The Ngaut Ngaut Interpretive Project: Providing Culturally Sustainable Online Interpretive Content to the Public (Full Report)
Bibliographic record
Abstract
The Ngaut Ngaut rock shelter was the first “scientifically” excavated site in Australia in 1929, but it has much deeper meanings for local Indigenous people. In conjunction with the other River Murray and Mallee Aboriginal people, the Mannum Aboriginal Community Association Inc. (MACAI) shares stewardship responsibilities with the State of South Australia for this iconic place, known as Devon Downs in the archaeological literature. Existing online information concerning Ngaut Ngaut is viewed by MACAI as incomplete or inaccurate at best, and overtly wrong and offensive at worst.\nTo help address these concerns, Isobelle Campbell (MACAI) and Amy Roberts (Flinders University) developed the Ngaut Ngaut Interpretive Project, an IPinCH Community Initiative. This is the final community report for the Ngaut Ngaut project
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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 | 0.013 | 0.019 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.005 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.034 | 0.006 |
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".