Climate justice after Paris: a normative framework
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
This paper puts forward a normative framework to differentiate between the climate-related responsibilities of different countries in the aftermath of the Paris Agreement. It offers reasons for applying the chief moral principles of ‘historical responsibility’ and ‘capacity’ to climate finance instead of climate change mitigation targets. This will (i) provide a normative basis to realize the goal of climate change mitigation while allowing for developing and newly industrialized countries to develop economically and (ii) offer an account of the distributive principles that can regulate climate finance. This is a real-world interpretation of the 1992 UNFCCC principle of ‘common but differentiated responsibilities’ that takes into account the progress accomplished at the COP21 in Paris and offers a solution to the still unsolved problem of differentiated responsibilities. This paper offers an application of this proposal to the Green Climate Fund.
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 | 0.001 | 0.001 |
| 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 | 0.001 |
| 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