Evidence map›Paper›PMID 37340258›Full record

ArticleJournal of general internal medicine2023

Quantifying the Digital Divide: Associations of Broadband Internet with Tele-mental Health Access Before and During the COVID-19 Pandemic.

Amy M J O'Shea, M Bryant Howren, Kailey Mulligan, Bjarni Haraldsson, Ariana Shahnazi, Peter J Kaboli

Abstract read
In one paragraph

Article in Journal of general internal medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.

0numbers the graph read from it
0cells of the map it votes in
18citing 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

18 citing papers in PubMed.

  1. Article
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  7. Health care access from the rural perspective: A narrative review.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2026
    Review
  8. Observational
  9. Article
  10. Phone-only mental health care within the Department of Veterans Affairs: Associations with rurality, age, sex, and clinical severity.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2025
    Article
  11. Article
  12. Article
  13. Observational
  14. Article
  15. Article
  16. Rural Veterans with HIV and Alcohol Use Disorder receive less video telehealth than urban Veterans.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2024
    Article
  17. Article
  18. Observational
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

6 authors.

Amy M J O'SheaVeterans Rural Health Resource Center-Iowa City, VA Office of Rural Health, Iowa City VA Healthcare System, Iowa City, IA, USA. amy.oshea@va.gov.ORCID 0000-0003-3272-7952
M Bryant HowrenDepartment of Behavioral Sciences and Social Medicine, Florida State University College of Medicine, Tallahassee, FL, USA.ORCID 0000-0002-5863-3420
Kailey MulliganCenter for Access and Delivery Research and Evaluation (CADRE), Iowa City VA Healthcare System, Iowa City, IA, USA.ORCID 0000-0003-1603-8671
Bjarni HaraldssonVeterans Rural Health Resource Center-Iowa City, VA Office of Rural Health, Iowa City VA Healthcare System, Iowa City, IA, USA.ORCID 0000-0002-3951-408X
Ariana ShahnaziCenter for Access and Delivery Research and Evaluation (CADRE), Iowa City VA Healthcare System, Iowa City, IA, USA.ORCID 0000-0001-7706-3817
Peter J KaboliVeterans Rural Health Resource Center-Iowa City, VA Office of Rural Health, Iowa City VA Healthcare System, Iowa City, IA, USA.ORCID 0000-0003-0993-0952

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundDuring the COVID-19 pandemic, telemedicine quickly expanded. Broadband speeds may impact equitable access to video-based mental health (MH) services.

objectiveTo identify access disparities in Veterans Health Administration (VHA) MH services based on broadband speed availability.

designInstrumental variable difference-in-differences study using administrative data to identify MH visits prior to (October 1, 2015-February 28, 2020) and after COVID-19 pandemic onset (March 1, 2020-December 31, 2021) among 1176 VHA MH clinics. The exposure is broadband download and upload speeds categorized as inadequate (download  ≤25 Megabits per second - Mbps; upload  ≤3 Mbps), adequate (download  ≥25 Mbps and  <100 Mbps; upload  ≥5 Mbps and  <100 Mbps), or optimal (download and upload  ≥100/100 Mbps) based on data reported to the Federal Communications Commission at the census block and spatially merged to each veteran's residential address.

participantsAll veterans receiving VHA MH services during study period. MAIN MEASURES: MH visits were categorized as in-person or virtual (i.e., telephone or video). By patient, MH visits were counted quarterly by broadband category. Poisson models with Huber-White robust errors clustered at the census block estimated the association between a patient's broadband speed category and quarterly MH visit count by visit type, adjusted for patient demographics, residential rurality, and area deprivation index. KEY

resultsOver the 6-year study period, 3,659,699 unique veterans were seen. Adjusted regression analyses estimated the change after pandemic onset versus pre-pandemic in patients' quarterly MH visit count; patients living in census blocks with optimal versus inadequate broadband increased video visit use (incidence rate ratio (IRR) = 1.52, 95% CI = 1.45-1.59; P < 0.001) and decreased in-person visits (IRR = 0.92, 95% CI = 0.90-0.94; P < 0.001).

conclusionsThis study found patients with optimal versus inadequate broadband availability had more video-based and fewer in-person MH visits after pandemic onset, suggesting broadband availability is an important determinant of access-to-care during public health emergencies requiring remote care.

Indexed as

COVID-19Digital DivideTelemedicineHumansInternetMental HealthPandemicsCOVID-19internet accessmental healthtelemedicineveterans

Identifiers

PMID37340258
PMCPMC10356688

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.