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
Abstract: While self-determination is a cardinal principle of international law, its meaning is often obscure. Yet international law clearly recognizes decolonization as a central application of the principle. Most ordinary people also agree that the liberation of colonial peoples was a moral triumph. This essay examines three philosophical theories of self-determination’s value, and asks which one best captures the reasons why decolonization was morally required. The instrumentalist theory holds that decolonization was required because subject peoples were unjustly governed, the democratic view holds that decolonization was required because subject peoples lacked democratic representation, and the associative view holds that decolonization was required because subject peoples were unable to affirm the political institutions their colonial rulers imposed on them. I argue that the associative view is superior to competing accounts, because it better reflects individuals’ “maker” interests in participating in shared political projects that they value. The essay further shows that if we accept the associative view, self-determination is not a sui generis value that applies to decolonization alone. Ultimately, our intuitions about decolonization can be justified only by invoking an interest on the part of persistently alienated groups in redrawing political boundaries. The same interest may justify self-determination in additional cases, such as autonomy for indigenous peoples, or greater independence for Scotland or Quebec.
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 | 0.000 | 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 | 0.000 | 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