Marshland revival: a narrative rephotography essay on the False Creek Flats neighbourhood in Vancouver
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 article proposes to expand current thinking about rephotography and how it might focus on a specific geographic terrain, thereby validating research conducted from 2018 to 2020 in Vancouver, Canada. The research site is located in the False Creek Flats post-industrial district, a district currently undergoing urban regeneration while pursuing a major restructuring programme (to be completed in 2037). The programme is being undertaken by the City of Vancouver. This paper attempts to identify the transformational dynamics that characterise the urban area by drawing primarily on two visual sources: photographs taken in situ and research conducted in Vancouver’s visual archives. After taking composition into account, these sources will play a key role in mounting a proposal that highlights narrative rephotography. The montages produced will then make it feasible to construct a narrative that runs counter to the official version: a city which has no past. The montages strive both to reintroduce a temporal arc that will subsume the almost-forgotten millennial history of the area and to depict one of its likely futures. Indeed, in contrast to the promising future set forth in the urban regeneration plan, another uchronia is, paradoxically, reconnecting with its aquatic past, as global heating accelerates rising water levels.
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