An Adaptive, Contextual, Technology‐Aided Support (ACTS) System for Chronic Illness Self‐Management
Open accessAbstract
Policy Points: Fundamental changes are needed in how complex chronic illness conditions are conceptualized and managed. Health management plans for chronic illness need to be integrated, adaptive, contextual, technology aided, patient driven, and designed to address the multilevel social environment of patients’ lives. Such primary care–based health management plans are feasible today but will be even more effective and sustainable if supported by systems thinking, technological advances, and policies that create and reinforce home, work, and health care collaborations. Context: The current health care system is failing patients with chronic illness, especially those with complex comorbid conditions and social determinants of health challenges. The current system combined with unsustainable health care costs, lack of support for primary care in the United States, and aging demographics create a frightening probable future. Methods: Recent developments, including integrated behavioral health, community resources to address social determinants, population health infrastructure, patient‐centered digital‐health self‐management support, and complexity science have the potential to help address these alarming trends. This article describes, first, the opportunity to integrate these trends and, second, a proposal for an integrated, patient‐directed, adaptive, contextual, and technology‐aided support (ACTS) system, based on a patient's life context and home/primary care/work‐setting “support triangle.” Findings: None of these encouraging trends is a panacea, and although most have been described previously, they have not been integrated. Here we discuss an example of integration using these components and how our proposed model (termed My Own Health Report) can be applied, along with its strengths, limitations, implications, and opportunities for practice, policy, and research. Conclusions: This ACTS system builds on and extends the current chronic illness management approaches. It is feasible today and can produce even more dramatic improvements in the future.
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Enhancing clients' role management (activities and social interaction domains) and strategies to find, access, or manage formal and informal supports and resources (resources domain) are part of managing and living with chronic conditions.
“Enhancing clients’ role management (ie, activities and social interaction domains) and strategies to find, access, or manage formal and informal supports and resources (ie, resources domain) are also part of managing and living with chronic conditions [76-78].”
From Features of Structured, One-to-One Videoconference Interventions That Actively Engage People in the Management of Their Chronic Conditions: Scoping Review (2025) · cites this paper as [76]
Cites
Agendas, Alternatives, and Public Policies
Perry, J. L., & Kingdon, J. W. (1985) · Journal of Policy Analysis and Management · doi:10.2307/3323801 · Cited by 11,318 · see citing works
Closing the gap in a generation: health equity through action on the social determinants of health
Marmot, M. G., Friel, S., Bell, R., Houweling, T. A. J., & Taylor, S. A. J. (2008) · The Lancet · doi:10.1016/s0140-6736(08)61690-6 · Cited by 8,238 · see citing works
Contribution of Primary Care to Health Systems and Health
STARFIELD, B., SHI, L., & MACINKO, J. (2005) · The Milbank Quarterly · doi:10.1111/j.1468-0009.2005.00409.x · Cited by 5,507 · see citing works
Actual Causes of Death in the United States, 2000
Mokdad, A. H. (2004) · JAMA · doi:10.1001/jama.291.10.1238 · Cited by 5,211 · see citing works
Organizing Care for Patients with Chronic Illness
Wagner, E. H., Austin, B. T., & Korff, M. V. (1996) · The Milbank Quarterly · doi:10.2307/3350391 · Cited by 2,877 · see citing works
Danaei, G., Ding, E. L., Mozaffarian, D., Taylor, B., Rehm, J., Murray, C. J. L., & Ezzati, M. (2009) · PLoS Medicine · doi:10.1371/journal.pmed.1000058 · Cited by 2,860 · see citing works
The dynamic sustainability framework: addressing the paradox of sustainment amid ongoing change
Chambers, D. A., Glasgow, R. E., & Stange, K. C. (2013) · Implementation Science · doi:10.1186/1748-5908-8-117 · Cited by 1,724 · see citing works
Self-citationEvidence on the Chronic Care Model in the new millennium
Coleman, K., Austin, B. T., Brach, C., & Wagner, E. H. (2009) · Health Affairs · doi:10.1377/hlthaff.28.1.75 · Cited by 1,606 · see citing works
Sittig, D. F., & Singh, H. (2010) · Quality and Safety in Health Care · doi:10.1136/qshc.2010.042085 · Cited by 897 · see citing works
Multiple Chronic Conditions Among US Adults: A 2012 Update
Ward, B. W., Schiller, J. S., & Goodman, R. A. (2014) · Preventing Chronic Disease · doi:10.5888/pcd11.130389 · Cited by 848 · see citing works
Barr, V., Robinson, S., Marin-Link, B., Underhill, L., Dotts, A., Ravensdale, D., & Salivaras, S. (2003) · Healthcare Quarterly · doi:10.12927/hcq.2003.16763 · Cited by 686 · see citing works
Estimated deaths attributable to social factors in the United States
Galea, S., Tracy, M., Hoggatt, K. J., DiMaggio, C., & Karpati, A. (2011) · American Journal of Public Health · doi:10.2105/ajph.2010.300086 · Cited by 606 · see citing works
Accountable Health Communities — Addressing Social Needs through Medicare and Medicaid
Alley, D. E., Asomugha, C. N., Conway, P. H., & Sanghavi, D. M. (2016) · New England Journal of Medicine · doi:10.1056/nejmp1512532 · Cited by 606 · see citing works
Chambers, D. A., & Norton, W. E. (2016) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2016.05.011 · Cited by 581 · see citing works
Does the Chronic Care Model Serve Also as a Template for Improving Prevention?
