Everyone a Changemaker? Exploring the Moral Underpinnings of Social Innovation Discourse Through Real Utopias
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 term ‘social innovation’ has come to gather all manner of meanings from policymakers and politicians across the political spectrum. But while actors may unproblematically unite around a broad perspective of social innovation as bringing about (positive) social change, we rarely see evidence of a shared vision for the kind of social change that social innovation ought to bring about. Taking inspiration from methods that recognise the utopian thinking inherent in the social innovation concept, we draw upon Erik Olin Wright’s concept of ‘real utopias’ to investigate the moral underpinnings inherent in the public statements of Ashoka, one of the most prominent social innovation actors operating in the world today. We seek to animate discussion on the moral principles that guide social innovation discourse through examining the problems that Ashoka is trying to solve through social innovation, the world they are striving to create, and the strategies they propose to realise their vision.
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 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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