Evidence map›Paper›PMID 41684525›Full record

ArticleFrontiers in psychiatry2025

Characteristics of digital twins to visualize, monitor and predict outcomes on participation in meaningful activities.

Vera C Kaelin, Kaan Kilic, Anna Stigsdotter Neely, Hanna M Gavelin, Patrik Wennberg, Helena Lindgren

Abstract read
In one paragraph

Article in Frontiers in psychiatry, 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
0cells of the map it votes in
0citing papers in PubMed
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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

6 authors.

Vera C KaelinDepartment of Computing Science, Umeå University, Umeå, Sweden.
Kaan KilicDepartment of Computing Science, Umeå University, Umeå, Sweden.
Anna Stigsdotter NeelyDepartment of Health, Education and Technology, Luleå University of Technology, Luleå, Sweden.
Hanna M GavelinDepartment of Psychology, Umeå University, Umeå University, Umeå, Sweden.
Patrik WennbergDepartment of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden.
Helena LindgrenDepartment of Computing Science, Umeå University, Umeå, Sweden.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: This study aimed to explore the perspectives of occupational therapists and individuals with lived experience of mental health challenges regarding which aspects of participation in meaningful activities should be represented in digital twins, and how these aspects should be visualized. Methods: We conducted a qualitative descriptive study involving 14 semi-structured interviews with occupational therapists and individuals with lived experience of mental health challenges. Interviews were transcribed verbatim and analyzed using inductive content analysis. Results: Participants identified four main aspects to visualize in digital twins focusing on participation in meaningful activities: 1) the degree of being present and in-the-moment, 2) related or resulting experiences of being present and in-the-moment (including relaxation and calmness; fulfillment, purpose, joy, and playfulness; feeling vitalized; connection with oneself, others, and the world), 3) the energy needed and the energy gained from participation, and 4) the influence of the context. In addition, results revealed two main approaches for how these aspects should be visualized: 1) symbols and charts to visualize the now-situation, and 2) graphs for visualization over time. Discussion and conclusion: Results identified four aspects of a participation in meaningful activities to be represented in digital twins. Those align with, and extend, existing literature on participation and recovery experiences. For the visualization of those aspects in digital twins, participants emphasized the importance of integrating both immediate feedback and longitudinal tracking of participation experiences.

Indexed as

activity performanceengagementexhaustionmental healthoccupational therapyrecovery experiencesstresstechnology

Identifiers

PMID41684525
PMCPMC12891190

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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.