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
Our current reliance on non-renewable sources of energy has put a strain on the limitations of our planet and its natural resources. The purpose of this study was to comparatively assess the various physical and socioeconomic factors affecting a city and its residents ability to effectively transition to renewable energy sources such as solar or wind energy. Using climate datasets to assess the potential of both wind and solar energy for Edmonton, AB, and Columbus, OH. the researcher paired these findings with assessments of urban development, socioeconomic factors present in both cities to fully understand the current challenges we face in transitioning to renewable energy. The findings indicate that while the area of land needed to supply Edmonton with energy from 100% renewable sources would be vast (1815 km2; 6412 Wind Turbines), it would be possible to accomplish. A change as large as this cannot be made instantaneously and cities will face various challenges in this process, but it is crucial to make this transition in order to become a more sustainable society and live more harmoniously with the natural environment.
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 | 0.001 |
| 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