Does Energy Demand Security Affect International Competitiveness? Case of Selected Energy-Exporting OECD Countries
Why this work is in the frame
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Bibliographic record
Abstract
International competitiveness and energy security are important topics on the energy policy agenda of energy-exporting and -importing nations. High dependence on energy rents challenges exporters’ economies and influences their ability to compete on international markets. The goal of this study is to investigate how energy demand security affects the international competitiveness of developed energy exporters. This research employs an econometric approach aimed at modeling the Heckscher–Ohlin and Ricardo international trade hypotheses. Introduced modifications allow for the measurement of international competitiveness on a country level, not per industry, and includes a series of energy variables in addition to relative resource endowment and productivity differentials. This study (based on Norway, the Netherlands, Canada and the USA over the period of 1997–2017) proves that energy security does not play a role in the shaping of international competitiveness of high-income energy-exporting countries.
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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 | 0.000 | 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 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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