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
Transculturality is principally defined by its relation to multiculturalism and interculturality as the constant invention of relational identity suggesting that the self is in the other and the other is in the self. In the context of “glocalisation,” we no longer seek to resolve the contradictions in one synthesis that results in monoculturalism, founded on the characteristic dualism of modern Nation-State. The possibilities are instead capitalized in the dynamics of what we call the “included third.” We try thus to understand the semiotic codes of diversity by, at the same time, avoiding relativism by recognizing what is undeniable and yet denied by the mediation of the monocultural dictatorships, fundamentalisms, or terrorisms masking murders and genocide either behind the promise of eternity or threat of disappearance. What is undeniable is the fact that people who were once alive are now dead. Inclusion and its strategies require testimony of a cultural memory very different from the disinformation of the official histories, tools in the hands of “lynchers,” those who lynch somebody, as René Girard calls them. Different literary and mediated texts are analyzed from this point of view based on their valorization of the metaphor of the chameleon, that is a very positive capacity to blend in different cultural contexts, in this chapter.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.005 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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