Evidence map›Paper›PMID 42207514›Full record

ArticleJAMA network open2026

Development and Validation of a Family Caregiver Constraint Index.

Jennifer Tjia, Emmanuella Asiedu, Jonggyu Baek, Kate Lapane, Arlene Ash, Julie Flahive, Susan DeSanto-Madeya, Chengwu Yang

Abstract readValidation Study
In one paragraph

Article in JAMA network open, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
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0citing papers in PubMed
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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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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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

8 authors.

Jennifer TjiaDepartment of Population and Quantitative Health Sciences, UMass Chan Medical School, WorcesterMassachusetts.
Emmanuella AsieduDepartment of Population and Quantitative Health Sciences, UMass Chan Medical School, WorcesterMassachusetts.
Jonggyu BaekDepartment of Population and Quantitative Health Sciences, UMass Chan Medical School, WorcesterMassachusetts.
Kate LapaneDepartment of Population and Quantitative Health Sciences, UMass Chan Medical School, WorcesterMassachusetts.
Arlene AshDepartment of Population and Quantitative Health Sciences, UMass Chan Medical School, WorcesterMassachusetts.
Julie FlahiveDepartment of Population and Quantitative Health Sciences, & Psychometrician of the Measurement, Outcome, and Design Section, UMass Chan Medical School, Worcester, Massachusetts.
Susan DeSanto-MadeyaElisabeth DeLuca School of Nursing, University of Connecticut, Storrs.
Chengwu YangDepartment of Population Health, Schmidt College of Medicine, Florida Atlantic University, Boca Raton.

Funding

Structural Racism and Engagement of Family Caregivers in Serious Illness CareR01NR020439 · NINR · UNIV OF MASSACHUSETTS MED SCH WORCESTER · PI Susan A Desanto-Madeya, JENNIFER TJIA · 2022 to 2026
$3.6M
NINR NIH HHS R01 NR020439
6 · The paper itself

Abstract

Importance: Individuals with acute, chronic, and life-limiting illness often rely on family caregivers to navigate health care, but caregivers' ability to spend time providing support may be limited by socioeconomic constraints, such as inflexible work hours. Objective: To develop and validate the Family Caregiver Constraint Index (FCCI), a summary measure of area-based factors that can affect synchronous caregiver engagement with health care systems. Design, Setting, and Participants: This cross-sectional study used 2017 to 2021 American Community Survey 5-year estimate data for 32 789 populated US 5-digit zip code tabulation areas (neighborhoods) and selected candidate indicators relevant to caregiving-related domains. Initial variable selection was guided by engagement with community members with chronic disease and/or family caregiver experience. Analyses were conducted between June 2023 and July 2025. Main Outcomes and Measures: Principal components analysis identified and quantified distinct subindices and correlations among indicators, which were used to construct scores for subindices and create a standardized summary FCCI score. The association between the FCCI and hospital-based health care outcomes from the Dartmouth Atlas of Health Care was examined using crude and adjusted linear regression models that accounted for year and state in which the HSA is located. Results: The American Community Survey sample from which the FCCI is developed draws from the US population of 329 725 481 persons, of whom 166 518 866 (50.5%) are female and 52 888 621 (16.0%) are aged 65 years or older. The 13-item FCCI mapped to 4 subindices: competing demands (work and childcare responsibilities, 2 items), long-distance work commute (2 items), income constraint (5 items), and recent immigration (4 items). Higher FCCI scores were associated with greater inpatient days (increase of 0.80 day; 95% CI, 0.71-0.89 day; P < .001) and intensive care unit and/or coronary care unit days (increase of 0.48 day; 95% CI, 0.40-0.56 day; P < .001) during the last 6 months of life, higher percentage of in-hospital deaths (increase of 1.06%; 95% CI, 0.79%-1.34%; P < .001) and percentage of deaths that included an intensive care unit and/or coronary care unit admission (increase of 1.27%; 95% CI, 0.99%-1.54%; P < .001). Conclusions and Relevance: In this cross-sectional study of barriers to family caregiver engagement, the FCCI ranked neighborhoods based on area-level factors that adversely impact the time available for family caregivers to be synchronously present for their care recipient's health care visits. Future research should examine the relationships among FCCI scores, caregiver engagement, hospital care, caregiver well-being, and patient health outcomes.

Indexed as

CaregiversOutcome Assessment, Health CareCross-Sectional StudiesFemaleHumansMaleNeighborhood CharacteristicsUnited States

Identifiers

PMID42207514
PMCPMC13220108

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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.