Do exporters of Canadian forest products price to market?
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
Forest products in Canada contribute significantly to the Canadian trade balance. Canadian producers depend heavily on export markets raising the question: how do exchange rate fluctuations impact Canada’s competitiveness in foreign markets? The paper applies a fixed-effects model with individual slopes to investigate this question. Twenty years of monthly data are employed to study the pricing-to-market (PTM) behaviour of Canadian softwood log, lumber and pulp exports as the exchange rate changes. We find a great degree of incomplete exchange rate pass-through, with PTM being apparent for Canadian exporters, particularly in major markets. The export price adjustment tends to mitigate the effect of exchange rate fluctuations on foreign currency prices of Canadian products in most cases. This pricing behaviour reflects exporters’ desire to stabilize their share of the destination market.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.006 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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