Research-Creation: Intervention, Analysis and “Family Resemblances”
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
“Research-creation” is an emergent category within the social sciences and humanities that speaks to contemporary media experiences and modes of knowing. Research-creation projects typically integrate a creative process, experimental aesthetic component, or an artistic work as an integral part of a study. The focus of this article is how this practice contributes to the research agenda of the digital humanities and social sciences. We discuss how the term has been articulated in academic policy discourses and examine some prominent academic analyses that describe the practice of research-creation. We then unravel, enumerate, and expand upon the concept of research-creation from the purview of Ludwig Wittgenstein’s notion of “family resemblances” before moving to a discussion of four modes of research-creation: “research-for-creation,” “research-from-creation,” “creative presentations of research,” and finally “creation-as-research.”
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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