Do increases in patient activation result in improved self-management behaviors?
Open accessAbstract
Objective. The purpose of this study is to determine whether patient activation is a changing or changeable characteristic and to assess whether changes in activation also are accompanied by changes in health behavior. Study Methods. To obtain variability in activation and self‐management behavior, a controlled trial with chronic disease patients randomized into either intervention or control conditions was employed. In addition, changes in activation that occurred in the total sample were also examined for the study period. Using Mplus growth models, activation latent growth classes were identified and used in the analysis to predict changes in health behaviors and health outcomes. Data Sources. Survey data from the 479 participants were collected at baseline, 6 weeks, and 6 months. Principal Findings. Positive change in activation is related to positive change in a variety of self‐management behaviors. This is true even when the behavior in question is not being performed at baseline. When the behavior is already being performed at baseline, an increase in activation is related to maintaining a relatively high level of the behavior over time. The impact of the intervention, however, was less clear, as the increase in activation in the intervention group was matched by nearly equal increases in the control group. Conclusions. Results suggest that if activation is increased, a variety of improved behaviors will follow. The question still remains, however, as to what interventions will improve activation.
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Time-limited courses led by peers or professionals and aimed at empowering patients to manage their illness have been shown to improve disease control.
“Time-limited courses facilitated by peer or professional leaders and focused on empowering patients to manage their own illness have been shown to improve disease control35,36.”
From Self-management: Enabling and empowering patients living with cancer as a chronic illness (2011) · cites this paper as [35]
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Cites
Nonparametric Statistics for the Behavioral Sciences
Guitton, H., & Siegel, S. (1958) · Revue économique · doi:10.2307/3498751 · Cited by 35,281 · see citing works
Nonparametric Statistics for the Behavioral Sciences.
Whitfield, J. W., & Siegel, S. (1957) · Journal of the Royal Statistical Society Series A (General) · doi:10.2307/2342828 · Cited by 8,017 · see citing works
Hibbard, J. H., Stockard, J., Mahoney, E. R., & Tusler, M. (2004) · Health Services Research · doi:10.1111/j.1475-6773.2004.00269.x · Cited by 2,748 · cited 2× · see citing works
“These initial findings indicate the PAM predicts a range of behaviors, including: healthy behaviors (e.g., exercise, diet); disease-specific self-management behaviors; and consumeristic type behaviors (e.g., reading about risks with a new drug); (Hibbard et al. 2004, 2005).”
BackgroundSelf-citationLorig, K. R., Sobel, D. S., Stewart, A. L., Brown, B. W., Bandura, A., Ritter, P., Gonzalez, V. M., Laurent, D. D., & Holman, H. R. (1999) · Medical Care · doi:10.1097/00005650-199901000-00003 · Cited by 2,261 · see citing works
Development and Testing of a Short Form of the Patient Activation Measure
Hibbard, J. H., Mahoney, E. R., Stockard, J., & Tusler, M. (2005) · Health Services Research · doi:10.1111/j.1475-6773.2005.00438.x · Cited by 1,939 · see citing works
Self-citationShort, homogeneous versions of the Marlow-Crowne Social Desirability Scale
Strahan, R. F., & Gerbasi, K. C. (1972) · Journal of Clinical Psychology · doi:10.1002/1097-4679(197204)28:2 · Cited by 1,652 · see citing works
(2001) · PubMed · Cited by 1,506 · see citing works
Collaborative Management of Chronic Illness
