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Record W6991349186

Handbook on the Analysis of Smaller-Scale Contingency Operations in Long Term Defence Planning (Manuel de l'analyse des operations de circonstance de moindre echelle pour la planification de la defense a long terme) (CD-ROM)

2005· article· en· W6991349186 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.

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

VenueDefense Technical Information Center (DTIC) · 2005
Typearticle
Languageen
FieldEngineering
TopicMilitary Strategy and Technology
Canadian institutionsnot available
Fundersnot available
KeywordsContingency planWork (physics)Variety (cybernetics)ContingencyAllianceTerm (time)State (computer science)
DOInot available

Abstract

fetched live from OpenAlex

ELECTRONIC FILE CHARACTERISTICS: 94 files; Adobe Acrobat (.PDF), MS Access (.MDB), MS Excel (.XLS), MS PowerPoint (.PPS) and HTML (.HTML). PHYSICAL DESCRIPTION: 1 CD-ROM; 4 3/4 in.; 232 MB. SYSTEMS DETAIL NOTE: Adobe Acrobat Reader, Microsoft Excel and Microsoft PowerPoint are included on disc. ABSTRACT: The post Cold War era has witnessed a proliferation of peace support operations, humanitarian operations, and a variety of other smaller-scale contingency operations. These have challenged NATO and others with their frequency, complexity, intractability, and cost. Such operations are likely to remain a major task for the alliance and the international community for the next decade. The SAS-027 technical team was established by the NATO RTB under the SAS Panel in March 2000 to review current NATO an,,d national planning experiences to devise a comprehensive approach that integrates those experiences in face of new planning challenges. The SAS-027 technical team had an evolving membership with participation from Australia, Canada, France, Georgia, NC3A, the Netherlands, Norway, Sweden, Turkey, United Kingdom, and USA. This document provides an overview of the current state of the art in the analysis of smaller-scale contingencies. It is intended as a guide to operational analysts tasked with conducting such analysis in support of long term planning, whether force structure planning, analysis in support of equipment acquisition or other analysis of other issues such as the organisation of forces. The work has drawn heavily from the work done by the SAS-025 technical team on Analysis to Support Overall Long-Term Defence Planning.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.463
Threshold uncertainty score0.832

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.015
GPT teacher head0.254
Teacher spread0.238 · 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