Evidence map›Paper›PMID 40115600›Full record

ReviewLancet regional health. Americas2025

Stakeholder-driven multi-stage adaptive real-world theme-oriented (SMART) telehealth evaluation framework: a scoping review.

Yunxi Zhang, Yueh-Yun Lin, Lincy S Lal, Jennifer C Reneker, Elizabeth G Hinton, Saurabh Chandra, J Michael Swint

Abstract readReview
In one paragraph

Review in Lancet regional health. Americas, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Review
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.

Yunxi ZhangDepartment of Data Science, John D. Bower School of Population Health, University of Mississippi Medical Center, Jackson, MS, United States.
Yueh-Yun LinCenter for Telehealth, University of Mississippi Medical Center, Jackson, MS, United States.
Lincy S LalDepartment of Management, Policy and Community Health, The University of Texas School of Public Health, Houston, TX, United States.
Jennifer C RenekerDepartment of Population Health Sciences, John D. Bower School of Population Health, University of Mississippi Medical Center, Jackson, MS, United States.
Elizabeth G HintonRowland Medical Library, University of Mississippi Medical Center, Jackson, MS, United States.
Saurabh ChandraCenter for Telehealth, University of Mississippi Medical Center, Jackson, MS, United States.
J Michael SwintDepartment of Management, Policy and Community Health, The University of Texas School of Public Health, Houston, TX, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Telehealth has revolutionized healthcare delivery by integrating cutting-edge technologies, yet evaluations of its services and programs often lack comprehensive frameworks, resulting in unclear standards for quality assurance. To address this gap, we conducted a scoping review of telehealth evaluation frameworks applicable to the United States healthcare system, following the Joanna Briggs Institute methodology and a published protocol. Twelve telehealth evaluation frameworks published between 2019 and 2023 were identified, focusing on four key themes: program implementation, clinical impact, economic impact, and equity. Guided through two auxiliary frameworks, we further developed a stakeholder-driven multi-stage adaptive real-world theme-oriented (SMART) conceptual framework for telehealth evaluation. We illustrated this framework through a use case on a remote patient monitoring program. This comprehensive telehealth evaluation framework not only facilitates stakeholders in developing tailored evaluation plans but also contributes to the standardization and enhancement of telehealth services, ultimately improving health outcomes and promoting greater equity across society.

Indexed as

EvaluationFrameworkScoping reviewStakeholderTelehealth

Identifiers

PMID40115600
PMCPMC11925543

What Socratic holds

Textmetadata
LicenceCC BY-NC
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 Socratic graph.