ARTICLECultural Studies ↔ Critical Methodologies • February 2003richlow • Stan Douglas Stan Douglas and the Aesthetic Critique of Urban Decline
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
Over the past two decades, Vancouver-based artist Stan Douglas has pro-duced an evolving body of photographic, slide projection and sound, and film and video installation projects. From nascent large-scale panoramic landscape photographs to intellectually probing multimedia narratives on urbanism’s transformations, his works persistently excavate the social, polit-ical, and epistemological arbitrariness of modernity’s claim to progress. Douglas locates his muse in the decrepit past and fabricates, through tech-nical and material means, visual spaces where irrepressible difficulties and dangers, saliencies, and pleasures emerge. Like the best contemporary visual art forms, Douglas’s film and video installations are highly cognitive and perceptual, designed for experience and completion by unforeseeable meanings the viewer may produce. This article explores the implications of Stan Douglas’s work for rethinking the social and cultural contexts of educa-tion today.
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 | 0.001 | 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 | 0.002 |
| 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