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Record W4384828903 · doi:10.1515/9780228017974-002

Foreword

2023· book-chapter· en· W4384828903 on OpenAlexaboutno aff

Bibliographic record

VenueMcGill-Queen's University Press eBooks · 2023
Typebook-chapter
Languageen
FieldSocial Sciences
TopicMilitary and Defense Studies
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

I was Canada's newly appointed Chief of Defence on 9/11, having assumed my responsibilities at a Change of Command Ceremony held in Ottawa, Ontario, on 28 June 2001 under clear blue skies, not unlike those over New York, Washington, and Pennsylvania on that tragic and fateful day just over two months later.Canada's response and support to its neighbour and closest ally to the south were immediate and all-encompassing and forever changed the way that we approach our North American Aerospace Defense (norad) commitments and our national, continental, and international security.The aftermath also redefined the way that I executed my mandate as Chief of the Defence Staff and, later, my responsibilities as Chair of the nato Military Committee.This book accurately describes the actions taken in Canada, the United States, and Mexico during and after the terrorist attacks; the international response, including the first-ever declaration of Article V by the North Atlantic Treaty Organization (nato); and the Global War on Terrorism subsequently engaged in by the United States and its allies.At the same time, it acknowledges that the world has been bombarded over the twenty-plus years since those deadly attacks by a series of political, economic, cultural, and security challenges, with significant and evolving consequences for our contributions to global security and our bilateral relationships with our continental partners, in particular the United States.The impact of decades of operations in Afghanistan, the introduction of a broad range of counter-terrorist initiatives in North America and abroad, and the realignment of concepts of operations for sea surveillance and the protection of North American airspace have been transformational, xiv Foreword to say the least.The degree to which those changes have enhanced collective safety, security, and prosperity for Canada, the United States, and Mexico remains to be seen.This fact-filled and insightful book will give you much cause for reflection and will help you draw your own informed conclusions.

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)0.006
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: Editorial · Consensus signal: none
Teacher disagreement score0.574
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0040.001
Scholarly communication0.0070.004
Open science0.0020.002
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.5740.574

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 head0.241
Teacher spread0.208 · 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
GenreEditorial

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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