Evidence map›Paper›PMID 42846501›Full record

ArticleFrontiers in public health2026

Evidence-based construction and validation of an agent-based model of community integrated care for older adults living with dementia.

Chenli Zhu, Jingxuan Gao, Haijin Li, Hui Li, Bingjie Chang, Shuang Shao, Juan Du

Abstract readValidation Study
In one paragraph

Article in Frontiers in public health, 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
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

7 authors.

Chenli Zhu *School of General Practice and Continuing Education, Capital Medical University, Beijing, China.
Jingxuan Gao *School of General Practice and Continuing Education, Capital Medical University, Beijing, China.
Haijin LiSchool of General Practice and Continuing Education, Capital Medical University, Beijing, China.
Hui LiSchool of General Practice and Continuing Education, Capital Medical University, Beijing, China.
Bingjie ChangSchool of General Practice and Continuing Education, Capital Medical University, Beijing, China.
Shuang ShaoSchool of General Practice and Continuing Education, Capital Medical University, Beijing, China.
Juan DuSchool of General Practice and Continuing Education, Capital Medical University, Beijing, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: Community dementia care involves interacting patients, caregivers, and formal care providers whose long-term dynamics are difficult to characterize with single-component empirical studies. We constructed and assessed a baseline agent-based model (ABM) to establish a transparent, inspectable reference scenario against which future computational experiments on organizational configurations can be evaluated. Methods: A fully rule-based ABM of community dementia care was developed using prior empirical studies, published literature, policy documents, and structured expert consultation. Each rule and parameter was documented with its evidence source and population provenance. The formal baseline used 1,000 synthetic care units, 100 independent replications, a 60-month horizon, and all configuration switches at baseline values. Behavioral and psychological symptoms of dementia (BPSD) prevalence at initialization was aligned with a prespecified Chinese meta-analytic anchor. Results: BPSD prevalence increased from 75.6% at initialization to 96.4% at month 60 (Monte Carlo 95% CI, 96.3-96.5%). Mean caregiver burden rose from 0.505 to 0.782. By month 60, a mean of 161 care units were in institutional care. Scale and replication diagnostics confirmed numerical adequacy; local sensitivity analysis showed limited changes in primary outcomes across the tested range. Conclusion: Under the documented formal baseline rules, the model generates conditional trajectories of disease progression, caregiver burden, closed-loop referral completion, and institutional-care membership. The resulting transparent baseline provides a comparison condition for future, explicitly scoped computational experiments on organizational configurations.

Indexed as

Community Health ServicesDelivery of Health Care, IntegratedDementiaAgedAged, 80 and overCaregiversHumansagent-based modelingcommunity health servicesdementia carehealth services researchintegrated careprimary care

Identifiers

PMID42846501
PMCPMC13642730

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Registered trials

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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.