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
Writer Julietta Singh talks to filmmaker Chase Joynt about their unfolding collaborative work on a feature-length hybrid documentary, The Nest. Taking a majestic home in central Canada as its focus, the documentary looks to architecture as a portal through which to tell unexpected histories of Westward expansion, Indigenous uprising, ecopolitical activism, domestic violence, and the racialization of a nation. Mapping the structural, political, and intimate histories of the house, the film engages archival remnants and historical fabulation to illuminate forgotten feminist pasts and tell linked stories of its transhistorical occupants. The project asks: How can built environments reveal subjugated stories of the past? How are we affected by the historical traces that linger in our dwelling places? How are race, gender, class, sexuality, and physical ability embedded in architecture? And how might we ultimately understand ourselves as artifacts of space and place that are making and telling histories otherwise?
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 | 0.000 | 0.000 |
| 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) | 0.001 | 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