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Record W7002197356

Mobilizing the will to intervene : leadership & action to prevent mass atrocities

2011· report· en· W7002197356 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.

fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueTexas ScholarWorks (Texas Digital Library) · 2011
Typereport
Languageen
Field
Topic
Canadian institutionsnot available
FundersYork University
KeywordsGenocideAction (physics)PoliticsSection (typography)Thematic analysisInternational ActionInternational relations
DOInot available

Abstract

fetched live from OpenAlex

Without leadership from the Prime Minister of Canada and the President of the United States, our countries will make little progress toward solving the recurring global problems of mass atrocities and their lethal ripple effects.We lay out missed policy options that Canada and the U.S. could have pursued in Rwanda in 1994, and describe successful responses to early warning in Kosovo.By providing detailed case studies of Canadian and U.S. decision making over Rwanda and Kosovo, W2I aims to help decision makers envisage innovative and timely solutions in the future.The introduction to this report, Part I, describes the impacts of genocide and mass atrocities, highlighting the enormous security, financial, and political costs of inaction.Our introductory section also analyzes the emerging drivers of deadly violence in the 21 st century.Part II, the most important section of the report, presents our policy recommendations in four thematic sections devoted to the generation of domestic political will.Part III of the report consists of the W2I historical case studies analyzing the Canadian and American decision making process concerning the 1994 Rwandan Genocide and the 1999 Kosovo crisis.In addition to research on current responses to mass atrocities, the case study analyses in Part III provide the basis for the development of the policy recommendations in Part II.Part IV consists of the appendices, which include the selected bibliography for the case studies, the list of interviewees, biographies of the W2I Project's Co-Directors and researchers, members of the Research Steering Committee and Academic Consultation Group, as well as a list of acronyms.The W2I report uses the term "humanitarian intervention" in its widest sense to include the broad spectrum of tools that our governments can employ to prevent mass atrocities.These include "soft" and "hard" power tools, non-military and military actions.In the preventive phase of a humanitarian intervention, the governments of Canada and the U.S. can offer development assistance and financial aid, technical support, training, debt reduction, and mediation.When consensual preventive measures fail and more robust action is required, they can introduce the withdrawal of visas and scholarships for children from the recalcitrant political elite, economic sanctions, arms embargoes, the enforcement of no fly zones, and the use of military force.W2I strongly supports the view that credible military force must be visible in the wings to potentiate non-military preventive action.Consensual soft-power methods can succeed, but peace spoilers only cooperate with them when they know their forces can be neutralized.Recognizing a substantive difference between the governing structures of Canada and the U.S., the government recommendations in this report are crafted separately for American and Canadian governments and legislators.Although both the Mobilizing the Will to Intervene Summary Policy Recommendations for the Government of Canada Enabling lEadErship W2I recommends that: The Prime Minister make preventing mass atrocities a national priority for Canada (p.18)

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)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Scholarly communication, Research integrity, Insufficient 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 score0.190
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0020.003
Science and technology studies0.0010.000
Scholarly communication0.0070.015
Open science0.0040.003
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0030.041

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 head0.159
GPT teacher head0.310
Teacher spread0.150 · 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