Advancing Energy Sovereignty and Economic Prosperity for First Nations through Green Energy Statecraft
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
A new approach to energy transition governance is necessary, one that is inclusive of First Nations on whose land the energy transition will occur. In this short position paper, we elaborate upon the concept of green energy statecraft (GES), a new approach to energy transition governance that, amongst other ambitious goals, partners with First Nations in ways that benefit these communities as well as driving energy transition. We show how Australia might improve its energy transition through adopting GES and creating the conditions for First Nations energy justice. In exhibiting how this occurs, we examine generative examples of First Nations communities benefiting from the approach of GES in the United States, Canada, and Aotearoa New Zealand. Indigenous ownership of renewable energy industries is offered as an optimal outcome of GES.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.010 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| 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