Scholarly publishing : The challenges facing the African university press
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 paper seeks to examine the challenges that face the university press in Africa in general and South Africa in particular. It will start by examining the state of the university press in Africa, the state of the university press in South Africa, the challenges that face university presses, such as the declining purchasing of scholarly monographs by university libraries since the budgets of most university libraries are now spend on subscribing to expensive journals and serials, poorly paid academic staff that does not purchase scholarly books, poor teaching and research infrastructure where the course pack has replaced the monograph in the classroom, a generally under-developed market, a weakly developed reading culture, short print-runs which are not economically viable, lack of distribution hubs such as bookshops and lack of intra-Africa book trade. Whereas in the past scholarly publishers could sell between 1000 and 1500 copies of a monograph, today they sell between 200-300 copies. Since publishing small print runs is not economically viable due to economies of scale, scholarly publishers are caught between a declining market and high costs involved in publishing small print runs. It will further examine the role that research institutes and science councils play in scholarly publishing and lastly it will examine the opportunities that new modes of communications offers to scholarly publishers.
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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 | 0.004 | 0.000 |
| Scholarly communication | 0.007 | 0.029 |
| Open science | 0.003 | 0.001 |
| 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