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
In the field of postcolonial studies, travel writing has often been demonized. Critics have, at times, aligned travel narratives with other textual practices associated with colonial expansion – mapping, botany, ethnography, journalism and so on – to suggest that travel writing disseminated discourses of difference that were then used to justify colonial projects. The literary critic David Spurr (1993), for instance, writes that such texts perpetuated 'the rhetoric of empire' by offering information to colonial administrators about what was happening in Kenya or Canada or Kashmir, while also depicting the colony for a general readership. Within this context, travel writing allowed Europeans to conceive of areas outside of Europe as being under their control, as an extension of land through ownership. Other critics have supported Spurr by arguing that travel writing contributed to the construction of modern conceptions of identity. Douglas Ivison (2003) writes that:KeywordsLiterary CriticCultural CritiqueColonial AdministratorColonial ExpansionPostcolonial StudyThese keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.
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 | 0.000 | 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) | 0.018 | 0.002 |
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