Evidence map›Paper›PMID 42040946›Full record

ArticleResearch square2026

Low-Burden Digital Phenotyping of Affective Risk: Positive Emoji Usage, Speech Rate, and Sleep Relate to College Student Mental Health.

Robert D Henry, Karishma Singh, Grace Mooney Anderson, Luke Goldammer, Anya Kapitula, Cassie Morse, Jacqueline Rivera, Violet Wasilevich, Shreeya Behera, York Li and 2 more

Abstract readPreprint
PubMed Full text at PMC Publisher
In one paragraph

Article in Research square, 2026. 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
0cells of the map it votes in
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

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

12 authors.

Robert D HenryTSET Health Promotion Research Center, University of Oklahoma Health Campus, Tulsa, OK 74135.
Karishma SinghDepartment of Psychology, University of Rochester, Rochester, NY 14627.
Grace Mooney AndersonDepartment of Psychology, Hope College, Holland, MI 49422.
Luke GoldammerDepartment of Psychology, Hope College, Holland, MI 49422.
Anya KapitulaDepartment of Psychology, Hope College, Holland, MI 49422.
Cassie MorseDepartment of Psychology, Hope College, Holland, MI 49422.
Jacqueline RiveraDepartment of Psychology, Hope College, Holland, MI 49422.
Violet WasilevichDepartment of Psychology, Hope College, Holland, MI 49422.
Shreeya BeheraDepartment of Statistics and Data Science, Northwestern University, Evanston, IL 60208.
York LiSchool of Information Sciences (iSchool), University of Illinois Urbana-Champaign, Champaign, IL, 61820.
Jeremy JamiesonDepartment of Psychology, University of Rochester, Rochester, NY 14627.
Tara MaddalaPandora Bio Inc, Sunnyvale, CA 94087.

Funding

Tissue Pathology Shared ResourceP30CA225520 · NCI · UNIVERSITY OF OKLAHOMA HLTH SCIENCES CTR · PI ROBERT S. MANNEL · 2018 to 2026
$27.1M
NCI NIH HHS P30 CA225520
6 · The paper itself

Abstract

Mental health problems tied to negative affective experiences are common among emerging adults, yet conventional symptom questionnaires provide only distal snapshots of dynamic affective processes that unfold in daily life. Using the novel Meet Pandora smartphone application, we examined how everyday affective experiences and passive markers relate to depressive symptoms (PHQ), anxiety symptoms (GAD), and psychological flourishing in college students (

Indexed as

anxietydepressiondigital markersmental healthyoung adulthood

Identifiers

PMID42040946
PMCPMC13105120

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.