Title: Going Dutch? The Impact of Oil Price Shocks on the Canadian Economy
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
We examine the steady-state impact of a 10 percent reduction in the price of oil using a CGE model of the Canadian economy. The model includes a high degree of disaggregation at both the sectoral and provincial level, international and interprovincial flows of goods and services, labour which is mobile between sectors, capital which is partly mobile both inter-provincially and inter-sectorally, and equilibrium exchange rate adjustments arising from the oil price shock. The key result of our simulations is that--on balance--a negative oil price shock leaves Canadians worse off. We also find that the welfare losses associated with a negative oil price shock are shared broadly across the provinces. The corollary, of course, is that a positive price shock leaves Canadians better off. Our results have implications for the presence (or significance) of Dutch Disease in Canada; we argue that the disease is just one of a number of effects generated by oil-price changes.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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