Youth Mental Health Help-Seeking Information Needs and Experiences: A Thematic Analysis of Reddit Posts
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
Youth are vulnerable to mental health challenges. Social media presents an opportunity to evaluate disinhibited mental health discourse and self-disclosure. The objective of this study was to explore reported experiences and information needs related to youth seeking support for mental health on the social media platform, Reddit.com. We searched two subreddits: r/mental health and r/teenagers on Reddit.com for posts made by youth (13–24 years) relating to mental health help-seeking behaviors and information needs. Posts were screened and relevant data were extracted, coded, and analyzed using thematic analysis. Thematic analysis of relevant posts yielded four themes: (1) navigating mental health issues, (2) disclosing to others, (3) barriers to seeking care, and (4) experiences seeking care. Youth may have a diverse range of mental health help-seeking-related information needs and may face several barriers throughout the process of seeking care.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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