The interconnection between the global and the local: case study of the indigenous Baka community of Nomedjoh, Cameroon
Bibliographic record
Abstract
The impact of globalisation on local communities is a widely debated topic in sociology and anthropology. This article explores the dynamics and statics of local communities in the context of globalisation using the concepts of deterritorialisation and imagined community. The study focuses on the indigenous Baka community of Nomedjoh in Cameroon and their response to globalisation through the redefinition and reconfiguration of their identities. Utilising Arjun Appadurai’s theoretical framework of scapes, the article delves into the processes by which the Baka community of Nomedjoh creates connections with or resistance to the global community. The study is based on data from a documentary film and endeavours to answer the question of how globalisation affects the local life of the Baka of Nomedjoh. The conclusion highlights the importance of considering the dialectic of the local and the global in the analysis of social transformations and movements.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.015 | 0.011 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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".