Wood Trade Flows: an Empirical Analysis of Greek Wood Imports
Why this work is in the frame
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Bibliographic record
Abstract
The Greek aggregate import demand for fuelwood, unprocessed timber, processed timber and, timber-for-layers during 1971-1995 is empirically analysed using a flexible CBS model. Policy implications are derived based on the examination of standard measures such as price, expenditure and, substitution elasticities over time. Imports of unprocessed and processed timber are found to be price-inelastic, in contrast to fuelwood and timber-for-layers imports. Fuelwood imports are found to be expenditure-elastic while timber imports are expenditure-inelastic. Substitution possibilities initiated by changes in the import price of unprocessed or processed timber, appear to increase in the early 1990s.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| 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) | 0.000 | 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