Critique: A Historian Said Terra Nullius Was An Invention - I'm a Blackfella Lawyer Who Has Serious Concerns about His Lack of Understanding and Knowledge of the Common Law
Bibliographic record
Abstract
On the acquisition of sovereignty, in each of the jurisdictions of Canada, America and New Zealand, the common law recognised and preserved pre-existing rights to land. Australia finally caught up to the rest of the common law world in 1992 with the handing down of the Mabo decision. Correct legal reasoning and precedent led to the recognition of the pre-existing rights of the original inhabitants of Australia. History and law are [two] distinct disciplines. Let the High Court to preside over matters of legal importance in Australia, let historians squabble amongst themselves.
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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 | 0.010 | 0.041 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.011 | 0.031 |
| Scholarly communication | 0.009 | 0.013 |
| Open science | 0.005 | 0.005 |
| Research integrity | 0.019 | 0.033 |
| Insufficient payload (model declined to judge) | 0.007 | 0.002 |
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".