Humanising higher education in South Africa through dialogue as praxis
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
Freire (1993) premised his pedagogical theory on the assumption that humanisation is the fundamental objective of education, and he emphasised the role of dialogue as praxis in achieving this. In South Africa, race has played a constitutive and dehumanising role in higher education since its beginnings during colonialism and apartheid (Soudien, 2015, 2016). During 2014 and 2015, higher education in South Africa came under attack from various student organisations for alleged discrimination, racism, and exclusive practices. We propose two conditions for dialogue as humanising praxis in higher education: the acknowledgement of situated selves, and the ontological need for, and right to, voice. We conclude that these conditions are interrelated and point to the possibilities of humanising post-1994 higher education. We use qualitative data from the NRF-funded project, Human rights literacy: a quest for meaning (Roux & du Preez, 2013) to explore student teachers' experiences of implicit and explicit exclusion, racism, and discrimination at institutions of higher education in South Africa.
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 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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