Politicised compassion and pedagogical partnership: A discourse and practice for social justice in the inclusive academy
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
Despite changes prompted by global legalisation and policy developments for social justice and inclusion, many institutions of higher education remain driven by neoliberal values, an endemic culture of performativity, and an emphasis on individual success. These phenomena inform, disfigure, and invert inclusion and equality in policy, practice, and outcome. In response, we propose politicised compassion fostered through pedagogical partnership as a political and social justice reaction to the status quo. This paper explores this proposal, grounding it in international research studies on student experience, partnership, and equality. The work’s novelty is in its advancement of Zembylas’ (2013) work on “critical compassion” through what we term politicised compassion with the goal of enabling sustained student agency, student success, and the creation of active, considerate citizens. Our work invites critical considerations of where such a discourse for meaningful social justice and equality can take place within the academy.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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