C.C.T., Henry, D., & Allen, J.A. (this issue). Maybe small is too small a term: Introduction to advancing small sample prevention science.
Frank, E., Prien, R. F., Jarrett, R. B., Keller, M. B., Kupfer, D. J., Lavori, P. W., Rush, A. J., & Weissman, M. M. (1991). Conceptualization and rationale for consensus definitions of terms in major depressive disorder. Archives of General Psychiatry, 48, 851–855.
Grice, H. P. (1975). Logic and conversation. In P. Cole & J. L. Morgan (Eds.), Syntax and semantics (Vol. 3, pp. 41–58). New York: Academic.
Guastello, S. J., Aruka, Y., Doyle, M., & Smerz, K. E. (2008). Cross-cultural generalizability of a cusp catastrophe model for binge drinking among college students. Nonlinear Dynamics, Psychology, and Life Sciences, 12, 397–407.
Guy, W. (1976). Clinical global impressions. In W. Guy (Ed.), ECDEU assessment manual for psychopharmacology, revised (pp. 218–222). Rockville: National Institute of Mental Health.
Guyatt, G., Walter, S., & Norman, G. (1987). Measuring change over time: Assessing the usefulness of evaluative instruments. Journal of Chronic Diseases, 40, 171–178.
Guyatt, G. H., Deyo, R. A., Charlson, M., Levine, M. N., & Mitchell, A. (1989). Responsiveness and validity in health status measurement: A clarification. Journal of Clinical Epidemiology, 42, 403–408.
Hanley, J. A., & McNeil, B. J. (1983). A method of comparing the areas under receiver operating characteristics curves derived from the same cases. Radiology, 148, 839–843.
Hays, R. D., & Hadorn, D. (1992). Responsiveness to change: An aspect of validity, not a separate dimension. Quality of Life Research, 1, 73–75.
Henry, D., Pavuluri, M. N., Youngstrom, E., & Birmaher, B. (2008). Accuracy of brief and full forms of the child mania rating scale. Journal of Clinical Psychology, 64, 1–14. doi:10.1002/jclp.20464.
Himadi, W. G., Boice, R., & Barlow, D. H. (1986). Assessment of agoraphobia—II: Measurement of clinical change. Behaviour Research and Therapy, 24, 321–332.
Jackson, T., McKenzie, J., & Hobfoll, S. E. (2000). Communal aspects of self-regulation. In M. Boekaerts, P. R. Pintrich, & M. Zeider (Eds.), Handbook of self-regulation. San Diego: Academic.
Jacobson, N. S., & Truax, P. (1991). Clinical significance: A statistical approach to defining meaningful change in psychotherapy research. Journal of Consulting and Clinical Psychology, 59, 12.
Kristal, A. R., Beresford, S. A., & Lazovich, D. (1994). Assessing change in diet-intervention research. The American Journal of Clinical Nutrition, 59, 185S–189S.
Lewin, K. (1947). Frontiers in group dynamics. Human Relations, 1, 143–153.
Liang, M. H., Fossel, A. H., & Larson, M. G. (1990). Comparisons of five health status instruments for orthopaedic evaluation. Medical Care, 28, 632–642.
Linacre, J. M. (2002). Optimizing rating scale category effectiveness. Journal of Applied Measurement, 3, 85–106.
Metz, C. E. (1978). Basic principles of ROC analysis. Seminars in Nuclear Medicine, 8, 283–298.
Mohatt, G. V., Fok, C. C. T., Henry, D., Allen, J., & People Awakening Team. (2014). Feasibility of a community intervention for the prevention of suicide and alcohol abuse with Yup’ik Alaska Native youth: The Elluam Tungiinun and Yupiucimta Asvairtuumallerkaa studies. American Journal of Community Psychology, 54, 153–169. doi:10.1007/s10464-014-9646-2.
Norman, G. R., Stratford, P., & Regehr, G. (1997). Methodological problems in the retrospective computation of responsiveness to change: The lesson of Cronbach alpha. Journal of Clinical Epidemiology, 50, 869–879.
Pavuluri, M. N., Henry, D., Naylor, M., Carbray, J., Sampson, G., & Janicak, P. G. (2004). A pharmacotherapy algorithm for stabilization and maintenance of pediatric bipolar disorder. Journal of American Academy of Child and Adolescent Psychiatry, 43, 859–867.
