MétaCan
Menu
Back to cohort

Foreign Relations Law

2019· book-chapter· en· W2966470406 on OpenAlexaff
Karen Knop

Bibliographic record

VenueOxford University Press eBooks · 2019
Typebook-chapter
Languageen
FieldBusiness, Management and Accounting
TopicInternational Arbitration and Investment Law
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsLawPolitical scienceComputer science

Abstract

fetched live from OpenAlex

Abstract The two starting points for this chapter are that fields of law are inventions, and that fields matter as analytical frames. All legal systems deal with foreign relations issues, but few have a field of “foreign relations law.” As the best-stocked cabinet of issues and ideas, U.S. foreign relations law would be likely to generate the field elsewhere in the process of comparison. But some scholars, particularly outside the United States, see the nationalist or sovereigntist strains of the U.S. field, and perhaps even just its use as a template, as demoting international law. The chapter begins by asking whether this apprehension can be alleviated by using international law or an existing comparative law field to inventory the foreign relations issues to be compared. Finding neither sufficient, it turns to the U.S. field as an initial frame and sketches three types of anxieties that the U.S. experience has raised or might raise for international law. The chapter concludes by suggesting how Campbell McLachlan’s allocative conception of foreign relations law might be adapted so as to turn such anxieties about international law into opportunities.

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)0.000
metaresearch head score (Gemma)0.001
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 score0.047
Threshold uncertainty score0.157

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.003
Scholarly communication0.0050.003
Open science0.0000.001
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0470.009

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 head0.023
GPT teacher head0.185
Teacher spread0.162 · 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

Citations5
Published2019
Admission routes1
Has abstractyes

Explore more

Same venueOxford University Press eBooksSame topicInternational Arbitration and Investment LawFrench-language works237,207