MétaCan
Menu
Back to cohort
Record W7039813731

North American Natural Gas Vision

2005· article· en· W7039813731 on OpenAlexaboutno aff

Bibliographic record

VenueDefense Technical Information Center (DTIC) · 2005
Typearticle
Languageen
FieldEnergy
TopicGlobal Energy Security and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsNatural gasNatural gas industryRestructuringScope (computer science)DeliverableNatural gas fieldGas consumptionEnergy policy
DOInot available

Abstract

fetched live from OpenAlex

This report, the North American Natural Gas Vision, is a deliverable for the North American Energy Working Group (NAEWG) and was produced by the NAEWG Natural Gas Experts Group. The NAEWG Natural Gas Trade and Interconnections' Experts Group was established in December 2001 by Canada, Mexico and the U.S., at the second meeting of the North American Energy Working Group. The scope of the Experts Group includes the full range of issues related to natural gas development, production, transportation and transmission, distribution and consumption in North America. This report is unique because it presents the views of the three governments, working in close cooperation, on the gas market now and in the future. Further, this report recognizes private sector views. In preparing this report, the NAEWG Gas Experts Group held a workshop in December 2003 to gain views on issues related to the future of the North American gas market. The report examines the increasingly important role that natural gas has played over time in the energy sectors of three countries. The report presents the restructuring and regulatory changes in all three countries that have accompanied the increase in natural gas demand and have had impacts on infrastructure development. The report details the amount of trade among the three countries. Trade in natural gas is highly developed and functions extremely efficiently in the North American market. The report looks at how provisions of the Canada-U.S. Free Trade Agreement (FTA) and the North American Free Trade Agreement (NAFTA), along with the General Agreement on Tariffs and Trade (GATT) govern energy trade in North America. Both the FTA and NAFTA resulted in some important changes in the rules governing energy trade. The report builds on the idea, recognized by the three governments, that growth in natural gas use has been fueled by three key factors: sustainable energy policies, technological advancement and private sector investment.

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)0.003
metaresearch head score (Gemma)0.003
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: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.944
Threshold uncertainty score0.348

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.002
Science and technology studies0.0050.001
Scholarly communication0.0100.007
Open science0.0020.005
Research integrity0.0040.006
Insufficient payload (model declined to judge)0.1040.045

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 head0.008
GPT teacher head0.251
Teacher spread0.243 · 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
GenreOther

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
Published2005
Admission routes1
Has abstractyes

Explore more

Same venueDefense Technical Information Center (DTIC)Same topicGlobal Energy Security and PolicyFrench-language works237,207