A Moral Imperative: The Human Rights Implications of Climate Change
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
Even conservative forecasts of climate change predict dramatic effects to environments, economies, and people around the world. Though the causal link between climate change and human rights is not as readily apparent as with other environmental issues, climate change impacts public health, food security, infrastructures, and natural resources. For the Inuit living in the rapidly melting Arctic, and citizens of small island developing states facing sea level rise, climate change has become a matter of human rights. This note explores the effect of climate change on human rights, such as the right to life and the right to health, as well as other links between human rights and climate change, such as indigenous rights and the concept of "environmental refugees." A human rights-based approach could result in a renewed sense of urgency in the political debate over climate change and jumpstart international diplomacy towards solutions such as the Kyoto Protocol. At the very least, it will show that climate change is a problem that affects not only the environment, but people as well.
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) | 0.001 | 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