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Record W7039150685

Leisure as a Coping Resource for Parent Caregivers of Children Living with Autism

2023· other· en· W7039150685 on OpenAlexaff

Bibliographic record

VenueBrock University Digital Repository (Brock University) · 2023
Typeother
Languageen
Field
Topic
Canadian institutionsBrock University
Fundersnot available
KeywordsRecreationCasualCoping (psychology)StressorQualitative researchNegotiationPopulationMood
DOInot available

Abstract

fetched live from OpenAlex

This qualitative study explored the lived experiences of life challenges and leisure as a stress-coping resources among parent caregiver of children living with autism. These parent caregiver experiences were obtained through in-depth interviews of four mothers of children living with autism. Data were then qualitatively analyzed to ascertain meaningful themes. The results of data analysis demonstrated that parent caregivers face a number of barriers related to their leisure participation in four areas: (a) caregiving responsibilities and demands, (b) COVID-19 related barriers (c) time-related barrier and (d) interpersonal barrier. Although the participants of this study identified several barriers as parent caregivers, the findings show that they were able to negotiate some of these barriers to participate in their leisure experiences that enhanced their stress-coping efforts. The findings also revealed that leisure was used as a stress-coping resource in four ways: (1) rejuvenation through leisure, (2) mood enhancement through leisure, (3) distance from stressors through leisure, and (4) social experiences through leisure. This study discussed the importance of recreation therapists advocating for leisure education and casual forms of leisure among parent caregivers for effective coping with caregiver-related stress. This study provided practical implications for recreation therapists and other health care professionals in a related field to better understand the unique needs of this population and encourage leisure participation as a resource of stress-coping.

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)0.002
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.012

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0040.002
Scholarly communication0.0020.002
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.009
GPT teacher head0.186
Teacher spread0.178 · 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 designObservational
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

Citations0
Published2023
Admission routes1
Has abstractyes

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