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Record W6944668478 · doi:10.20381/ruor-31157

Young Adults’ Mental Health and Commitment to Exercise during the COVID-19 Pandemic

2025· dissertation· en· W6944668478 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity of Ottawa - Library · 2025
Typedissertation
Languageen
FieldPsychology
TopicCOVID-19 and Mental Health
Canadian institutionsnot available
Fundersnot available
KeywordsMental healthPsychological interventionAnxietyPandemicPhysical activityYoung adult

Abstract

fetched live from OpenAlex

Mental health issues, particularly anxiety and depression, continue to show an upward trend among young adults in Canada. This persistent increase has prompted researchers to investigate various treatment modalities, with physical activity emerging as a promising intervention. Evidence shows that engagement in physical activity can alleviate symptoms of anxiety and depression, with neurochemical effects comparable to pharmacological interventions, such as selective serotonin reuptake inhibitors (SSRIs). The COVID-19 pandemic, however, introduced unprecedented challenges through the implementation of non-pharmaceutical interventions (NPIs) that significantly restricted physical activity and increased mental health issues, specifically anxiety and depression. This longitudinal study used a community sample of Canadian young adults (n=443) to examine the association of the COVID-19 pandemic on commitment to exercise and associated effects on individual’s mental health outcomes across three time points over four years (from age 22 to 26). Contrary to prevailing literature, our findings did not reveal any consistent or strong associations between commitment to exercise and mental health symptoms within and across time. Although these results do not align with the established literature, they offer valuable insights and direction for future investigations in this domain. Given the insufficient availability of mental health professionals, it remains crucial for individuals and researchers to continue exploring the potential of physical activity and alternative interventions for mitigating mental health symptoms among young adults. Such efforts may contribute to the development of more accessible and cost-effective strategies for promoting psychological well-being among young adults and the general population.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.409
Threshold uncertainty score0.997

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 studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.027
GPT teacher head0.321
Teacher spread0.293 · 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 designNot applicable
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
Published2025
Admission routes1
Has abstractyes

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