Evidence map›Paper›PMID 40484798›Full record

ArticleThe American journal of geriatric psychiatry : official journal of the American Association for Geriatric Psychiatry2025

Reimagining Resilience in Aging: Leveraging AI/ML, Big Data Analytics, and Systems Innovation.

Jie Chen, Teagan K Maguire, Rozalina G McCoy, Stephen Thomas, Charles F Reynolds

Abstract read
In one paragraph

Article in The American journal of geriatric psychiatry : official journal of the American Association for Geriatric Psychiatry, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

  1. Housing Assistance and Health Care Access Among Older Adults with Alzheimer's Disease and Related Dementias: Evidence from Multisource Linked Survey-Administrative Data.The American journal of geriatric psychiatry : official journal of the American Association for Geriatric Psychiatry · 2026
    Article
  2. Article
  3. Neuropsychiatric illness in the later years of life: summary and synthesis.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2026
    Review
  4. Article
  5. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Jie ChenDepartment of Health Policy and Management (JC, TKM, RGM, ST), School of Public Health, University of Maryland, College Park, MD; School of Public Health (JC, TKM), The Hospital And Public Health InterdisciPlinarY Research (HAPPY) Lab, University of Maryland, College Park, MD; University of Maryland Center on Aging (JC, TKM, RGM); University of Maryland Institute for Health Computing (RGM), North Bethesda, MD. Electronic address: jichen@umd.edu.
Teagan K MaguireDepartment of Health Policy and Management (JC, TKM, RGM, ST), School of Public Health, University of Maryland, College Park, MD; School of Public Health (JC, TKM), The Hospital And Public Health InterdisciPlinarY Research (HAPPY) Lab, University of Maryland, College Park, MD; University of Maryland Center on Aging (JC, TKM, RGM).
Rozalina G McCoyDepartment of Health Policy and Management (JC, TKM, RGM, ST), School of Public Health, University of Maryland, College Park, MD; University of Maryland Center on Aging (JC, TKM, RGM); Division of Endocrinology (RGM), Diabetes and Nutrition, Department of Medicine, University of Maryland School of Medicine, Baltimore, MD; University of Maryland Institute for Health Computing (RGM), North Bethesda, MD.
Stephen ThomasDepartment of Health Policy and Management (JC, TKM, RGM, ST), School of Public Health, University of Maryland, College Park, MD; Center for Health Equity (ST), University of Maryland School of Public Health, College Park, MD.
Charles F ReynoldsGeriatric Psychiatry (CFR), University of Pittsburgh School of Medicine, Emeritus Faculty, Pittsburgh, PA.

Funding

The impact of hospital-based health information technology on health care quality and equity among patients with ADRDRF1AG083175 · NIA · UNIV OF MARYLAND, COLLEGE PARK · PI CHEN, JIE · 2023 to 2023
$1.9M
Effect of Hospital and Community Care Coordination on Health Care Quality and Equity among Individuals with Risk Factors or Diagnosis of ADRDR01AG062315 · NIA · UNIV OF MARYLAND, COLLEGE PARK · PI CHEN, JIE · 2021 to 2023
$1.5M
Program Development (Pilot) Core (Core B)P30AG097158 · NIA · UNIV OF MARYLAND, COLLEGE PARK · PI Jie Chen, Rozalina Grubina McCoy · 2025 to 2026
$1.3M
NIA NIH HHS P30 AG097158NIA NIH HHS R01 AG062315NIA NIH HHS RF1 AG083175
6 · The paper itself

Abstract

As the aging population in the United States grows, the need for an integrated approach to support older adults has become increasingly urgent. The SUNSHINE framework, Seniors Uniting Nationwide to Support Health, INtegrated Care, and Evolution, offers a model for advancing resilience, defined as the capacity of individuals, families, systems, and communities to adapt and thrive in the face of adversity. SUNSHINE promotes this goal through the alignment of older and aging adults, families, healthcare systems, public health agencies, social services, and community resources. Using the Theory of Change modeling, SUNSHINE emphasizes whole-person health, interdisciplinary collaboration, and the strategic use of technology to address the evolving needs of aging populations. The framework promotes systems integration supported by research infrastructure and multi-sector collaboration to enhance the well-being of older adults and family caregivers. SUNSHINE places a strong emphasis on mental health, particularly depression, and highlights the importance of social connection and prevention in addressing health disparities and care gaps associated with aging. It conceptualizes resilience as both a desired outcome and a driver of transformation, guiding the redesign and evaluation of health and social systems. The framework also identifies opportunities to leverage artificial intelligence and machine learning (AI/ML) technologies, grounded in scientific evidence, to support personalized prevention, treatment, and care strategies. These technologies are critical for optimizing decision-making, improving care delivery, and enhancing system flexibility. Finally, SUNSHINE aspires to advance a future of aging that is healthy, resilient, and fair, guided by principles of equity, defined as fairness and impartiality in health opportunities and outcomes.

Indexed as

AgingArtificial IntelligenceBig DataResilience, PsychologicalAgedData AnalyticsData ScienceHumansUnited StatesAging healthAI/MLCollaborationDepressionHealth disparitiesIntegrationResilience

Identifiers

PMID40484798
PMCPMC13065375

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.