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
Current estimates put the number of indigenous people worldwide at more than 300 million people (approximately 7,000 indigenous societies or cultures) - 5 per cent of the global population (CWIS, 1999). In the absence of reliable censuses, however, hard figures are difficult to come by. Half of the world's indigenous people, approximately 150 million, are living i n the Commonwealth (Whall, 2003a). It can be estimated that half of these, i.e. some 75 million, are indigenous women. The greatest concentration of indigenous people i n the Commonwealth is found i n the following countries: Bangladesh, India, Pakistan and Sri Lanka (South Asia); Botswana, Cameroon, Kenya, Namibia, Nigeria, South Africa, Tanzania and Uganda (Africa); Australia, Fiji, Malaysia, N ew Zealand and Papua New Guinea (Pacific and South-East Asia); and Belize, Canada, Dominica and Guyana (Caribbean and Americas).1
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.008 |
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