Indigenous and Minority Placenames : Australian and International Perspectives
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
This book showcases current research into Indigenous and minority placenames in Australia and internationally. Many of the chapters in this volume originated as papers at a Trends in Toponymy conference hosted by the University of Ballarat in 2007 that featured Australian and international speakers. The chapters in this volume provide insight into the quality of toponymic research that is being undertaken in Australia and in countries such as Canada, Finland, South Africa, New Zealand, and Norway. The research presented here draws on the disciplines of linguistics, geography, history, and anthropology. The book includes meticulous studies of placenames in central NSW and the Upper Hunter region; Gundungurra cave names; western Arnhem Land; Northern Cape York Peninsula and Mount Wheeler in Queensland; saltwater placenames around Mer in the Torres Strait; and the Kaurna in South Australia.
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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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