Of Mice and Men: Educational Technology in Pakistan’s Public School System
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 this paper I use a critical lens to examine the introduction and adaptation of computer and information and communication technologies in Pakistan’s educational system. This examination is based on two broad contentions: a) the introduction of technology in Pakistan’s educational system is not conducive to the creation of a locally relevant knowledge system; instead the motivation is to create a market for foreign technology (hardware and software) and technological ideas; b) such an uncritical introduction of technology suits the needs of the undemocratic governments and hierarchical societies in the developing world and the neo-liberal economic forces abroad. I argue that such introduction of technology in education suits the former because, unlike critical education, the market model of education does not prepare students to question unjust and inequitable social and political practices around them. It rather suits the latter because education based on a market model produces a global pool of semi-trained laborers that can process technological and scientific raw material without gaining the expertise required to produce knowledge that is socially relevant and of benefit to them. I conclude that in this way technology becomes a source of hegemony and yet another tool of oppression rather than a vehicle for liberation and a just society.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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