Barriers faced by medical students in seeking mental healthcare: A 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
<ns4:p> <ns4:bold>Background:</ns4:bold> Medical students commonly exhibit mental health issues. Despite the availability of professionals on medical campuses, seeking help continues to be a challenge for some students. Our review aimed to identify the barriers medical students face when seeking professional mental healthcare. </ns4:p> <ns4:p> <ns4:bold>Methods:</ns4:bold> A Medical Subject Headings (MeSH) search was created for articles using PubMed, Embase, and PsychINFO databases to identify articles specifically about medical students and their barriers to professional mental healthcare. Inclusion criteria included articles in which barriers to mental healthcare were either the primary variable or one of multiple study results. No date limits were imposed. Reviews, pilot projects, or articles that did not address barriers to mental healthcare faced by medical students or focused on veterinary or dental students were excluded. A total of 454 articles were identified and screened by title/abstract and then full text. Data were extracted from 33 articles using an independent framework. Barriers identified were compiled and reported. </ns4:p> <ns4:p> <ns4:bold>Results:</ns4:bold> From a total of 33 articles, the most identified barriers were fear of negative effect on residency/career opportunities, fear of confidentiality breach, stigma and fear of shaming from peers, lack of perceived seriousness/normalization of symptoms, lack of time, and fear of documentation on academic record. Students also preferred to seek care outside of their institution from fear of their provider being an academic preceptor. </ns4:p> <ns4:p> <ns4:bold>Conclusions:</ns4:bold> Many of the barriers to mental healthcare faced by medical students relate to a fear of academic and career reprisal, and fear of confidentiality breach. It appears that despite recent efforts to decrease stigma surrounding mental illness, many medical students struggle to seek appropriate support. Access to mental healthcare can be improved by increasing transparency regarding what information will be displayed on academic records, dispelling common myths about mental healthcare, and increasing awareness about resources available for medical students. </ns4:p>
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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 | 0.015 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.005 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.002 | 0.009 |
| Insufficient payload (model declined to judge) | 0.031 | 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