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Record W3155987213 · doi:10.1101/2021.04.06.21254987

Beneath the surface: mental health, and harassment and abuse of athletes participating in the FINA (Aquatics) World Championships, 2019

2021· preprint· en· W3155987213 on OpenAlexafffund
Margo Mountjoy, Astrid Junge, Christer Magnusson, Farhad Moradi Shahpar, Edgar Ortíz, Josip Varvodić, Xinzhai Wang, Mohamed Yahia Cherif, Lee Hill, Jim Miller

Bibliographic record

VenuemedRxiv · 2021
Typepreprint
Languageen
FieldMedicine
TopicCardiovascular Effects of Exercise
Canadian institutionsMcMaster University
FundersMcMaster University
KeywordsHarassmentAthletesMental healthPsychologyDepression (economics)PsychiatryClinical psychologyMedicinePhysical therapySocial psychology

Abstract

fetched live from OpenAlex

ABSTRACT Objective To assess the mental health and experience of sport-related harassment and abuse of athletes participating in the FINA World Championships 2019, and to analyse it in relation to gender and the aquatic disciplines. Design Cross-sectional study using an anonymous questionnaire. Methods During the Championships, registered athletes (swimmers, divers, high divers, water polo players, artistic swimmers, open-water swimmers) completed a survey including the main outcome measures of depression (CES-D-10), eating disorders (BEDA-Q), the subjective need for psychotherapeutic support, and the experience of harassment and/or abuse in their sports environment. Results A quarter of the athletes (n=62, 24.6%) were classified as depressed and more than a third (n=111, 35.0%) as having an eating disorder. More than 40% of the athletes stated that they wanted or needed psychotherapeutic support for mental health problems. Fifty-one athletes (14.9%) had experienced harassment/abuse in sport themselves, and 31 (9%) had witnessed it in another athlete. The experiences of harassment and abuse ranged from unwanted comments about body or appearance (40.2%) to rewards in sport for sexual favours (2.5%) and rape (0.3%). Athletes who had experienced harassment/abuse in sport themselves had higher average scores for depression and eating disorders, and more of them needed psychotherapeutic support. Up to a third would not talk to anybody if they saw or experienced harassment/abuse, and less than 20% would talk to an official for help. Conclusion Targeted initiatives are required to address the burden of mental health issues and harassment and abuse in sport in the FINA aquatic disciplines.

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)0.003
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 score0.069
Threshold uncertainty score0.668

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.034
GPT teacher head0.311
Teacher spread0.278 · 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

Citations7
Published2021
Admission routes2
Has abstractyes

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