Evidence mapPaperPMID 40861513Full record

ArticleHealth care science2025

A Smartphone Is Not Enough: Telehealth Attendance and the Digital Divide.

James Labadorf, Matthew Nichols, Tayana Williams, Celina Cunanan, Brian D'Anza

Abstract read
In one paragraph

Article in Health care science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. 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.

James LabadorfSchool of Medicine, Department of Otolaryngology - Head and Neck Surgery Case Western Reserve University Cleveland USA.
Matthew NicholsFour Springs Health LLC Ohio USA.
Tayana WilliamsDepartment of Digital Health and Telehealth University Hospitals Shaker Heights Ohio USA.
Celina CunananDepartment of Digital Health and Telehealth University Hospitals Shaker Heights Ohio USA.
Brian D'AnzaSchool of Medicine, Department of Otolaryngology - Head and Neck Surgery Case Western Reserve University Cleveland USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Telehealth has emerged as a powerful tool for managing chronic diseases and mental health conditions, offering increased access to care and improved patient outcomes. However, inequities in digital connectivity and technological resources have created significant disparities in access to these potentially life-changing services, disproportionately impacting marginalized and minoritized communities across the globe. Methods: Data on 473,716 telehealth encounters occurring between January 1, 2022, and June 30, 2023 were retrieved from the electronic health records (EHR) system used by University Hospitals. These encounters were classified into three groups: attended, canceled, and no-show. Relative risk was calculated based on age, sex, and race, and a multivariate linear regression was performed with age, sex, and race as inputs, to determine their effect on the encounter outcome. Results: Our analysis identified significant differences in relative risk between demographic groups. Patients 20-39 years of age had a high relative risk of cancellation and no-show, and Black patients demonstrated the highest relative risk for cancellation and no-show. The regression analysis illustrated a statistically significant link between no-shows and patients with a cellular plan with no other internet subscription ( Conclusions: This study highlights the clinical repercussions of the digital divide, as patients relying on a mobile phone and data plan to attend telehealth visits were more likely to no-show. Current disparities in digital connectivity for historically marginalized populations heightens the risk of creating a digital underclass. There is evidence this study may be applicable in multiple countries across the world. Further research on the causes of the observed no-shows is necessary to ensure equitable delivery of digital healthcare services.

Indexed as

appointment cancellationsdata plandigital dividedigital healthhealthcare accessmissed appointmentno‐showsmartphonetelehealthvirtual care

Identifiers

PMID40861513
PMCPMC12371716

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.