Diesel Reduction Opportunities in a Remote Isolated Community
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
Diesel dependent remote communities have been the focus of many Canadian initiatives in recent years. Often, these areas house first nation communities and can be deprived of resources such as electricity and natural gas due to restricted accessibility. This could result in shortage of diesel because of the delivery difficulties. Driven by United Nations goals, countries across the globe have focused in developing these areas to improve the outlook of their residents. This includes the implementation of alternative sources of electricity. This paper presents the experience of a Canadian electric utility in investigating diesel reduction options in one of its largest remote communities. Currently, this system is diesel dependent and, due to the load growth, is facing risks of not having enough diesel supply to produce energy for an entire year. These alternatives focus on reducing electric technical losses, reducing electricity consumption, and offsetting some of the consumption through adopting solar (PV) generation.
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 | 0.000 |
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