Masyarakat Adat dan Diskursus Representasi di Lingkar Artik: Tinjauan Kosmopolitanisme dan Geopolitik Kritis
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
The Arctic Circle, without a doubt, has turned into a region of various complexities and holds a huge prominence in the contemporary world; especially if one link it with discourses regarding energy, resources, and maritime issues which have helped in triggering wide international contestations. These discourses, consequently, are getting more proliferated as the polar ice melting. However, the existing paradigm carried about within the research of the region tends to be ignorant of those whom are marginalized, yet distinctly significant to the shaping of the Arctic environment, under the shadows of nation-states and high politics agendas: the indigenous peoples. This article, therefore, would contribute to the political discourse of the Arctic by elaborating the perspective of indigenous people in regards of the ongoing dynamics. Utilizing Critical Cosmopolitanism as a normative basis, as well as taking the approach offered by Critical Geopolitics, this writing will try to deconstruct how the nation state’s prolonged hegemony impacting the Arctic Circle, displaying the significance held by indigenous communities, as well as factors leading to its heighten representation—with a more through focus on Inuit Peoples in regard of their population and prominence within the discourse. This article reveals that the shifting global paradigm which, in time, echoing Cosmopolitanism values, such as inclusivity, paves a way to the growing representation to the indigenous peoples.
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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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