LEGAL SCHOLACTIVISTS IN THE THIRD WORLD: BETWEEN AMBITION, ALTRUISM AND ACCESS
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 article argues that legal agents from the Third World play an important role in facilitating and advancing subaltern claims by operating as “scholactivists”. The mediums they use for such advances necessarily require leveraging of the international legal discourse and various international forums. However, their success is constrained by the dynamics of the international legal field and the ability to assimilate within a global cosmopolitan class. Legal scholactivists are examined here from a place-based perspective, locating their praxis in the geographical Third World. In so doing, this article traces the life and work of Dr. Kamal Hossain, a celebrated Bangladeshi lawyer with many accolades at home and abroad. In his long and illustrious career, Hossain has voiced subaltern and Third World concerns on the global stage through a variety of mediums including domestic and international legal practice, advocacy, international organizations and various non-profit, non-governmental and civil society organizational efforts. Although the references to Bangladesh may be very specific and are used as an illustration, it is hoped that the claims made in this paper will be generalizable and applicable to similarly situated countries.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 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