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Record W4385313106 · doi:10.59962/9780774867726-001

Foreword

2023· book-chapter· en· W4385313106 on OpenAlexaboutno aff
Pitman B. Potter

Bibliographic record

VenueUniversity of British Columbia Press eBooks · 2023
Typebook-chapter
Languageen
FieldSocial Sciences
TopicGlobal Security and Public Health
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

Tis volume examines the challenge of coordinating local performance of international trade and human rights standards in the Asia-Pacifc region, with particular attention to questions about public health policy.Te book is part of a group of edited volumes examining diferent aspects of trade and human rights performance presented by the Asia Pacifc Dispute Resolution (APDR) project and published in the UBC Press series, Asia Pacifc Legal Culture and Globalization.Te APDR program began in 2001 with a SSHRC/MCRI-supported project on normative and operational conditions for local compliance with international trade and human rights standards in Canada, China, and Japan.Since 2009, the APDR project has focused on "Understanding Integrated Compliance with International Trade and Human Rights Standards from a Comparative Perspective." Tis has involved building conceptual understanding and generating policy analysis on coordinating performance of international standards on trade and human rights in the Asia-Pacifc region, with particular attention to Canada, China, India, Indonesia, and Japan.Te APDR project is based at the Peter A. Allard School of Law and the

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.418
Threshold uncertainty score1.000

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 studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.000
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 head0.033
GPT teacher head0.231
Teacher spread0.198 · 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
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
Published2023
Admission routes1
Has abstractyes

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