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
"Indigenous Invisibility in the City contextualises the significant social change in Indigenous life circumstances and resurgence that came out of social movements in cities. It is about Indigenous resurgence and community development by First Nations people for First Nations people in cities. Seventy-five years ago, First Nations peoples began a significant post-war period of relocation to cities in the United States, Canada, Australia, and Aotearoa New Zealand. First Nations peoples engaged in projects of resurgence and community development in the cities of the four settler states. First Nations peoples, who were motivated by aspirations for autonomy and empowerment, went on to create the foundations of Indigenous social infrastructure. This book explains the ways First Nations people in cities created and took control of their own futures. A fact largely wilfully ignored in policy contexts. Today, differences exist over the way governments and First Nations peoples see the role and responsibilities of Indigenous institutions in cities. What remains hidden in plain sight is their societal function as a social and political apparatus through which much of the social processes of Indigenous resurgence and community development in cities occurred. The struggle for self-determination in settler cities plays out through First Nations people’s efforts to sustain their own institutions and resurgence, but also rights and recognition in cities. This book will be of interest to Indigenous studies scholars, urban sociologists, urban political scientists, urban studies scholars, and development studies scholars interested in urban issues and community building and development."
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.933 | 0.962 |
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