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
The world is commonly divided into the West and the East, two parts that are inherently not alike in many aspects but are tied in one way or another. However, the clash between the two led to the superiority of European powers and hence created a point of view from which Western imperialists understood the Orient and the relation they had with it. Edward Said gave the term “Orientalism” to refer to this mode of representation of the Orient from Western imperial powers’ imagination, while Joseph Conrad’s Heart of Darkness is a novella that is exactly centered around the interplay between colonialist and natives from the colonial viewpoint, or in other words, their Orientalist prism. In Heart of Darkness, Conrad shows much sympathy for Africans’ suffering and harsh condemnation of the imperialism. However, at the same time he unwittingly assumes sort of Western White’s superiority and commits the myth of imperialistic ideology by distorting the images of African land as wild, dark, barbarous, mysterious and backward, African people as barbaric, savagery, greedy and primitive while African culture as wicked and horrible.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.001 | 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