Adoption of Open Access Publishing by Academic Researchers in Kenya
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
This study investigates Kenyan scholars' adoption of open access (OA). The authors used a questionnaire to collect data from academic researchers at selected Kenyan public universities. The findings of this study indicate that while Kenyan researchers have embraced the concept of OA, challenges such as a lack of mechanisms to guide academic researchers on where to publish, a dearth of funding mechanisms to cover article processing charges, and a lack of accreditation mechanisms for regional and national journals are exposing Kenyan academic researchers to unscrupulous journal publishers and predatory publishing outlets. OA advocates in Kenyan universities need to devise innovative ways of raising awareness about OA, and these universities should provide the environment, infrastructure, and capacity building needed to support OA.
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 | 0.258 | 0.686 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.064 | 0.067 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.707 | 0.658 |
| Open science | 0.062 | 0.014 |
| Research integrity | 0.001 | 0.007 |
| 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