Who coupled which stream(s)? Policy entrepreneurship and innovation in the energy–water nexus in Gujarat, India
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
Summary Although policy entrepreneurship is essential for fostering policy innovations to achieve sustainable development, the literature has conflated different types of entrepreneurship and disaggregated it using inconsistent terminology. We conceptualize entrepreneurship using a six‐stream variant of the multiple streams framework (MSF)—which addresses key limitations of the original MSF—to examine entrepreneurial activities in the case of the Jyotigram Yojana , a widely recognized policy innovation for managing the energy–water nexus in Gujarat, India. We find that whereas policy and political entrepreneurship no doubt played a significant role in coupling the streams and fostering this policy innovation, the process broker, program champion, and technology innovator were also important in policy formulation, implementation, and “success.” We conclude that the six‐stream variant of MSF is useful for identifying and distinguishing various types of entrepreneurship involved in policy innovation for 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.000 | 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