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Record W4414976091 · doi:10.1111/fcre.70025

The family experience of the Invictus Games through a work family conflict lens: An interpretative phenomenological analysis

2025· article· en· W4414976091 on OpenAlexaffabout
Lauren Stephanie Roberts, Celina H. Shirazipour, Deborah Norris, Heidi Cramm

Bibliographic record

VenueFamily Court Review · 2025
Typearticle
Languageen
FieldPsychology
TopicWorkaholism, burnout, and well-being
Canadian institutionsMount Saint Vincent UniversityQueen's University
Fundersnot available
KeywordsInterpretative phenomenological analysisWork–family conflictInclusion (mineral)Selection (genetic algorithm)Family conflictWork (physics)

Abstract

fetched live from OpenAlex

Abstract The Invictus Games are an international adaptive sports competition for wounded, injured, and/or ill military members and veterans. Essential to the Games are the families and friends of the competitors, who are involved from selection to post‐game. Though families are integral, their experiences are underexplored. Little research to date has focused on the families, and even less research has been conducted using a family science lens. Work–family conflict theory provides a way to examine the stressors and support that underlie the family experience. Using interpretative phenomenological analysis with a work–family conflict lens, this project explores the family members' perspectives of being at the Invictus Games. Participants were past family and friends from Canada ( n = 5), the UK ( n = 1) and Australia ( n = 1). The results display that the Invictus Games can be a very positive experience for both the individual family members as well as the family as a whole. The results challenge the existing idea that participating in sports automatically results in work–family conflict. This project highlights the importance of family inclusion within and throughout military and veteran adaptive sport competitions. As the Invictus Games continue to grow, it is important to be intentional about how families are supported.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.017
Threshold uncertainty score0.039

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0060.005
Scholarly communication0.0040.002
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.050
GPT teacher head0.366
Teacher spread0.316 · 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 source (direct Gemma or distilled Codex), 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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