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
Mahatma Gandhi and Sun Yat-sen are regarded as the respective founding fathers of modern India and China. Given this shared significance, their writings ought to be duly considered as the basis for comparative thought on postcolonial nation-building. Yet a survey of the literature points to the paucity of such study. The article is therefore an attempt to fill in this gap by juxtaposing Gandhi’s Hind Swaraj and Sun’s San Min Chu I as treatises on postcolonial nation-building. Such juxtaposition yields important contrasts between the two regarding postcolonial nationhood at the crossroad of non-western civilization and modernity. Beyond identifying these differences, the author uses the lack of comparative study on the subject as an occasion for pondering over the contrasting contemporary global legacy of the two figures. At stake are two visions of postcolonial nationhood that are lost to the ubiquity of global development.
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 | 0.000 |
| 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) | 0.001 | 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