What sustains doctoral students’ interest? Comparison of Finnish, UK and Spanish doctoral students’ perceptions
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
Interest plays a major role in the doctoral experience. However, previous research has not considered how the national context might influence interest. This study focused on exploring cross-national variation in doctoral students’ experiences by comparing Finnish, UK and Spanish doctoral students’ research interests. Participants (n = 2.426) responded to the Doctoral Experience survey. Spanish students sustained higher levels of researcher and instrumental interest compared to both UK and Finnish students. Finnish students displayed the lowest levels of instrumental interest while UK students combined the lowest level of development interest with the highest level of cynicism. Interest was determinant for experienced exhaustion, cynicism, study satisfaction and reducing risk of abandonment across the three contexts. Results suggest that national differences in labour market, career expectations or programme structure can be powerful enough to overcome the incredible variation that has been proven to exist at the more local levels of doctoral nested contexts.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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