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Record W4200303438 · doi:10.4324/9781003257523-1

Introduction

2021· book-chapter· en· W4200303438 on OpenAlexaboutno aff
Jeremy Wildeman, Emma Swan

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldSocial Sciences
TopicJewish and Middle Eastern Studies
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

This thematic issue of the Canadian Foreign Policy Journal explores Canada’s foreign policy relationship with the Palestinians and the Middle East Peace Process (MEPP). It does this through a combination of articles and policy commentaries by scholars from the academy and “pracademics” from government. This includes regional experts on Palestine, Palestinian refugees Palestinian state-building and Canadian foreign policy. The topics they cover include Canadian diplomacy on Israel-Palestine at the United Nations, the impact the international community and Canada have had on Israeli-Palestinian peacebuilding, Canada’s policy toward Palestinian refugees, Canadian development aid in the Occupied Palestinian Territory and an overview of Canadian foreign policy toward both the Palestinians and MEPP. This introduction sets the stage for their contributions by first providing an overview of the contemporary politics of the Middle East and where Israel-Palestine fits within them, including a brief account of peacebuilding efforts today. It also describes Canada’s not-insignificant contribution to the politics of the Middle East and towards the composure of Israel-Palestine today, and likewise the impact of each on Canada. In sum, the articles each explore a unique and important facet of the ongoing development of Canadian foreign policy toward the Palestinians and the MEPP.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.642
Threshold uncertainty score0.916

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.003
Science and technology studies0.0060.002
Scholarly communication0.0080.003
Open science0.0020.002
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.3580.126

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 head0.032
GPT teacher head0.269
Teacher spread0.236 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

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
Published2021
Admission routes1
Has abstractyes

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Same topicJewish and Middle Eastern StudiesFrench-language works237,207