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Record W4413011434 · doi:10.1080/14927713.2025.2539694

Waves of well-being: exploring surfing’s multidimensional health benefits and key influencing factors

2025· article· en· W4413011434 on OpenAlexaffvenue
Virginie Gargano, Rose-Ange Tremblay-Éthier

Bibliographic record

VenueLeisure/Loisir · 2025
Typearticle
Languageen
FieldPsychology
TopicAdventure Sports and Sensation Seeking
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsKey (lock)Computer sciencePsychologyComputer security

Abstract

fetched live from OpenAlex

Over the past two decades, research on outdoor activities such as surfing has grown significantly, highlighting their benefits across dimensions of health. While numerous studies have established the physical and mental health advantages of surfing, less attention has been paid to key factors influencing these effects, despite their importance in understanding how this activity impacts well-being. Bridging this gap is essential to ensuring a more comprehensive perspective on its benefits and applications. This article presents an exploratory qualitative study based on interviews with ten surfers aged 24 to 41. Through thematic analysis, the results provide deeper insight into the effects of surfing, while identifying key factors influencing these outcomes. By capturing direct experiences of surfers, this study enhances our understanding of how surfing fosters well-being beyond its traditionally acknowledged benefits. In conclusion, the findings offer practical applications for recreational programming, therapeutic interventions, and community health initiatives.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.166
Threshold uncertainty score0.794

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 head0.045
GPT teacher head0.306
Teacher spread0.260 · 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 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

Citations1
Published2025
Admission routes2
Has abstractyes

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