Evidence map›Paper›PMID 40729672›Full record

ReviewAnnals of the New York Academy of Sciences2025

Wellbeing skills strengthening as a model for healthy adolescent digital technology use.

Matthew J Hirshberg, Mackenzie Heyroth, Richard J Davidson

Abstract readReview
In one paragraph

Review in Annals of the New York Academy of Sciences, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. 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

3 authors.

Matthew J HirshbergCenter for Healthy Minds, University of Wisconsin Madison, Madison, Wisconsin, USA.ORCID 0000-0001-9070-1270
Mackenzie HeyrothCenter for Healthy Minds, University of Wisconsin Madison, Madison, Wisconsin, USA.ORCID 0009-0009-8132-9652
Richard J DavidsonCenter for Healthy Minds, University of Wisconsin Madison, Madison, Wisconsin, USA.ORCID 0000-0002-8506-4964

Funding

Smartphone-based meditation training to reduce adolescent depressionK01MH130752 · NIMH · UNIVERSITY OF WISCONSIN-MADISON · PI Matthew Hirshberg · 2023 to 2026
$540k
Defense Advanced Research Projects Agency HR00112320033NIMH NIH HHS K01 MH130752NIMH NIH HHS K01MH130752-01
6 · The paper itself

Abstract

Digital technologies (DTs) have become ubiquitous. Adolescents are avid users of DTs. As access to and use of DTs has increased among adolescents, daily life and adolescent social interaction patterns have shifted in profound ways. Although the causal relationship between DT use and adolescent wellbeing is not clear, it is clear that the economy driving DT innovation is not designed to promote adolescent wellbeing. Yet, DTs possess characteristics that make them promising avenues for wellbeing promotion because of their accessibility, ability to scale up, and the potential for personalization. In this essay, we propose that strengthening adolescent wellbeing skills through DT interventions may provide the necessary conditions for adaptive adolescent DT use at a public health scale, leading to improved adolescent wellbeing.

Indexed as

Adolescent BehaviorAdolescent HealthDigital TechnologyAdolescentHealth PromotionHumansadolescentdigital technologiesmental healthmobile healthpersonalizationsocial mediawellbeing

Identifiers

PMID40729672
PMCPMC12313099

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.