Bibliographic record
Abstract
Critical Social Policy (CSP) proudly launches the Journal’s Living Activism Section. This co-produced introduction to the Living Activism section of CSP, includes the ongoing impact of the CSP Solidarity Fund, lessons from the 2023 CSP gathering ‘Learning with Solidarity Funded Activist Groups’ and an account by the Solidarity Funded activists Women and Digital Inclusion (WODIN). The Living Activism section of CSP is rooted in and continues to grow in the soil of activist’s situated knowledge. What is clear is that the ‘critical’ of critical social policy happens at the grassroots. The aims of the Living Activism section of CSP are focussed on drawing out the learning from the lived experience of activist work, including the inherent challenges, tensions and victories of resistance and transformation for social justice. The Living Activism section of CSP is an integral part of decolonisation. We are clear that to decolonise does not mean to diversify or increase variety, rather it is a questioning and taking action to redress which actors are privileged and placed at the centre.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.009 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".