The mental health of student-athletes: a systematic scoping review
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The purpose of this study was to provide a systematic scoping review of the research focussing on student-athletes’ mental health (MH). More specifically, we aimed to describe and synthesise: (a) the study and sample characteristics of the dual career (DC) and MH research literature, (b) the types of MH outcomes examined in student-athlete populations, (c) comparisons of student-athletes’ MH in relation to other populations of interest, and (d) the variables associated with student-athletes’ MH. Articles were collected from four databases: SPORTDiscus, PsycInfo, Scopus, and PubMed. In total, 159 studies spanning three decades met the inclusion criteria. Most studies were conducted within the North American collegiate context. The majority (62.5%) examined mental ill-health outcomes (e.g. disordered eating, depression, anxiety), 22.6% examined positive mental health outcomes (e.g. subjective well-being, psychological well-being), and 13.8% combined both perspectives. Most studies using non-student-athlete comparison groups found that student-athletes were at a similar or decreased risk for MH problems, although notable exceptions were identified. Finally, 49 distinct variables were associated with student-athletes’ MH. Most variables related to generic or sport-specific factors, with only a limited number of studies examining DC-specific factors. Findings from our scoping review are critically discussed in view of the existing literature.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it