The comparative institutional analysis of energy transitions
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
Abstract The discussion on ‘The comparative institutional analysis of energy transitions’ gives us a state-of-the-art overview of the main theoretical and conceptual developments within the field of political economy. It invites us to broaden our knowledge on the changing realities of different geographical regions in energy transition. In this discussion forum, Finnegan discusses emerging themes in the comparative political economy literature of climate change. He identifies gaps and offers an outline for further research. Allen, Allen, Cumming and Johan take a closer look at the links between different types of capitalism and the natural environment. The authors stress the importance of adopting an institutional perspective to explain differences in environmental outcomes. Wood compares the transitions of energy usage and mixes between liberal and coordinated market economies from a historical perspective. He looks for parallels between the energy transition from coal to oil and gas to the current renewables. Nicklich and Endo answer the question ‘Do globalization and globally perceived occurrences of environmental problems lead to a convergence of energy supply?’. They compare the fields of German and Japanese wind power with a particular focus on Greenpeace after the Fukushima disaster in 2011. Finally, Lim and Tanaka focus on the question ‘When do energy transition policies enjoy broad-based acceptance?’. They conclude that the public acceptance of energy transition varies between Western and non-Western societies.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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) | 0.003 | 0.001 |
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