Exploring the governance and politics of transformations towards sustainability
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 notion of ‘transformations towards sustainability’ takes an increasingly central position in global sustainability research and policy discourse in recent years. Governance and politics are central to understanding and analysing transformations towards sustainability. However, despite receiving growing attention in recent years, the governance and politics aspects of transformations remain arguably under-developed in the global sustainability literature. A variety of conceptual approaches have been developed to understand and analyse societal transition or transformation processes, including: socio-technical transitions, social-ecological systems, sustainability pathways, and transformative adaptation. This paper critically surveys these four approaches, and reflects on them through the lens of the Earth System Governance framework (Biermann et al., 2009). This contributes to appreciating existing insights on transformations, and to identifying key research challenges and opportunities. Overall, the paper brings together diverse perspectives, that have so far remained largely fragmented, in order to strengthen the foundation for future research on transformations towards sustainability.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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