Unmet Needs: Challenges to Success from the Perspectives of Mature University Students
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
An in-depth understanding of mature students’ experiences as non-traditional learners pursuing post-secondary education is crucial to supporting this growing and traditionally overlooked population. This study explored issues affecting the success of mature students engaged in university study. A thematic analysis of text responses from 270 mature undergraduate students in Ontario was conducted to discover unmet needs and challenges to success. Findings demonstrate that mature students struggle with accessing needed resources, supports, services, and flexible study options. Furthermore, mature students face significant challenges with balancing their multiple roles and responsibilities and experience social exclusion as non-traditional students, feeling that they are not understood by their peers or institutions. Recommendations are made to better support mature students in three areas: changes to institutional policies and practices, the creation of social support networks, and increased access to financial support.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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