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
This chapter explores an Australian Indigenous Wiradjuri standpoint. It expresses an emotional chronicle of dispossession creating an Aboriginal diaspora. Exclusion, loss of freedom, close surveillance and prohibitions, are stories framed within histories of emotion. Storylines in archives and oral histories of clan and tribal connection to Country speak of trauma, disconnection and forced removal to places far away. Policies of segregation establishing missions and reserves were sources of homesickness and grief. Experiences created narratives resonating within a history of emotions. Yet ongoing impacts on Aboriginal society and culture through this compelling rendering of ancestral history also speak of survival, resilience, and joy. Emotions in truth-telling contexts resonate our commonalities globally: Sami, Hawaiian and Canadian colonial experiences. From a dialectic perspective, Indigenous people are refugees in their own lands. Cultural and historical knowledge of Indigenous people through emotion and stories of feeling resonate as recordings of devastation, but also hope. Indigenous people’s story-telling describes social commentaries of interrelatedness in connection to country channelling healing and love. Attempted cultural genocide and land expulsion make way for transformative times of shared Indigenous voices, reflected globally in the amity of the United Nations Declaration on the Rights of Indigenous Peoples, seeking harmonious solutions.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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