Identity and Collective Memory in Jorge Sanjinés’ La nación clandestina
Bibliographic record
Abstract
The increasing disparity between projects of modernity and the capacity of many nation-states to cope with the rapid development of globalization has created massive changes and to some extent, convulsions inside their respective societies and state apparatus. On the one hand, we are witnessing the expanding role and presence of global institutions and corporations in isolated and marginalized societies, especially in the fields of commerce and political influence; and on the other, we observe the consequences that these changes are having in the transformation of identities and collective memories inside these societies, transformations that accelerate with phenomena such as human migration. La nacion clandestina (1989), by Bolivian filmmaker Jorge Sanjines, explores the impact of these changes in rural Bolivia, revealing a strong collective memory that struggles for both resistance and survival. This article seeks to examine the concept of collective memory and indigenous identity in the film, arguing that contemporary migration presents not only an avenue for connecting with the globalization project, but also an accelerated way of
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.011 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".