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Record W4412225457

Klimasøgsmål mod private virksomheder – mod en regulatorisk erstatningsret?

2024· article· da· W4412225457 on OpenAlexaff
Vibe Ulfbeck, Maxim Usynin

Bibliographic record

VenueResearch at the University of Copenhagen (University of Copenhagen) · 2024
Typearticle
Languageda
FieldEnvironmental Science
TopicInternational Environmental Law and Policies
Canadian institutionsInstitute on Governance
Fundersnot available
KeywordsModMathematicsCombinatorics
DOInot available

Abstract

fetched live from OpenAlex

Artiklen behandler klimasøgsmål mod private virksomheder som et nyt erstatningsretligt fænomen. Med udgangspunkt i sager ført ved nationale domstole i Europa identificeres tre forskellige kategorier af søgsmål, og det overvejes, om lignende søgsmål ville kunne have succes ved danske domstole. Sluttelig berøres mulighederne for at overvælte tab påført en virksomhed gennem klimasøgsmål på staten via international investeringsbeskyttelsesret.

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)0.007
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: Other · Consensus signal: Other
Teacher disagreement score0.035
Threshold uncertainty score0.117

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0030.004
Scholarly communication0.0160.008
Open science0.0010.004
Research integrity0.0070.006
Insufficient payload (model declined to judge)0.0350.007

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 head0.020
GPT teacher head0.258
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
Published2024
Admission routes1
Has abstractyes

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