Regulating Charity in a Federated State: The Australian Perspective
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
Abstract The last few decades have witnessed radical reform of charity regulation around the world. Australia has not been untouched and has developed several unique approaches. First, unlike many other federations (such as the US and Canada), Australia relies on a charities commission rather than its federal tax authority to act as the principal regulator, resulting in a very different scope of responsibility and the likelihood of greater interaction with state regulators. Second, unlike many other jurisdictions that have implemented a charities commission (such as England and Wales), the Australian commission is ultimately intended to apply to a broader pool of not-for-profits than just charities, which raises fundamental questions about the ways in which charities differ from the not-for-profit sector more broadly. This paper outlines the historical and political reasons for reform in Australia and the shape of that reform. As the reforms have now achieved broad political and sector support, the chief focus of this paper is on the out-workings of the reforms, with particular attention to the challenges and opportunities posed by Australia’s federal system of government and by the charity commission’s potential to regulate the broader not-for-profit sector.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| 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