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
Indigeneity is a relatively recent area of geographic scholarship. Conceptualizations of indigeneity are shifting and contested, and emerge within specific sociopolitical and historic contexts. Yet indigeneity has given rise to the originary place‐based modes of thinking and knowing across the globe, which existed long before the formation of the Western discipline of geography. Indigeneity can be understood from the diverse place‐based epistemologies of indigenous peoples themselves, as well as through representations of indigeneity within geography focused on common areas of critique from within the discipline in recent years. Efforts to strengthen the presence of indigenous peoples and worldviews within academic geographic inquiry have included the formalization of indigenous specialty groups and indigenous‐focused methodologies and publications. Future directions of indigeneity within the discipline will occur in relation to broad global movements of indigenous resurgence.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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