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
Transportation gateways and corridors reflect broader economic and political forces at the same time that they shape them. Nowhere is this clearer than in Canadian efforts to create a multi-dimensional Asia Pacific Gateway. Its architects often draw inspiration from Lionel Chevrier and his post-war vision of a St. Lawrence Seaway to the Atlantic Ocean and the transformation of the central Canadian economy. They can also look back even further to 1880s and the building of the trans-continental Canadian Pacific Railroad. George Stephen, the President of the CPR, did not help drive the last spike in Craigallachie, BC in 1885 because he was in the U.K. raising capital for the steamship line across the Pacific that would be its logical, and necessary, extension. The objective was not just building a nation but driving commerce, and reshaping relations with the fulsome power to the South, by constructing a Pacific corridor and gateway to Asia.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.016 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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