Bibliographic record
Abstract
During the late twentieth century, Australia started to recognize the rights of the Aboriginal people. Indigenous claims for self-determination revolved around struggles to maintain a distinct cultural identity in strategies to own and govern traditional lands within the wider political system. While these fundamental challenges pervaded indigenous affairs, contemporary popular music by Aboriginal artists became increasingly important as a means of mediating viewpoints and agendas of the Australian national consciousness. It provided an artistic platform for indigenous performers to express a concerted resistance to colonial influences and sovereignty. As such, this study aims to examine the meaning and significance of musical recordings that reflect Aboriginal identity and place in a popular culture. It adopts an ethnomusicological approach in which music is explored not only in terms of its content, but also in terms of its social, economic, and political contexts. This paper is organized into three case studies of different Aboriginal rock groups: Bleckbala Mujik, Warumpi Band, and Yothu Yindi. Through these studies, the prevalent use of Aboriginal popular music is discerned as an accessible and compelling mechanism to elicit public awareness about the contemporary indigenous struggles through negotiations of power and representations of place.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.006 | 0.007 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".