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Record W2176459097

Comparative Perspective of the Impact of Canadian and United States Oil Regulation Differences on Approving Use of New Petroleum-Based Energy Sources, A

2012· article· en· W2176459097 on OpenAlexaboutno aff
Diana Mohyi

Bibliographic record

VenueCanada-United States law journal · 2012
Typearticle
Languageen
FieldEnergy
TopicGlobal Energy and Sustainability Research
Canadian institutionsnot available
Fundersnot available
KeywordsPetroleumPerspective (graphical)Natural resource economicsAgricultural economicsBusinessEconomicsChemistryComputer science
DOInot available

Abstract

fetched live from OpenAlex

The race to find alternative energy to fuel the American economy and save it from reliance on the Middle East oil supply fails to reflect that the United States has a ready source of oil from Canada.In terms of proven petroleum reserves, Canada ranks third after Saudi Arabia and Venezuela.'Canada's oil reserves are eight times larger than the United States. 2 Although the United States and Canada have similar governing structures due to their shared heritage, and both countries are committed to working together, their energy policies are not completely congruent.United States energy policy overemphasizes security and environmental concerns consequently disadvantaging its economy; alternatively, Canada's economy-focused energy policy gives its economy an advantage in energy matters.I. BACKGROUND Security and environmental concerns are the 'rock and hard place' in the American race to find alternative energy sources.The risk to United States energy security mandates that the United States find energy sources outside of the Middle East.Experts have determined that a potential terrorist attack on the Saudi Arabian oil infrastructure can be easily carried out and have devastating effects on the United States economy.4 As the State Department sits poised to approve the Keystone XL Pipeline Project that would allow 1 Notes for a Speech by The Honourable Joe Oliver, P.C., MP.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.013
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.933
Threshold uncertainty score0.487

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.005
Science and technology studies0.0110.007
Scholarly communication0.0100.002
Open science0.0020.002
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0140.000

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.

Opus teacher head0.032
GPT teacher head0.264
Teacher spread0.232 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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".

Quick stats

Citations0
Published2012
Admission routes1
Has abstractno

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