POLITICAL THEORY AND AUSTRALIAN MULTICULTURALISM
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
Multiculturalism has been one of the dominant concerns in political theory over the last decade. To date, this inquiry has been mostly informed by, or applied to, the Canadian, American, and increasingly, the European contexts. This volume explores for the first time how the Australian experience both relates and contributes to political thought on multiculturalism. Focusing on whether a multicultural regime undermines political integration, social solidarity, and national identity, the authors draw on the Australian case to critically examine the challenges, possibilities, and limits of multiculturalism as a governing idea in liberal democracies. These essays by distinguished Australian scholars variously treat the relation between liberalism and diversity, democracy and diversity, culture and rights, and evaluate whether Australia’s thirty-year experiment in liberal multiculturalism should be viewed as a successful model.
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 | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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