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Record W4401323351 · doi:10.1080/11926422.2024.2387209

Tracking Quantum S&T from strategy to implementation plan: what we learned about the Canadian Armed Forces’ quantum posture

2024· article· en· W4401323351 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueCanadian Foreign Policy Journal · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicNuclear Issues and Defense
Canadian institutionsCentre for International Governance InnovationQueen's University
FundersSocial Sciences and Humanities Research Council of CanadaMinistère de la Défense
KeywordsSketchPlan (archaeology)QuantumPolitical scienceSpace (punctuation)Strategic planningDomain (mathematical analysis)Public relationsComputer scienceManagementPhysicsMathematicsEconomicsGeographyQuantum mechanics

Abstract

fetched live from OpenAlex

The Department of National Defence has been an important actor in the shaping of Canada’s strategic approach to quantum science and technology through the release of two key documents: the Quantum S&T [Science and Technology] Strategy and the Quantum 2030 implementation plan. This article examines how the DND/CAF quantum strategies have been implemented over recent years and identifies how the approach to quantum science and technology has become more threat-focused. Through a mixed-method discourse analysis of these strategic documents, we argue that there is a transition of the Canadian stance from viewing quantum science and technology as a neutral space with opportunities and threats, to a more dangerous domain. We conclude that there is a significant intensification of threat language, discuss potential explanatory factors, and sketch out further research areas.

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.661
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.000
Scholarly communication0.0050.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.085
GPT teacher head0.384
Teacher spread0.298 · 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