Glasgow, R. E., Orleans, C. T., Wagner, E. H., Curry, S. J., & Solberg, L. I. (2001) · Milbank Quarterly · doi:10.1111/1468-0009.00222 · Cited by 447 · see citing works
Self-citationAddressing social determinants of health and health inequalities
Adler, N. E., Glymour, M. M., & Fielding, J. (2016) · JAMA · doi:10.1001/jama.2016.14058 · Cited by 426 · 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
A Rapid-Learning Health System
Etheredge, L. M. (2007) · Health Affairs · doi:10.1377/hlthaff.26.2.w107 · Cited by 345 · see citing works
Implementing Practical Interventions to Support Chronic Illness Self-Management
Glasgow, R. E., Davis, C. L., Funnell, M. M., & Beck, A. (2003) · The Joint Commission Journal on Quality and Safety · doi:10.1016/s1549-3741(03)29067-5 · Cited by 343 · see citing works
Self-citationChambers, D. A., Feero, W. G., & Khoury, M. J. (2016) · JAMA · doi:10.1001/jama.2016.3867 · Cited by 313 · see citing works
Integrated care programmes for adults with chronic conditions: a meta-review
Martínez-González, N. A., Berchtold, P., Ullman, K., Busato, A., & Egger, M. (2014) · International Journal for Quality in Health Care · doi:10.1093/intqhc/mzu071 · Cited by 253 · see citing works
Bayliss, E. A., Bonds, D. E., Boyd, C. M., Davis, M. M., Finke, B., Fox, M. H., Glasgow, R. E., Goodman, R. A., Heurtin-Roberts, S., Lachenmayr, S., et al. (2014) · The Annals of Family Medicine · doi:10.1370/afm.1643 · Cited by 225 · see citing works
Self-citationVital Directions for Health and Health Care
Dzau, V. J., McClellan, M., McGinnis, J. M., Burke, S. P., Coye, M. J., Díaz, Á., Daschle, T. A., Frist, W. H., Gaines, M. E., Hamburg, M. A., et al. (2017) · JAMA · doi:10.1001/jama.2017.1964 · Cited by 205 · see citing works
Leppin, A. L., Montori, V. M., & Gionfriddo, M. R. (2015) · Healthcare · doi:10.3390/healthcare3010050 · Cited by 188 · see citing works
The Patient-Centered Medical Home
Hoff, T. J., Weller, W. E., & DePuccio, M. J. (2012) · Medical Care Research and Review · doi:10.1177/1077558712447688 · Cited by 181 · see citing works
Clinician Experiences with Screening for Social Needs in Primary Care
Tong, S. T., Liaw, W. R., Kashiri, P. L., Pecsok, J., Rozman, J., Bazemore, A. W., & Krist, A. H. (2018) · The Journal of the American Board of Family Medicine · doi:10.3122/jabfm.2018.03.170419 · Cited by 173 · see citing works
Self-citationA Vision for Patient-Centered Health Information Systems
Krist, A. H. (2011) · JAMA · doi:10.1001/jama.2010.2011 · Cited by 168 · see citing works
Self-citationA Population Approach to Precision Medicine
Khoury, M. J., GWINN, M. L., Glasgow, R. E., & Kramer, B. S. (2012) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2012.02.012 · Cited by 162 · see citing works
Self-citationBoehmer, K. R., Dabrh, A. M. A., Gionfriddo, M. R., Erwin, P. J., & Montori, V. M. (2018) · PLoS ONE · doi:10.1371/journal.pone.0190852 · Cited by 138 · see citing works
Hämmig, O., & Bauer, G. F. (2013) · BMC Public Health · doi:10.1186/1471-2458-13-1170 · Cited by 136 · see citing works
Peer Support in Health Care and Prevention: Cultural, Organizational, and Dissemination Issues
Fisher, E. B., Coufal, M. M., Parada, H., Robinette, J. B., Tang, P. Y., Urlaub, D. M., Castillo, C., Guzman-Corrales, L. M., Hino, S., Hunter, J. C., et al. (2014) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-032013-182450 · Cited by 132 · see citing works
Gallo, J. J., Hwang, S., Joo, J. H., Bogner, H. R., Morales, K. H., BRUCE, M. L., & Reynolds, C. F. (2015) · Journal of General Internal Medicine · doi:10.1007/s11606-015-3524-y · Cited by 104 · see citing works
Factors influencing the implementation of chronic care models: A systematic literature review
