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
Burrard Inlet is the body of water that divides Vancouver’s North Shore from the rest of the Lower Mainland. In this collection of award-winning stories, Tyler Keevil uses that rugged landscape – where the city meets the mountains, and civilisation meets the wild – as a backdrop for characters struggling against the elements, each other and themselves. A search-and-rescue volunteer looks for a missing snowboarder on Christmas Eve; two brothers retreat to the woods to shoot a film in memory of their dead friend; a reclusive forestry worker picks up a hitcher on his way down Mount Seymour; a young man finds a temporary haven on the ice barge where he works. Written in a lean, muscular style, these are stories awash in blood and brine, and steeped in images of freedom and confinement. Within that narrative framework, Burrard Inlet becomes more than a geographical location: it is a liminal space, a boundary and a barrier, a threshold to be crossed.
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 | 0.004 | 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 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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