Adult education research: exploring an increasingly fragmented map
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
Against the background of internal developments of adult education as a field of study, and new external conditions for research, this article examines how the configuration of adult education research has been evolving, particularly over the last decade. Our analysis draws on a two-pronged approach: a reading of four seminal articles written by adult education scholars who have conducted bibliometric analyses of selected adult education journals; as well as our own review of 75 articles, covering a one-year period (2012–2013), in five adult education journals that were chosen to provide a greater variety of the field of adult education in terms of their thematic orientation and geographical scope than has been the case in previous reviews. Our findings suggest that the field is facing two main challenges. First, the fragmentation of the map of the territory that was noticed at the end of the 1990s, has continued and seems to have intensified. Second, not only practitioners, but also the policy community voice their disappointment with adult education research, and we note a disconnect between academic adult education research and policy-related research. We provide a couple of speculations as to the future map of adult education as a field of study and point to the danger of shifting the research agenda away from classical adult education concerns about democracy and social rights.
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 | 0.022 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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