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Record W4411913198 · doi:10.1123/kr.2024-0084

Recommendations for Inclusive Fitness and Recreational Facilities: A Rapid Review

2025· review· en· W4411913198 on OpenAlexaff
Fallon R. Mitchell, Adam Mulcaster, Sara M. Scharoun Benson, Sean Horton, Veronika Mogyorody, Paula M. van Wyk

Bibliographic record

VenueKinesiology Review · 2025
Typereview
Languageen
FieldPsychology
TopicRecreation, Leisure, Wilderness Management
Canadian institutionsUniversity of Windsor
Fundersnot available
KeywordsRecreationPsychologyPolitical scienceLaw

Abstract

fetched live from OpenAlex

People with a disability encounter a surfeit of barriers to exercising in fitness and recreational facilities. While barriers and facilitators are well documented, few efforts have been made to synthesize recommendations that can facilitate the development of accessible and inclusive facilities. This rapid review addresses this gap by developing recommendations that encompass factors pertinent to physical, cognitive, and social accessibility. The research is reported according to the PRISMA-ScR guidelines. Searches of 11 databases related to architecture, health, and sociobehavioral sciences yielded 41 articles that were analyzed using an inductive content analysis. Six recommendations were derived: (1) Increase education and awareness, (2) advocate for accessibility, (3) collaborate with interest groups, (4) implement strategies for inclusion, (5) establish evaluation and improvement plans, and (6) adopt guidelines or best practices. The recommendations encompass guiding principles and strategic advice that can be implemented in facilities to enable diverse people to engage in physical activity.

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)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.483
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0050.001
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0060.000

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 head0.107
GPT teacher head0.439
Teacher spread0.333 · 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.

Study designNot applicable
Domainnot available
GenreReview

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 routes1
Has abstractyes

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