Evidence map›Paper›PMID 42828330›Full record

ArticleNature. Mental health2025

Advancing youth co-design of ethical guidelines for AI-powered digital mental health tools.

C A Figueroa, G Ramos, A M Psihogios, E Ekuban, P Bansie, M de Haas, N S Karnik, O Ajilore, E E Anderson, C Stiles-Shields

Abstract read
In one paragraph

Article in Nature. Mental health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

10 authors.

C A FigueroaTechnology, Policy and Management, Delft University of Technology, Delft, the Netherlands.ORCID 0000-0003-0692-2244
G RamosDepartment of Psychological Science, University of California, Irvine, Irvine, CA, USA.
A M PsihogiosDepartment of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
E EkubanBe Ubuntu Foundation, Amsterdam, the Netherlands.
P BansieBe Ubuntu Foundation, Amsterdam, the Netherlands.
M de HaasBe Ubuntu Foundation, Amsterdam, the Netherlands.
N S KarnikInstitute for Juvenile Research, Department of Psychiatry, College of Medicine, University of Illinois Chicago, Chicago, IL, USA.
O AjiloreDepartment of Psychiatry, University of Illinois Chicago, Chicago, IL, USA.ORCID 0000-0003-0737-0437
E E AndersonNeiswanger Institute for Bioethics and Healthcare Leadership, Stritch School of Medicine, Loyola University Chicago, Maywood, IL, USA.
C Stiles-ShieldsInstitute for Juvenile Research, Department of Psychiatry, College of Medicine, University of Illinois Chicago, Chicago, IL, USA.

Funding

Partnerships for Research in Implementation Science for Equity in Heart and Lung diseases training program (PRISE-HL T32)T32HL166114 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI Adithya Cattamanchi, Neeta Thakur · 2023 to 2026
$1.9M
Supporting Mental Health in Underserved Youth: Engagement with Digital Mental Health Technologies in Pediatric Primary CareK08MH125069 · NIMH · UNIVERSITY OF ILLINOIS AT CHICAGO · PI STILES-SHIELDS, COLLEEN · 2021 to 2024
$628k
NHLBI NIH HHS T32 HL166114NIMH NIH HHS K08 MH125069
6 · The paper itself

Abstract

Adolescents and young adults (AYA) often face mental health challenges and are heavily influenced by technology. Digital health interventions (DHIs), leveraging smartphone data and artificial intelligence, offer immense potential for personalized and accessible mental health support. However, ethical guidelines for DHI research fail to address AYA's unique developmental and technological needs and leave crucial ethical questions unanswered. This gap creates risks of either over- or under-protecting AYA in DHI research, slowing progress and causing harm. This Perspective examines ethical gaps in DHI research for AYA, focusing on three critical domains: challenges of passive data collection and artificial intelligence, consent practices, and risks of exacerbating inequities. We propose an agenda for ethical guidance based on bioethical principles autonomy, respect for persons, beneficence and justice, developed through participatory research with AYA, particularly marginalized groups. We discuss methodologies to achieve this agenda, ensuring ethical, youth-focused and equitable DHI research for the mental health of AYA.

Identifiers

PMID42828330
PMCPMC13632709

What OpenQuestion holds

Textmetadata
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.