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
Quebec visual artist Isabelle Hayeur has become known internationally over the past decade for a body of photographic and video work that deals mostly in pseudorealistic landscapes of man-made desolation and devastation, created by the digital photomanipulation of visual evidence of the entropy generated by “development.” Collapsing time and space, cause and effect, visible power and its hidden costs in a single image, she subtly conflates seemingly contradictory aspects of industrial civilization (construction/destruction, spectacle/invisible, power/refuse) in deadpan epics of tragic irony characterized by a disenchanted sublime. Heidegger’s concept of the gigantic helps elucidate this paradox; his definition of modernity as “the conquest of the world as picture” is used here to understand the dark spectacle of its development in terms of the photographic medium itself in a sample of Hayeur’s work since 2008.
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) | 0.000 | 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