Pavuluri, M. N., Henry, D. B., Devineni, B., Carbray, J. A., & Birmaher, B. (2006). Child Mania Rating Scale: Development, reliability, and validity. Journal of the American Academy of Child and Adolescent Psychiatry, 45, 550–560. doi:10.1097/01.chi.0000205700.40700.50.
Pearlin, L. I., Menaghan, E. G., Lieberman, M. A., & Mullan, J. T. (1981). The stress process. Journal of Health & Social Behavior, 22, 337–356.
Prochaska, J. O., & DiClemente, C. C. (1983). Stages and processes of self-change of smoking: Toward an integrative model of change. Journal of Consulting and Clinical Psychology, 51, 390–395.
Puhan, M. A., Bryant, D., Guyatt, G. H., Heels-Ansdell, D., & Schünemann, H. J. (2005). Internal consistency reliability is a poor predictor of responsiveness. Health and Quality of Life Outcomes, 3, 1–8. doi:10.1186/1477-7525-3-33.
Raudenbush, S. W., & Liu, X. (2001). Effects of study duration, frequency of observation, and sample size on power in studies of group differences in polynomial change. Psychological Methods, 6, 387–401. doi:10.1037/1082-989X.6.4.387.
Rizopoulos, D. (2006). ltm: An R package for latent variable modelling and item response theory analyses. Journal of Statistical Software, 17, 1–25.
Samejima, F. (1969). Estimation of latent ability using a response pattern of graded scores. Psychometrika Monograph Supplement, 34, 100–114.
Sato, T. L., Turnbull, C. D., Davidson, J. R. T., & Madakasira, S. (1984). Depressive illness and placebo response. International Journal of Psychiatry Medicine, 14, 171–179.
Schwarz, N. (1999). Self-reports: How the questions shape the answers. American Psychologist, 54, 93–105.
Schwarz, N., Knäuper, B., Hippler, H. J., Noelle-Neumann, E., & Clar, F. (1991). Rating scales: Numeric values may change the meaning of scale labels. Public Opinion Quarterly, 55, 570–582.
Sharma, E., Beck, K. H., & Clar, P. I. (2013). Social context of smoking hookah among college students: Scale development and validation. Journal of American College Health, 61, 204–211. doi:10.1080/07448481.2013.787621.
Spearing, M. K., Post, R. M., Levericha, G. S., Brandt, D., & Nolen, W. (1997). Modification of the Clinical Global Impressions (CGI) scale for use in bipolar illness (BP): The CGI-BP. Psychiatric Research, 73, 159–171.
Spybrook, J., Raudenbush, S. W., Congdon, R., & Martínez, A. (2009). Optimal design for longitudinal and multilevel research: Documentation for the “Optimal Design” software. New York: William T. Grant Foundation.
Streiner, D. L., & Norman, G. R. (1995). Health measurement scales: A practical guide to their development and use (3rd ed.). Oxford: Oxford University Press.
Wakschlag, L.S., Briggs-Gowan, M.J., Choi, S.W., Nichols, S.R., Kestler, J., Burns, J.L., … & Henry, D. (2014). Advancing a multidimensional, developmental spectrum approach to preschool disruptive behavior. Journal of the American Academy of Child & Adolescent Psychiatry, 53(1), 82–96.
Wästberg, B. A., Haglund, L., & Eklund, M. (2012). The work environment impact scale–self-rating (WEIS-SR) evaluated in primary health care in Sweden. Work: A Journal of Prevention, Assessment and Rehabilitation, 42, 447–457.
West, A. E., Celio, C. I., Henry, D. B., & Pavuluri, M. N. (2011). Child mania rating scale-parent version: A valid measure of symptom change due to pharmacotherapy. Journal of Affective Disorders, 128, 112–119.
Zimmerman, M., McGlinchey, J. B., Posternak, M. A., Friedman, M., Attiullah, N., & Boerescu, D. (2006). How should remission from depression be defined? The depressed patient’s perspective. American Journal of Psychiatry, 163, 148–150.
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Fok, C.C.T., Henry, D. Increasing the Sensitivity of Measures to Change. Prev Sci 16, 978–986 (2015). https://doi.org/10.1007/s11121-015-0545-z
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DOI: https://doi.org/10.1007/s11121-015-0545-z