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Record W2728384088 · doi:10.55016/ojs/sppp.v8i1.42534

Symposium on the Trans-Pacific Partnership and Beyond: Advancing Canadian Trade and Investment in Asia

2015· article· en· W2728384088 on OpenAlexaboutno aff
Randolph Mank

Bibliographic record

VenueThe School of Public Policy Publications · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Policy and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsGeneral partnershipAsia pacificInvestment (military)International tradePolitical scienceEconomicsFinance

Abstract

fetched live from OpenAlex

On June 18, 2015 the University of Calgary’s School of Public Policy hosted the symposium The Trans-Pacific Partnership and Beyond: Advancing Canadian Trade and Investment in Asia, at the Canadian War Museum. The School was honoured to have Dr. Randolph Mank present the keynote address at this event who brings over thirty years of public and private sector experience in Asia to his analysis of Canadian relations in Asia. A three-time Canadian Ambassador in the Asian region, having served in Indonesia, Malaysia and Pakistan, Mank also held the position of Senior Advisor and Vice President Asia for Blackberry and currently lives in Singapore. Presenting a policy prescription for Canadian-Asian relations over the next five years or so, Mank shares a personal “Top 10” list of specific things Canada should do to advance national and business interests in Asia. Although expanding trade linkages in the region is obviously crucial for Canada, Mank’s recommendations are positioned within the broader framework of strengthening our diplomatic platform and development assistance in the region. Mank concludes that if Canada does not increase its engagement and investment in Asia, we won’t be an influential player in the evolving and highly integrated new world order. One might agree with every recommendation, or once might quibble with the government-centered focus of his prescriptions; most certainly, some Canadian firms have been successful in Asia and we could learn from their experiences. That said, Dr. Mank speaks from authority and we are pleased to publish his speech as a valuable contribution to a more informed and public debate on Canada’s future role in Asia.

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)0.004
metaresearch head score (Gemma)0.004
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: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.098
Threshold uncertainty score0.713

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0260.005
Scholarly communication0.0140.004
Open science0.0020.006
Research integrity0.0060.009
Insufficient payload (model declined to judge)0.0270.003

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 head0.053
GPT teacher head0.306
Teacher spread0.253 · 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
GenreCommentary

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
Published2015
Admission routes1
Has abstractyes

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