Von Korff, M., Gruman, J., Schaefer, J., Curry, S. J., & Wagner, E. H. (1997) · Annals of Internal Medicine · doi:10.7326/0003-4819-127-12-199712150-00008 · Cited by 1,269 · see citing works
Telephone and Web: Mixed‐Mode Challenge
Greene, J., Speizer, H., & Wiitala, W. (2007) · Health Services Research · doi:10.1111/j.1475-6773.2007.00747.x · Cited by 81 · see citing works
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Cited by
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Hibbard, J. H., & Greene, J. (2013) · Health Affairs · doi:10.1377/hlthaff.2012.1061 · Cited by 1,787 · see citing works
Self-management: Enabling and empowering patients living with cancer as a chronic illness
McCorkle, R., Ercolano, E., Lazenby, M., Schulman-Green, D., Schilling, L. S., Lorig, K., & Wagner, E. H. (2011) · CA: A Cancer Journal for Clinicians · doi:10.3322/caac.20093 · Cited by 950 · see citing works
The digital revolution and its impact on mental health care
Bucci, S., Schwannauer, M., & Berry, N. (2019) · Psychology and Psychotherapy: Theory, Research and Practice · doi:10.1111/papt.12222 · Cited by 444 · see citing works
eHealth for Patient Engagement: A Systematic Review
Barello, S., Triberti, S., Graffigna, G., Libreri, C., Serino, S., Hibbard, J., & Riva, G. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.02013 · Cited by 411 · see citing works
Self-citationHibbard, J. H., Greene, J., & Overton, V. (2013) · Health Affairs · doi:10.1377/hlthaff.2012.1064 · Cited by 398 · see citing works
Self-citationFrom patient education to patient engagement: Implications for the field of patient education
Gruman, J., Rovner, M. H., French, M. E., Jeffress, D., Sofaer, S., Shaller, D., & Prager, D. J. (2010) · Patient Education and Counseling · doi:10.1016/j.pec.2010.02.002 · Cited by 362 · see citing works
Druss, B. G., Zhao, L., von Esenwein, S. A., Bona, J. R., Fricks, L., Jenkins-Tucker, S., Sterling, E., DiClemente, R., & Lorig, K. (2010) · Schizophrenia Research · doi:10.1016/j.schres.2010.01.026 · Cited by 363 · see citing works
Integrative Health Coaching for Patients With Type 2 Diabetes
Wolever, R. Q., Dreusicke, M., Fikkan, J., Hawkins, T. V., Yeung, S., Wakefield, J., Duda, L., Flowers, P., Cook, C., & Skinner, E. (2010) · The Diabetes Educator · doi:10.1177/0145721710371523 · Cited by 317 · see citing works
Zaretsky, J., Kim, J. M., Baskharoun, S., Zhao, Y., Austrian, J., Aphinyanaphongs, Y., Gupta, R., Blecker, S. B., & Feldman, J. (2024) · JAMA Network Open · doi:10.1001/jamanetworkopen.2024.0357 · Cited by 303 · see citing works
Self-management education interventions for patients with cancer: a systematic review
Howell, D., Harth, T., Brown, J., Bennett, C., & Boyko, S. (2017) · Supportive Care in Cancer · doi:10.1007/s00520-016-3500-z · Cited by 261 · see citing works
Remmers, C., Hibbard, J., Mosen, D. M., Wagenfield, M., Hoye, R. E., & Jones, C. (2009) · Journal of Ambulatory Care Management · doi:10.1097/jac.0b013e3181ba6e77 · Cited by 242 · see citing works
Self-citationFowles, J. B., Terry, P., Xi, M., Hibbard, J., Bloom, C. T., & Harvey, L. (2009) · Patient Education and Counseling · doi:10.1016/j.pec.2009.02.018 · Cited by 221 · see citing works
Self-citationPatient-physician role relationships and patient activation among individuals with chronic illness
Alexander, J. A., Hearld, L. R., Mittler, J. N., & Harvey, J. (2012) · Health Services Research · doi:10.1111/j.1475-6773.2011.01354.x · Cited by 206 · see citing works
Topical drug delivery systems in dermatology: a review of patient adherence issues
Tan, X., Feldman, S. R., Chang, J., & Balkrishnan, R. (2012) · Expert Opinion on Drug Delivery · doi:10.1517/17425247.2012.711756 · Cited by 159 · see citing works
Almutairi, N., Hosseinzadeh, H., & Gopaldasani, V. (2020) · Primary Care Diabetes · doi:10.1016/j.pcd.2019.08.009 · Cited by 144 · see citing works
