Brics issue-narrative on culture: strategic or trivial?
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
BRICS, a diplomatic platform comprising Brazil, Russia, India, China and South Africa, aims to create a fair and more democratic multipolar world order. Following their claim to uphold multilateralism, the BRICS group encourages people-to-people interactions. The cultural diversity of the BRICS members challenges the group to convey a coherent and substantive identity-narrative. However, strategic narratives are not only developed to give shape to culture as identity; they also influence the discursive environment about cultural activities. This article adopts a strategic-narrative analysis to assess BRICS’s commitment to cultural activities. It aims to answer whether and how the BRICS issue narrative on culture is strategic or trivial with reference to the group’s commitment to multilateralism. Using a documentary analysis, the reading identified four mutually reinforcing narratives that give shape to the BRICS cultural agenda. A critical analysis of these narratives showed that BRICS issue narrative on culture is, in its current form, trivial.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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