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Record W1972713089 · doi:10.1260/030952403322771011

Primary Markets for Offshore Wind Energy outside the European Union

2003· article· en· W1972713089 on OpenAlex
Sönke Siegfriedsen, M. Lehnhoff, A. Prehn

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueWind Engineering · 2003
Typearticle
Languageen
FieldEngineering
TopicIntegrated Energy Systems Optimization
Canadian institutionsnot available
Fundersnot available
KeywordsOffshore wind powerWind powerEuropean unionElectricitySubmarine pipelineQuarter (Canadian coin)Primary energyGridSea breezeElectricity demandRenewable energyEngineeringEnvironmental scienceMarine engineeringBusinessEnvironmental economicsNatural resource economicsElectricity generationMeteorologyEconomicsPower (physics)Electrical engineeringGeographyInternational trade

Abstract

fetched live from OpenAlex

As part of the development of offshore wind energy systems, the engineering firm ‘aerodyn Engineering GmbH’ examined the world-wide potential for the primary markets in large-scale use of offshore wind energy outside the European Union. The countries considered already have sufficient onshore grid demand to accept, in principle, the offshore power. The results have been published in a comprehensive study, summarised in this paper. The main conclusion, based on the assessment scheme applied to the countries outside the EU, is that there are suitable sites, with a total area of about 275,000 km 2 , for the primary market for offshore wind energy into established grid demand. These areas would accommodate nearly 330,000 wind turbines, each of 5 MW capacity. The total electricity production would be about 4,600 TW h/y. This is the equivalent of more than a quarter of the world's present electricity demand.

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.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.979
Threshold uncertainty score0.841

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.005
GPT teacher head0.158
Teacher spread0.153 · 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