Readjusting the political thermostat: fuel poverty and human rights in the UK
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
Fuel poverty − the inability to afford adequate warmth in the home − is a widespread problem across the UK. Cold, damp homes are detrimental to human health and contribute to thousands of ‘excess winter deaths’ every year. This article analyses fuel poverty from a human rights perspective – asking whether it engages human rights protections. It first discusses the definition, scale and health impacts of the problem.Second, it explores the relationship between fuel poverty and the rights contained within the European Convention on Human Rights, the International Covenant on Economic, Social and Cultural Rights and the European Social Charter. It concludes that fuel poverty readily engages rights to adequate housing, food and health and certain civil and political rights in extreme circumstances. It discusses the legal implications of these findings for fuel poverty policy, arguing for a ‘human rights approach’ to tackling the problem. These conclusions focus on the particularly drastic fuel poverty situation in the UK, but can also be applied globally to the various nations where citizens suffer similar problems and extend to the wider debate on therelationship between poverty and human rights.
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 | 0.004 | 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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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