Scientific Research in Algeria Institutionalisation versus Professionalisation
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.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.009 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.004 | 0.016 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".