An arts-based knowledge translation (ABKT) planning framework for researchers
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
Arts-based knowledge translation (ABKT) is a process that uses diverse art genres (visual arts, performing arts, creative writing, multimedia including video and photography) to communicate research with the goal of catalysing dialogue, awareness, engagement, and advocacy to provide a foundation for social change on important societal issues. We propose a four-stage ABKT planning framework for researchers: (1) setting goals of ABKT by target audiences; (2) choosing art form, medium, dissemination strategies, and methods for collecting impact data; (3) building partnerships for co-production; and (4) assessing impact. The framework is derived from examples across sectors of the different art forms currently being used in ABKT, and discusses how researchers have attempted to evaluate the impact of their ABKT efforts. Ultimately, our goal is to provide a practical ABKT framework to assist researchers, but more work is needed to explore the four dimensions in practice.
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 | 0.013 | 0.080 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 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