Evidence map›Paper›PMID 40330871›Full record

ArticleFrontiers in digital health2025

Redefining and solving the digital divide and exclusion to improve healthcare: going beyond access to include availability, adequacy, acceptability, and affordability.

Laronda A Hollimon, Kayla V Taylor, Rachel Fiegenbaum, Mary Carrasco, Laurent Garchitorena Gomez, Debbie Chung, Azizi A Seixas

Abstract read
In one paragraph

Article in Frontiers in digital health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
21citing papers in PubMed, 1 pooled it
–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

21 citing papers in PubMed, 1 synthesis or guideline pooled it.

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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.

Laronda A HollimonThe Media and Innovation Lab, Department of Informatics and Health Data Sciences, University of Miami Miller School of Medicine, Miami, FL, United States.
Kayla V TaylorThe Media and Innovation Lab, Department of Informatics and Health Data Sciences, University of Miami Miller School of Medicine, Miami, FL, United States.
Rachel FiegenbaumThe Media and Innovation Lab, Department of Informatics and Health Data Sciences, University of Miami Miller School of Medicine, Miami, FL, United States.
Mary CarrascoThe Media and Innovation Lab, Department of Informatics and Health Data Sciences, University of Miami Miller School of Medicine, Miami, FL, United States.
Laurent Garchitorena GomezThe Media and Innovation Lab, Department of Informatics and Health Data Sciences, University of Miami Miller School of Medicine, Miami, FL, United States.
Debbie ChungDepartment of Psychiatry and Behavioral Health Sciences, University of Miami Miller School of Medicine, Miami, FL, United States.
Azizi A SeixasThe Media and Innovation Lab, Department of Informatics and Health Data Sciences, University of Miami Miller School of Medicine, Miami, FL, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The digital divide in the United States extends beyond the traditional definition of access, which focuses solely on physical infrastructure like broadband networks and connectivity points. This narrow framing has resulted in policies that fail to address the full spectrum of barriers to digital inclusion. To bridge this gap, we propose the Rhizomatic Digital Ecosystem Framework, which emphasizes five interdependent components: access, availability, adequacy, acceptability and affordability. Access highlights the need for physical infrastructure, with programs like the Broadband Equity, Access, and Deployment (BEAD) Program expanding connectivity to underserved areas. Availability ensures the presence of reliable internet infrastructure to meet community needs, with targeted policies like satellite-based solutions addressing challenges in rural and Indigenous areas. Availability policies should focus on federal funding programs like BEAD and the Tribal Broadband Connectivity Program, incentivizing Internet service Providers (ISP) to expand into underserved areas, and leveraging satellite technologies to address infrastructure gaps. Novel policies to address the digital divide include community-owned broadband networks, dynamic spectrum sharing, and blockchain-powered micro-networks to improve availability in underserved areas. Adequacy examines whether internet services meet modern demands, such as telehealth and online education, emphasizing the need for minimum speed standards and performance improvements. Adequacy policies should include enforcing FCC speed standards with regular audits, requiring ISPs to upgrade outdated infrastructure, and providing government grants to improve broadband quality in communities. For adequacy, solutions like AI-driven broadband performance monitoring, funding edge computing in remote regions, and treating broadband as a public utility can enhance internet speed and quality Acceptability tackles cultural and social barriers, including digital literacy gaps, language differences, and technophobia, which can be addressed through localized literacy programs and inclusive design practices. Acceptability policies should prioritize national digital literacy campaigns for underserved groups, mandate inclusive design and accessibility standards, and offer multilingual and culturally relevant resources for digital tools. Affordability addresses financial barriers, as many low-income households struggle to afford monthly internet fees and devices, even with subsidies such as the Affordable Connectivity Program (ACP). To improve acceptability, innovative approaches like universal digital literacy vouchers, gamified education platforms, and mandatory accessibility standards for all digital technologies can ensure equitable and inclusive digital participation. Together, these five dimensions provide a nuanced and actionable framework for crafting effective, interconnected policies and solutions. By addressing each dimension through the lens of the Rhizomatic Digital Ecosystem Framework, policymakers can develop holistic strategies to eliminate the digital divide and foster equitable digital inclusion across all communities.

Indexed as

accessaffordabilitybroadbanddigital dividedigital healthequityhealth equityinternet

Identifiers

PMID40330871
PMCPMC12052546

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.