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
Achieving balance is not an easy task for First Nations, as there are numerous obstacles to overcome by manoeuvring through the legislative processes at the federal and provincial jurisdictional levels. The goal of this paper is to explore how to grow a sustainable economic development model within a First Nation, using the example of Aamjiwnaang First Nation, a small community that is located in southern Ontario. It will document the development and evolution of Aamjiwnaang’s economic development model, named A Healthy Tree, which is founded on Elder and Aamjiwnaang Chief Gerald Maness, Sr.’s concept of the community as a tree. The paper will demonstrate the steps taken and the best practices used for turning obstacles into opportunities. Finally, it will address a major issue facing the Aamjiwnaang Band Council: how it can proceed when the Head Lease expires in 2025.Keywords: First Nations, communities, economic development, strategic planning, industrial parks
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 | 0.001 |
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