Transitions and choices: Graduate student mentoring for psychology honours 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
Peer mentoring programs are typically designed to support students transitioning into university. However, recent work has highlighted the importance of supporting transitions through and out of university. The Australian psychology honours year is a particularly stressful period that involves transitioning through university into the research environment and is soon followed by transitions into the workforce or postgraduate study. The School of Psychology at the University of New South Wales, Australia (UNSW) recently developed a graduate/honours peer mentoring program. Pairs of PhD students mentor small groups of honours students in monthly meetings, discussing various aspects of honours and career options. Most honours students sign up for mentoring and evaluation results show that mentees find the program helpful, most frequently acknowledging that their mentors helped them with general advice and understanding their career options. Peer mentoring can therefore support psychology student transitions through and out of university.
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 | 0.000 |
| Science and technology studies | 0.000 | 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