Szanton, S. L., Wolff, J. W., Leff, B., Thorpe, R. J., Tanner, E. K., Boyd, C., Xue, Q., Guralnik, J., Bishai, D., & Gitlin, L. N. (2014) · Contemporary Clinical Trials · doi:10.1016/j.cct.2014.03.005 · Cited by 138 · see citing works
The Integration of Chronic Illness Self-Management
Audulv, Å., Asplund, K., & Norbergh, K.-G. (2012) · Qualitative Health Research · doi:10.1177/1049732311430497 · Cited by 98 · see citing works
Jerofke, T., Weiss, M., & Yakusheva, O. (2014) · Journal of Advanced Nursing · doi:10.1111/jan.12286 · Cited by 61 · see citing works
Shah, V. O., Carroll, C., Mals, R., Ghahate, D., Bobelu, J., Sandy, P., Colleran, K., Schrader, R., Faber, T., & Burge, M. R. (2015) · PLOS ONE · doi:10.1371/journal.pone.0125820 · Cited by 45 · see citing works
Aung, E., Donald, M., Coll, J. R., Williams, G. M., & Doi, S. A. R. (2016) · Health Expectations · doi:10.1111/hex.12359 · Cited by 37 · see citing works
Wollin, J. A., Spencer, N., McDonald, E., Fulcher, G., Bourne, M., & Simmons, R. D. (2013) · International Journal of MS Care · doi:10.7224/1537-2073.2012-032 · Cited by 28 · see citing works
Alexander, J., Hearld, L., & Mittler, J. N. (2014) · Medical Care Research and Review · doi:10.1177/1077558714541967 · Cited by 24 · see citing works
RODRIGUEZ, H. P., POON, B. Y., WANG, E., & SHORTELL, S. M. (2019) · The Milbank Quarterly · doi:10.1111/1468-0009.12400 · Cited by 21 · see citing works
Damschroder, L. J., Buis, L. R., McCant, F. A., Kim, H. M., Evans, R., Oddone, E. Z., Bastian, L. A., Hooks, G., Kadri, R., White-Clark, C., et al. (2020) · Journal of Medical Internet Research · doi:10.2196/19216 · Cited by 23 · see citing works
Serio, C. D., Hessing, J., Reed, B., Hess, C., & Reis, J. (2015) · JMIR Research Protocols · doi:10.2196/resprot.3392 · Cited by 19 · see citing works
Motivational interviewing skills practice enhanced with artificial intelligence: ReadMI
Hershberger, P. J., Pei, Y., Bricker, D. A., Crawford, T. N., Shivakumar, A., Castle, A., Conway, K., Medaramitta, R., Rechtin, M., & Wilson, J. F. (2024) · BMC Medical Education · doi:10.1186/s12909-024-05217-4 · Cited by 18 · see citing works
de Leon, E. B., Campos, H. L. M., Santos, N. B., Brito, F. A., & Almeida, F. A. (2024) · BMC Health Services Research · doi:10.1186/s12913-023-10529-0 · Cited by 8 · see citing works
- Authors
- Hibbard, J. H., Mahoney, E. R., Stock, R., & Tusler, M.
- Affiliations
- University of Oregon (US)
- Sacred Heart Medical Center (US)
- Corresponding author
- Hibbard, Judith H.
- ORCID
- Hibbard, Judith H.
- Venue
- Health Services Research
- Publisher
- Wiley
- Published
- 2006-12-05
- Volume
- 42
- Issue
- 4
- Pages
- 1443-1463
- ISSN
- 0017-9124 (ISSN-L)
- 1475-6773
- PMC
- PMC1955271
- OpenAlex
- W1975921825
- Cited by
- 906
- References
- 9
- Citations by year
- 2026: 16 · 2025: 42 · 2024: 50 · 2023: 41 · 2022: 59 · 2021: 66 · 2020: 58 · 2019: 62 · 2018: 62 · 2017: 65 · 2016: 61 · 2015: 85 · 2014: 60 · 2013: 48 · 2012: 33
- FWCI
- 17.37
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Health Services Research (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Robert Wood Johnson Foundation
- University of Oregon
- Topics
- Health Sciences › Health Professions › General Health Professions › Health and Wellbeing Research
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Social Sciences › Psychology › Applied Psychology › Behavioral Health and Interventions
- Keywords
- patient activation, self-management behavior, chronic disease, health behavior change, latent growth curve models, health interventions, health outcomes
- MeSH terms
- Aged, Arthritis, Chronic Disease, Diabetes Mellitus, Female, Health Services, Humans, Hypertension, Male, Middle Aged, Models, Psychological, Patient Acceptance of Health Care, Self Care, Socioeconomic Factors, Health Behavior
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