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 imperative for decolonial research in health professions education (HPE) is rooted in a resistance to coloniality, which characterises modern medicine and HPE. Coloniality is a residual effect of colonialism, which upholds White, Western, Eurocentric knowledge systems while simultaneously marginalising diverse epistemologies. We outline the problematic nature of coloniality in HPE typified in unequal research partnerships, skewed student exchanges and poor representation of diverse authors. Decoloniality advocates for the active disruption and dismantling of colonial hierarchies to promote epistemic justice. We suggest a practical framework for applying decolonial principles in research, emphasising awareness (critical consciousness), deliberation (reflexivity) and action (transformative praxis). Practical steps for decolonial practice include interrogating research conceptualisation, sharing power and diversifying research teams, adopting participatory and reciprocal (mutually beneficial) methodologies, (re)centring marginalised voices and amplifying 'Other' knowledges, and disrupting hegemonic dissemination practices. By employing decolonial strategies, researchers can produce equitable, socially accountable and epistemically just scholarship, ultimately enhancing the relevance and impact of HPE research for all people globally.
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 | 0.132 | 0.055 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it