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
This volume brings together diverse theoretical reflections and practices of community engaged scholarship in order to stimulate critical discussion, deepen theory, and invite critical practice. It is an international trend that higher education institutions and agencies are encouraging and promoting community engagement. At the same time, there is recognition of a lack of consistent definitions and understandings of what it is they are promoting. As a counterweight to the dominance of pragmatic and technical discussions in the literature on engaged scholarship, the chapters in this book shift the discourse to ask foundational questions that emphasize the political nature of engagement. Recognizing that acts of engagement are never neutral, the authors in this book explore how engaged scholarship requires decision-making that is inherently grounded in values, beliefs, and interpretations of what is and what ought to be. Alongside complex global and local social movements rising to address issues, for example climate change or the global financial collapse and the uneven consequences of these globalized problems, we see corresponding concerns expressed about the limited participation by excluded, silenced, and invisibilized people throughout the world. How can engaged scholarship be mobilized and who will it serve within such contexts? With contributions covering such diverse topics as a non-binary approach to engagement; citizenship of knowledge; university contexts and corporatization; stranger pedagogies and anti-foundational approaches to service learning; contemporary revolutionary movements in the Arab world; and transforming higher education through Africanist onto-epistemologies, this volume is poised to open the door to a deeper understanding of engaged scholarship.
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 | 0.006 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.002 | 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