Colonialism as Structural Injustice: Historical Responsibility and Contemporary Redress*
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
COLONIALISM was officially repudiated as an international practice at the 947th plenary meeting of the United Nations General Assembly in its 1960 “Declaration on the Granting of Independence to Colonial Countries and Peoples.” The declaration equated the “subjection of peoples to alien subjugation, domination and exploitation” to “a denial of fundamental human rights”; affirmed the principle of self-determination for all peoples in their political status and economic, social and cultural development; and condemned the ‘standard of civilization’ rationale for colonial rule by asserting that “inadequacy of political, economic, social or educational preparedness should never serve as a pretext for delaying independence.”2 This declaration constituted an official rejection by the society of states of the colonial history of international and transnational relations as it had been practiced for more than four hundred years.
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 | 0.003 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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