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Record W2617149256 · doi:10.29173/alr505

Recent Regulatory and Legislative Development of Interest to Oil and Gas Lawyers

2002· article· en· W2617149256 on OpenAlexaffvenueabout
Luigi A. Cusano, David M. Wood

Bibliographic record

VenueAlberta Law Review · 2002
Typearticle
Languageen
FieldEnergy
TopicGlobal Energy and Sustainability Research
Canadian institutionsCalgary Laboratory Services
Fundersnot available
KeywordsLegislatureEnergy lawPetroleumNova scotiaPetroleum industryPolitical scienceFossil fuelPublic administrationBusinessLawEngineeringEnvironmental lawSociology

Abstract

fetched live from OpenAlex

In this article the authors highlight regulatory and legislative developments during the period of May 2000 through April 2001 that are of particular interest to oil and gas lawyers. Decisions of the National Energy Board and the Alberta Energy and Utilities Board are the primary focus for regulatory developments. Key policy developments, guidelines and directives of the AEUB, the Canadian-Newfoundland Offshore Petroleum Board and the Canada-Nova Scotia Offshore Petroleum Board are also examined. With respect to legislative developments, particular emphasis is placed on Alberta and federal legislative developments, although notable developments in other jurisdictions are also highlighted.

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)0.011
metaresearch head score (Gemma)0.025
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: Other · Consensus signal: Other
Teacher disagreement score0.701
Threshold uncertainty score0.594

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.025
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.007
Science and technology studies0.0040.005
Scholarly communication0.0080.002
Open science0.0020.001
Research integrity0.0060.005
Insufficient payload (model declined to judge)0.0070.001

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 head0.054
GPT teacher head0.292
Teacher spread0.238 · 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
Published2002
Admission routes3
Has abstractyes

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