Davy, C. P., Bleasel, J. M., Liu, H., Tchan, M., Ponniah, S., & Brown, A. D. H. (2015) · BMC Family Practice · doi:10.1186/s12875-015-0319-5 · Cited by 102 · see citing works
Realizing the Promise of Web 2.0: Engaging Community Intelligence
Hesse, B. W., O’Connell, M. E., Augustson, E. M., Chou, W. S., Shaikh, A. R., & Rutten, L. J. F. (2011) · Journal of Health Communication · doi:10.1080/10810730.2011.589882 · Cited by 88 · see citing works
Glasgow, R. E., Fisher, L., Strycker, L. A., Hessler, D., Toobert, D. J., King, D. K., & Jacobs, T. G. (2013) · Translational Behavioral Medicine · doi:10.1007/s13142-013-0232-1 · Cited by 86 · see citing works
Self-citationThe MOHR Study Group, Krist, A. H., Glenn, B. A., Glasgow, R. E., Balasubramanian, B. A., Chambers, D., Fernández, M. E., Heurtin‐Roberts, S., Kessler, R. S., Ory, M. G., et al. (2013) · Implementation Science · doi:10.1186/1748-5908-8-73 · Cited by 79 · see citing works
Self-citationEngagement With Automated Patient Monitoring and Self-Management Support Calls
Piette, J. D., Rosland, A.-M. M., Marinec, N. S., Striplin, D., Bernstein, S. J., & Silveira, M. J. (2012) · Medical Care · doi:10.1097/mlr.0b013e318277ebf8 · Cited by 69 · see citing works
Machlin, S. R., & Soni, A. (2013) · Preventing Chronic Disease · doi:10.5888/pcd10.120172 · Cited by 67 · see citing works
Krieger, N., Кошелева, А., Waterman, P. D., Chen, J. T., Beckfield, J., & Kiang, M. V. (2014) · International Journal of Epidemiology · doi:10.1093/ije/dyu047 · Cited by 65 · see citing works
Glasgow, R. E., Kwan, B. M., & Matlock, D. D. (2018) · Journal of Clinical and Translational Science · doi:10.1017/cts.2018.31 · Cited by 59 · see citing works
Self-citationdeGruy, F. V., & Etz, R. (2010) · Families Systems & Health · doi:10.1037/a0022049 · Cited by 55 · see citing works
Self-citationCohen, D. J., Keller, S., DeVoe, J. E., & Davis (2012) · Journal of Healthcare Leadership · doi:10.2147/jhl.s16441 · Cited by 54 · see citing works
Gold, H. T., Karia, R. J., Link, A. P., Lebwohl, R., Zuckerman, J. D., Errico, T. J., Slover, J. D., Buckland, A. J., Mann, D. M., & Cantor, M. N. (2018) · Health Informatics Journal · doi:10.1177/1460458218813710 · Cited by 46 · see citing works
Krist, A. H., Woolf, S. H., Hochheimer, C. J., Sabo, R., Kashiri, P. L., Jones, R. M., Lafata, J. E., Etz, R., & Tu, S.-P. (2017) · The Annals of Family Medicine · doi:10.1370/afm.2063 · Cited by 40 · see citing works
Self-citationBarr, V., Robinson, S. E., Marin-Link, B., et al. (2013) · Cited by 38 · see citing works
Conducting Rapid, Relevant Research
Glasgow, R. E., Kessler, R. S., Ory, M. G., Roby, D. H., Gorin, S. S., & Krist, A. H. (2014) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2014.03.007 · Cited by 37 · see citing works
Self-citationEffects of Care Management and Telehealth: A Longitudinal Analysis Using Medicare Data
Baker, L. C., Macaulay, D. S., Sorg, R. A., Diener, M. D., Johnson, S. J., & Birnbaum, H. G. (2013) · Journal of the American Geriatrics Society · doi:10.1111/jgs.12407 · Cited by 37 · see citing works
Heintzman, J., Gold, R. B., Krist, A. H., Crosson, J. C., Likumahuwa-Ackman, S., & DeVoe, J. E. (2014) · The Journal of the American Board of Family Medicine · doi:10.3122/jabfm.2014.06.140092 · Cited by 36 · see citing works
Self-citationThe impact of behavioral and mental health risk assessments on goal setting in primary care
For The MOHR Study Group, Krist, A. H., Glasgow, R. E., et al. (2016) · Translational Behavioral Medicine · doi:10.1007/s13142-015-0384-2 · Cited by 35 · see citing works
Self-citationHarvey, G., Dollard, J., Marshall, A., et al. (2018) · International Journal of Health Policy and Management · doi:10.15171/ijhpm.2017.144 · Cited by 34 · see citing works
