Evidence map›Paper›PMID 42413079›Full record

ArticleJMIR formative research2026

Loneliness From the Digital Mental Health Practitioners' Perspective: Thematic Analysis of Semistructured Interviews.

Gregor Milligan, Liz Dowthwaite, James Goulding, Elvira Perez Vallejos

Abstract read
In one paragraph

Article in JMIR formative research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

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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

4 authors.

Gregor Milligan *School of Computing and Digital Technologies, College of Business, Technology and Engineering, Sheffield Hallam University, Sheffield, England, S1 1WB, United Kingdom, +44(0)7795660354.ORCID 0000-0003-3357-9330
Liz Dowthwaite *School of Computer Science, University of Nottingham, Nottingham, England, United Kingdom.ORCID 0000-0001-9269-2849
James Goulding *N/LAB, Nottingham University Business School, University of Nottingham, Nottingham, England, United Kingdom.ORCID 0000-0002-8892-6398
Elvira Perez Vallejos *School of Medicine, University of Nottingham, Nottingham, England, United Kingdom.ORCID 0000-0002-0258-9440

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Loneliness is a prevalent concern across the United Kingdom. While validated scales exist to quantify the severity of loneliness across populations, there remains a gap in understanding how loneliness manifests and is addressed within therapeutic practice. Given the associated stigma surrounding loneliness, practitioner perspectives offer crucial insights into how clients express loneliness within digital therapeutic environments. These insights can inform more nuanced conceptualizations of loneliness. Objective: This study aimed to gather the practitioners' perspectives on loneliness within a digital therapeutic context and were defined as follows: (1) understand how practitioners identify loneliness concerns, (2) identify how loneliness is elicited in digital mental health interventions, and (3) identify co-occurring themes (such as grief, shame, and social disconnection) that signal loneliness concerns in client communications within digital therapeutic environments. Methods: Semistructured interviews were conducted with 9 practitioners. Participants included specialists in grief counseling, lesbian, gay, bisexual, transgender, and queer or questioning plus support; and digital mental health therapists. Interview transcripts were analyzed using thematic analysis, using an inductive, data-driven approach to allow themes to emerge from participant accounts rather than fitting data to preexisting theoretical frameworks. Results: The following four themes were identified: (1) Conceptualizing Loneliness: practitioners distinguished between social contact and meaningful connection; (2) Contextual Causes: loneliness emerged from life transitions, stigmatized identities, and resource reduction (eg, youth services closures and social support); (3) Expressions and Language: clients rarely expressed loneliness directly, instead using proxy terms, with disclosure patterns varying by age; and (4) Mental Health Co-occurrence: severe mental health conditions created bidirectional cycles of loneliness, exacerbated by symptoms of mental health difficulties. Practitioners reported that many clients experienced loneliness concerns, yet direct disclosure was absent across all participants' experiences. Conclusions: Practitioners identified multiple stigmatizing experiences as contextual drivers of loneliness, particularly demonstrating how loneliness emerges not only from individual experiences but from broader patterns of social exclusion and marginalization. For therapeutic practice, these insights suggest that practitioners can use awareness of stigmatizing experiences as potential indicators when assessing loneliness risk. The presence of contextual patterns was consistent across practitioners' experiences, providing a foundation for developing more targeted interventions to address both the emotional experience of loneliness and the underlying social drivers.

Indexed as

Health PersonnelLonelinessAdultAttitude of Health PersonnelDigital HealthDigital MediaFemaleHumansInterviews as TopicMaleMiddle AgedQualitative ResearchSocial StigmaUnited Kingdomdigital mental healthlonelinesspractitioner perspectivestigmathematic analysis

Identifiers

PMID42413079
PMCPMC13340899

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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.