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Record W4407793906 · doi:10.1177/10541373251321155

The Experiences of Virtual Support for Grief and Bereavement

2025· article· en· W4407793906 on OpenAlexaffabout
Andrea Crowley, Maritt Kirst

Bibliographic record

VenueIllness Crisis & Loss · 2025
Typearticle
Languageen
FieldPsychology
TopicGrief, Bereavement, and Mental Health
Canadian institutionsWilfrid Laurier UniversityUniversity of Calgary
Fundersnot available
KeywordsGriefPsychologyPsychotherapist

Abstract

fetched live from OpenAlex

The COVID-19 pandemic forced many mental health service providers to switch to virtual methods of service provision. Grief and bereavement supports are no exception, with both peer and professional supports being offered online. A goal of this study was to examine grievers experiences with online peer or professional support. Grounded in social support theory, this research implemented a qualitative design involving semistructured interviews with 25 participants who received professional and/or peer grief support in Midwestern Ontario, Canada. Ten participants received professional support, seven received peer support, eight received both support types, and all experienced virtual support. Analysis methods included a hybrid of inductive and deductive thematic analysis. Participants highlighted advantages and disadvantages of virtual support, including advantages of support at home and disadvantages of no in-person environment to facilitate bonding. Implications for this project include informing the social support sector of strengths and limitations within virtual support services for grief.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.599
Threshold uncertainty score0.419

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.019
GPT teacher head0.353
Teacher spread0.334 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2025
Admission routes2
Has abstractyes

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