Expectations and Realities of Engaged Scholarship: Evaluating a Social Economy Collaborative Research Partnership
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 paper examines and evaluates the dynamics of engaged scholarship within a complex community-university research partnership. The British Columbia–Alberta Social Economy Research Alliance (BALTA) brings together academics and practitioners with the goal of advancing understanding of the social economy and contributing to the development of a social economy research network in western Canada. Engagement in BALTA refers to both internal (academic and practitioner research partnerships) and external (research process) project components. Our findings indicate that the structure of the project, dictated in large part by funder requirements and the professional cultures of research participants, greatly influenced the nature and quality of engagement. This paper examines the BALTA initiative and the reflexive and adaptive process it has undergone as it responds to various challenges and seeks to realize the ideals and potential 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 | 0.041 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.004 |
| 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