Bibliographic record
Abstract
This edited volume examines the impacts of the 2014-2015 decline in the price of oil. Participants will examine the economic, social and political consequences on states and regions, along with their responses. The following questions will be examined: what were the impacts for countries experiencing an energy revolution in shale and gas like the United States and Canada? What were the repercussions of the collapse on other states of the Western hemisphere dependent on oil for growth and development; countries like Colombia, Venezuela and Mexico? Were these outcomes similar to those experiences in other parts of world like Nigeria, Russia and other petro-producing countries? How do developing countries intend to cope with such drastic and sudden exogenous economic shock? Will there be any benefits for energy poor, consumer countries like China, India and European Union member states? Related to these issues are sustainable developmental questions and concerns about the environment. Will cheap oil force other alternative and renewable energy technologies out of the market given lack of competitiveness? Finally, the volume’s chapters will discuss prospects for governance in the new oil environment.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.008 | 0.006 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.387 | 0.205 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".