Five components of social design: A unified framework to support research and practice
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
<p>Although the term social design is being widely adopted around the world, conceptual clarity is still lacking. The way social design is understood and executed can vary greatly. Without a shared conceptual foundation, knowledge exchange and development are restricted, and so is the professionalisation of practice. This paper brings forward a framework that unites all social design around an overarching objective to foster the common good but argues that design activities to do so may be driven by different values and focus on different outcomes. We identify five components of social design: (1) care-driven design activities for the wellbeing of underprivileged people, (2) responsiveness-driven design activities for good governance, (3) political progress-driven design activities for empowered citizens, (4) social capital-driven design activities for beneficial communities, and, (5) resilience-driven design activities for sustainable future systems. We describe how the framework helps explain, discuss and systematically study social design.</p>
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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 | 0.009 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| 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