Scientific Research in Algeria Institutionalisation versus Professionalisation
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
In the first twenty years after independence, scientific research in Algeria was largely displaced in favour of teaching and training. From the beginning, there arose a conflict between scientific research and political independence that was tied to the tensions generated by two sets of forces: professionalisation autonomy on the one hand, and institutionalisation control on the other. The process of professionalisation leads to greater independence for researchers, which comes into conflict with the exercise of government control over the process of institutionalisation. It drifted down to an incessant political and administrative impediment to the aspirations of scientific researchers for professional autonomy. This situation influenced the conditions under which the scientific community emerges and consolidates itself in its relationship with the state in Algeria. The relationship between the scientific and political worlds comprises the nolitical backdrop of the problems that this paper will attempt to unfold.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.009 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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