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
The Australian nation has reached an impasse in Indigenous policy and practice and fresh strategies and perspectives are required. Trapped by History highlights a fundamental issue that the Australian nation must confront to develop a genuine relationship with Indigenous Australians. The existing relationship between Indigenous people and the Australian state was constructed on the myth of an empty land – terra nullius. Interactions with Indigenous people have been constrained by eighteenth-century assumptions and beliefs that Indigenous people did not have organised societies, had neither land ownership nor a recognisable form of sovereignty, and that they were ‘savage’ but could be ‘civilized’ through the erasure of their culture. These incorrect assumptions and beliefs are the foundation of the legal, constitutional and political treatment of Indigenous Australians over the course of the country’s history. They remain ingrained in governmental institutions, Indigenous policy making, judicial decision making and contemporary public attitudes about Indigenous people. Trapped by History shines new light upon historical and contemporary examples where Indigenous people have attempted to engage and dialogue with state and federal governments. These governments have responded by trying to suppress and discredit Indigenous rights, culture and identities and impose assimilationist policies. In doing so they have rejected or ignored Indigenous attempts at dialogue and partnership. Other settler countries such as New Zealand, Canada and the United States of America have all negotiated treaties with Indigenous people and have developed constitutional ways of engaging cross culturally. In Australia, the limited recognition that Indigenous people have achieved to date shows that the state is unable to resolve long standing issues with Indigenous people. Movement beyond the current colonial relationship with Indigenous Australians requires a genuine dialogue to not only examine the legal and intellectual framework that constrains Indigenous recognition but to create new foundations for a renewed relationship based on intercultural negotiation, mutual respect, sharing and mutual responsibility. This must involve building a shared understanding around addressing past injustices and creating a shared vision for how Indigenous people and other Australians will associate politically in the future.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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