Providing clean and affordable energy for all: possible, practical or propaganda?
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
The overarching goal of the 2015 United Nations Sustainable Development Agenda is global poverty eradication. There is general international agreement that a necessary prerequisite for alleviating poverty is universal access to clean and affordable energy, which is also an Agenda goal. Affording clean energy requires consumers to have the financial means to purchase sufficient amounts for the intended purpose. In the case of the general population, this means heating or cooling their living space, providing some lighting after sunset, and cooking food. Therefore, energy affordability and poverty are closely associated, in a similar fashion to the relationships between general poverty and income, and between affordability and cost. But, for some people, affordable energy may not be clean, while clean energy may not be affordable. Presently, unclean energy sources supply at least three-quarters of global energy consumption. Is it economically and technically plausible that they can be wholly replaced by clean sources by 2030?
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 | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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