Hudson Bay Railway: an eco-industrial approach to arctic infrastructures
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 spring of 2017, collapsing land as a result of permafrost thaw in addition to major flooding, completely destroyed multiple sections of track along the Hudson Bay Railway, ceasing rail operations and leaving many northern Manitoba communities isolated. The Hudson Bay Railway is the only land all-season access to many communities, with the remaining communities only having seasonal winter-road access. For nearly two years the rail line was inactive, desperately needing significant upgrades and repairs. Late in autumn of 2018, the rail line was finally repaired and operating once again, bringing joy to northern communities. The question remains, for how long? If the Hudson Bay Railway were to remain lifeless, how does that fair for communities that refer to the rail line as their 'lifeline'? Long facing the challenges of arctic terrain and adequate funding, this practicum re-imagines what the Hudson Bay Railway is by proposing a regional rail network throughout northern Manitoba, technically designed to be resilient against environmental challenges and remain dependable for generations of communities.
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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