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 idea that the world is composed of moving and constantly transforming materialities that are vibrant, quivering, and indeterminate has shifted how we think about human and non-human relations. Matter is not a stable entity, but one that is continuously vibrating and differentiating. This materialism is crucial for thinking about possible futures of educational research. In this paper, I turn to the materiality of rhythm, movement, and affect to suggest a more vital understanding of participation and thus politics. The paper takes as its starting point contemporary art that is often framed as collaborative, relational, or participatory. However, the dilemma with such art is that under the guise of collaboration, sociality, and inclusion participation becomes a method of appeasement as opposed to any real process of transformation. Participation is often instrumentalized in order to minimize conflict and friction, and reifies utopic notions of emancipation, voice, and agency. In this short essay, I want to consider participation's materiality. Rather than thinking of participation as democratic decision-making, can we imagine participation as an intrinsic mode of being where taking part is not something to opt into or out of, but a vital lived relation.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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