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
In the context of critical global media studies, this article demonstrates how Western visual-aesthetic registers can invisibilize an existing place and its inhabitants through the uncritical celebration of its imagined futures. Taking Singapore as a case study, the article focuses on two sites of mediatization: the 2018 National Geographic documentary feature, City of the Future: Singapore, and 2019–20 media reports on the filming of HBO’s Westworld in Singapore. It argues that these media artifacts employ the trope of allochronic futurity: a denial of coevalness that seeks recourse in a future time-outside-time. This media trope is produced and sustained by two kinds of registers—a discursive register and a visual-aesthetic register—that inform promotional mediatized genres. While the promotional genres and discourses analyzed here construct Singapore’s distinctiveness, the visual-aesthetic register renders Singapore generic in its visualized futuristic-ness.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.002 | 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