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 contributes to growing inter-disciplinary discussion on what and how arts-informed community-engaged research can add to critical engagements with social inequalities. It is based on workshops facilitated by an inter-disciplinary university research group with the Women’s Housing Planning Collaborative Advisory in Hamilton, a funded housing project and self-advocacy group in a mid-sized Canadian city. In theoretically informed and carefully crafted exercises, workshop participants performed stories they felt compelled to tell in order to secure resources and empathy from social service professionals. These performances made visible the draining nature and practical limitations of interactions between clients and social service professionals in which only particular affective postures and stories of need qualify clients as worthy of concern. The women then used first-person narrative and image theatre to evoke the worlds they are imagining for themselves and others in their advocacy work. Drawing on feminist, post-colonial, anthropological, and performance studies literature, we describe and analyze how the workshops methods of dramatic ‘play’ enable nuanced, powerful, and collectively energizing critical engagements with painful norms of social (mis)recognition.
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 | 0.011 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.010 | 0.003 |
| Scholarly communication | 0.001 | 0.002 |
| 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