Renewable Energy Integration in Canadian Remote Community Microgrids: The Feasibility of Hydrogen and Gas Generation
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
Approximately 1.1 Billion, or 14%, of the global population do not have access to electricity due to the challenges associated with energy supply. Around 84% of those without electricity access reside in rural areas, with more than 95% being in sub-Saharan Africa and the developing parts of Asia. In Canada, about 72% of off-grid aboriginal and nonaboriginal communities use fossil fuel (oil: 71%, natural gas: 0.8%) as their main source of electricity generation, and only 4.7% of these communities rely on renewable energy sources (RES). In addition, 17.9% fulfill their energy demand through interconnections with other communities as they don?t have enough resources to support their own needs. The remaining 5.6% are reported to rely on unknown sources of electricity (see Arriaga et?al. 2014).
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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