Community Capacity Building for Energy Sovereignty: A First Nation Case Study
Bibliographic record
Abstract
Ontario’s 2017 Long-Term Energy Plan has identified the Wataynikaneyap Power transmission line as a priority project. The line will connect seventeen remote, off-grid, diesel-dependent First Nation communitiesin northwestern Ontario, Canada to the provincial grid. The province’s current energy mandates and policies commit program dollars to build the human capacities of the seventeen Wataynikaneyap Power communities through the Remote Electrification Readiness Program (RERP). This effort is part of growing interests, changing perspectives, and focus in the continuum of provincial strategies to encourage First Nations to meet their emerging energy transitional needs and to partake in the energy sector. Capacity-building challenges are unique in the Wataynikaneyap Power communities because they experience higher levels of poverty and socio economic inequities, are subjected to antiquated and unjust institutional structures, are following a legal and self-governance status, and are maintaining distinct cultures and ways of life. Capacity building as a concept is wide-ranging and offers a multitude of expressions and interpretations. For the Wataynikaneyap Power communities, capacity building has offered the opportunity to exert their inherent rights and to increase their participation in local and regional energy planning and development. This community-based research is derived from grassroots ethnographic community observation. Through a case study of one of the Wataynikaneyap Power communities, Poplar Hill First Nation, the paper will: a) elucidate a working example of an Indigenous capacity-building process through the RERP; b) demonstrate that capacity development is a key building block for self-determination and to achieve energy sovereignty; and c) illustrate the broader scope of learnings and pathways to effective capacity building for Indigenous communities that will drive energy development initiatives and actions in Canada’s expansive energy sector.
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.
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 | 0.005 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.013 | 0.005 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.012 | 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".