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Record W4248686458 · doi:10.1093/jicj/mqu075

Introduction

2014· article· en· W4248686458 on OpenAlexaff
F. Lafontaine, J. Rikhof, L. Baig

Bibliographic record

VenueJournal of International Criminal Justice · 2014
Typearticle
Languageen
FieldArts and Humanities
TopicHistorical and Contemporary Political Dynamics
Canadian institutionsNatural Sciences and Engineering Research Council of Canada
Fundersnot available
KeywordsNothingRefugeeLawPremiseEconomic JusticeRefugee lawCriminal lawPolitical scienceCriminal justiceSociologyEpistemology

Abstract

fetched live from OpenAlex

When a call for papers was published in March of this year, the editors of the Special Issue posed the following research premise: ‘while on the surface it may appear that refugee/migration law and international humanitarian/criminal law are distinct legal disciplines, a more in-depth examination shows that there have been a number of areas of cross-fertilization between these areas of law with varying results.’ We then invited scholars and practitioners to explore the evolution of the various intersections between refugee and migration law on one hand and international criminal justice on the other. Little did we know of the depth and breadth of academic work that was already being carried out in this fairly new area of comparative law. The response to the call for papers was nothing short of overwhelming, spanning a broad spectrum of issues. It was exceedingly difficult to choose from the large number of submissions of high academic quality and to do justice to the often innovative and original theses developed in the abstracts provided.

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.965
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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)0.0010.000

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 head0.027
GPT teacher head0.245
Teacher spread0.218 · 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 teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreEmpirical

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

Citations1
Published2014
Admission routes1
Has abstractyes

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