Contestable professional academic identity of those who teach research methodology
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
A professional academic identity is important because it supports a sense of belonging and contributes to the scholarly advancement of a discipline. However, a professional academic identity for those involved in teaching research methodology is particularly complex and diverse. This research surveyed 144 academics from 139 universities in 9 countries, who are involved in teaching research methodology, and examined the extent to which participants construct their professional academic identity around research methodology. The study also sought to examine whether participants view research methodology as a distinct discipline. Findings show that academics teaching research methods inhabit multiple identities. Some identified as expert researchers, while others associated with particular research methods, along with a clear epistemic attachment, within a particular area of scholarly inquiry. Furthermore, few participants described themselves as research methodologists, and stressed the significance of teaching research methodology as a distinct discipline. Findings also revealed that the majority of the institutions involved in the study approach research methodology as ‘a service course’ and predominantly taught by volunteer academics. This study contributes to our understanding of how research methodology courses are organized, and the broader implications of the different approaches to the scholarly advancement of research methodology as a distinct subject.
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 | 0.220 | 0.209 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.004 |
| Open science | 0.003 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| 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