A Focus on the Program of All-Inclusive Care for the Elderly (PACE)
Gonzalez, L. (2017) · Journal of Aging & Social Policy · doi:10.1080/08959420.2017.1281092 · Cited by 33 · see citing works
Healthcare Reform: The Need for a Complex Adaptive Systems Approach
Sturmberg, J. P., O’Halloran, D., & Martin, C. M. (2012) · Springer eBooks · doi:10.1007/978-1-4614-4998-0_47 · Cited by 29 · see citing works
Proactive Screening for Health Needs in United Way's 2-1-1 Information and Referral Service
Eddens, K. S., Kreuter, M. W., & Archer, K. (2011) · Journal of Social Service Research · doi:10.1080/01488376.2011.547445 · Cited by 29 · see citing works
Integrating Public Health and Primary Care Systems
Landon, B. E., Grumbach, K., & Wallace, P. (2012) · JAMA · doi:10.1001/jama.2012.8227 · Cited by 27 · see citing works
Linking Community Resources in Diabetes Care: a Role for Technology?
Tung, E. L., & Peek, M. E. (2015) · Current Diabetes Reports · doi:10.1007/s11892-015-0614-5 · Cited by 23 · see citing works
Balasubramanian, B. A., Heurtin‐Roberts, S., Krasny, S., et al. (2017) · The Journal of the American Board of Family Medicine · doi:10.3122/jabfm.2017.03.160151 · Cited by 18 · see citing works
Pfeiffer, P. N., Valenstein, M. M., Ganoczy, D. A., Henry, J., Dobscha, S. K., & Piette, J. D. (2016) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-016-1288-2 · Cited by 16 · see citing works
Wysham, N. G., Abernethy, A. P., & Cox, C. E. (2014) · Current Opinion in Critical Care · doi:10.1097/mcc.0000000000000139 · Cited by 15 · see citing works
Hesse, B. W., Ahern, D. K., & Beckjord, E. B. (2016) · Cited by 15 · see citing works
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Organizing Care for Patients With Chronic Illness Revisited
WAGNER, E. H. (2019) · The Milbank Quarterly · doi:10.1111/1468-0009.12416 · Cited by 109 · see citing works
Glasgow, R. E., Trinkley, K. E., Ford, B., & Rabin, B. A. (2024) · Global Implementation Research and Applications · doi:10.1007/s43477-024-00134-6 · Cited by 70 · see citing works
Self-citationChen, Y.-T., Lehman, M., Van Denend, T., Kish, J., Wu, Y., Preissner, K., Plow, M., & Packer, T. L. (2025) · Journal of Medical Internet Research · doi:10.2196/58543 · Cited by 3 · see citing works
“Enhancing clients’ role management (ie, activities and social interaction domains) and strategies to find, access, or manage formal and informal supports and resources (ie, resources domain) are also part of managing and living with chronic conditions [76-78].”
- Authors
- GLASGOW, R. E., HUEBSCHMANN, A. G., KRIST, A. H., & DEGRUY, F. V.
- Affiliations
- University of Colorado Anschutz (US)
- Virginia Commonwealth University (US)
- Corresponding author
- GLASGOW, RUSSELL E.
- Venue
- The Milbank Quarterly
- Publisher
- Wiley
- Published
- 2019-08-19
- Volume
- 97
- Issue
- 3
- Pages
- 669-691
- ISSN
- 0887-378X (ISSN-L)
- 1468-0009
- PMC
- PMC6739607
- OpenAlex
- W2969587833
- Cited by
- 18
- References
- 59
- Citations by year
- 2026: 2 · 2025: 5 · 2024: 6 · 2022: 1 · 2021: 2 · 2020: 1 · 2019: 1
- FWCI
- 0.95
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Milbank Quarterly (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Cancer Institute
- National Center for Advancing Translational Sciences (ULTR00058)
- Topics
- Health Sciences › Medicine › Epidemiology › Chronic Disease Management Strategies
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Keywords
- chronic disease self-management, behavioral health integration, social determinants of health, primary care, complexity science, comorbidities, health care costs, health policy
- MeSH terms
- Psychosocial Support Systems, Self-Management, Chronic Disease, Humans, Primary Health Care
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