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
Toronto is a city that operates at the scale of automobiles \nand subways. Its environments are many and varied— \nlayers of infrastructure, geography, and history create a \nheterogeneous mix of urban fabric. The Spadina Subway \nLine is one of the primary routes of navigating this mix. It \nextends from the heart of downtown northwest to the edge \nof Toronto and into the neighbouring City of Vaughan. With \nno single street to follow the Spadina Line winds through \na fragmentary collage. On the surface the pieces have little \nrelation to each other—a collection of urban fabrics forcibly \nconnected by the subway. \n \nThis thesis is a performance. It performs a walk, a transect, \nalong the above ground line of the subway. This walk \nbuilds off the previous generations of theoretical walkers— \nthe saunterers of Henry Thoreau, the flâneurs of Charles \nBaudelaire, the surrealists of André Breton, the Situationists \nof Guy Debord—and Lee Freidlander’s eye for the cluttered \ncity to synthesize the perspective of the transient observer. \nA solitary figure that seeks out urban forms and artifacts to \ndiscover the layers of intentionality, the coincidences and \ncontradictions that coalesce into the messy city—a city that \nis fragmentary, haphazard, uncurated. \n \nDocumentation of the walk is done through mapping and \nphotography. Mapping describe the lands of the Spadina \nLine holistically and create a picture of how the Line \ninteracts with the wider city. Photographs describe the \nexperience of the walk itself. This is an exploration of the \npresent, of singular moments—the moments of encounter \nbetween a transient observer and a new urban form—that \nimplies both history and future. Through act of walking and \ndocumentation—the moments and the maps—a narrative is \nfound within the fragments of the Spadina Subway Line. It \nis a narrative of competing visions and failed ideal cities—a \nnarrative of a great urban laboratory with decades of \nexperiments in urbanity.
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 | 0.001 | 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) | 0.001 | 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