Evidence map›Paper›PMID 40248750›Full record

ArticlemHealth2025

Refining a digital phenotyping app for measurement of suicidal behavior among minoritized youth and caregivers in a community health system.

Nicholas J Carson, Dharma E Cortés, Peyton Williams, Varshini Odayar, Lecsy Gonzalez, Eric Schlossberg, Lily Xie, Katie E Holmes, Michelle D Holmes, David R Williams and 1 more

Abstract read
In one paragraph

Article in mHealth, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
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0citing 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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

11 authors.

Nicholas J Carson *Health Equity Research Lab, Cambridge Health Alliance, Cambridge, MA, USA.
Dharma E Cortés *Health Equity Research Lab, Cambridge Health Alliance, Cambridge, MA, USA.
Peyton WilliamsHealth Equity Research Lab, Cambridge Health Alliance, Cambridge, MA, USA.
Varshini OdayarHealth Equity Research Lab, Cambridge Health Alliance, Cambridge, MA, USA.
Lecsy GonzalezHealth Equity Research Lab, Cambridge Health Alliance, Cambridge, MA, USA.
Eric SchlossbergHarvard T.H. Chan School of Public Health, Boston, MA, USA.
Lily XieHealth Equity Research Lab, Cambridge Health Alliance, Cambridge, MA, USA.
Katie E HolmesHealth Equity Research Lab, Cambridge Health Alliance, Cambridge, MA, USA.
Michelle D HolmesHarvard T.H. Chan School of Public Health, Boston, MA, USA.
David R WilliamsHarvard T.H. Chan School of Public Health, Boston, MA, USA.
Todd G ReidHarvard T.H. Chan School of Public Health, Boston, MA, USA.

Funding

Understanding the Role of Trauma Over the Lifecourse in Order to Improve Trauma-informed TreatmentP50MH126283 · NIMH · CAMBRIDGE HEALTH ALLIANCE · PI COOK, BENJAMIN LE, WANG, PHILIP S · 2021 to 2024
$6.6M
NIMH NIH HHS P50 MH126283
6 · The paper itself

Abstract

Background: Youth from racial and ethnic minoritized groups have experienced an increase in suicidal thoughts and behaviors (STBs) in recent years. Mobile health technology (mHealth) and digital phenotyping hold promise as means to measure STBs and related risk factors in these groups. Such tools are more likely to be successful when designed with input from the youth and caregivers who will use the technology. This study aimed to refine a digital phenotyping smartphone application, GeoMood, customized to measure STBs and relevant risk factors, such as family conflict and experiences of discrimination. The app was designed to collect passive data from smartphones (e.g., location, phone usage), as well as short-response survey data via ecological momentary assessments (EMAs) to further understand digital phenotypes of STBs. Methods: We conducted semi-structured qualitative interviews with five youths of color and five caregivers to obtain feedback and refine the smartphone application, GeoMood. The ultimate goal of the interviews was to assess the app's potential acceptability from the two sets of users for whom the app was developed. Both youth and caregivers reviewed the youth version, which differs from the caregiver version content by the inclusion of items addressing suicidal behavior. Interviews were analyzed using a qualitative manifest analytic approach. Results: Youth found the app to be an acceptable tool for measuring STBs. Caregivers were concerned about assessing self-injury explicitly. Conclusions: Youth and caregiver feedback confirms openness by participating youth to using mHealth tools for measurement of STBs, but caregivers experience hesitation with the direct questions of such tools. Feedback was useful in refining the mobile tool and suggests multimodal assessment (text and emoji prompts) may appeal to users. Results from this study may improve the acceptability of future apps designed to measure and address disparities among particularly vulnerable groups of youth.

Indexed as

digital phenotypingecological momentary assessments (EMAs)health disparitiesmHealth

Identifiers

PMID40248750
PMCPMC12004319

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.