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Record W7132343867

CBplus combat operations uniform : Innovation in protection and benefits of international collaboration

2004· article· en· W7132343867 on OpenAlexaboutno aff
J. Tremblay-Lutter, P. Caron, S. Duncan, O. Claesson, T. van Houwelingen, M. Stromqvist, E. Gudgin Dickson

Bibliographic record

VenueTNO Repository · 2004
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Health and Performance
Canadian institutionsnot available
Fundersnot available
KeywordsBattlefieldPresentation (obstetrics)Scale (ratio)Operational effectivenessFrame (networking)International standard
DOInot available

Abstract

fetched live from OpenAlex

Canada is leading the development of a daily wear combat uniform that offers chemical and biological protection. The CWlm combat uniform concept was born from the recognition that the threat to military forces has changed from the Cold War to smaller scale but less predictable battlefield scenarios. This necessitates an innovative approach to individual protection that addresses new toxic challenges, differing levels of exposure in varied theatres of operation, and a need to reduce the physiological burden on the wearer. The novelapproaches being pursued consider toxicological impact of agent exposure over the body, integration of different materials technologies in the concept, garment fit, and integration of the uniform with other operational equipment.An Operational Analysis (OA) Study was undertaken by the Canadian military to define performance guidelines for such a uniform. The emphasis was to propose percutaneous physical protection requirements for the 2010 time frame daily wear uniform concept, and to identify potential benefits that could result from adopting a modified standard than the one used for conventional chemical protective clothing. This presentation will present the findings of this OA study and recommendations for CB protection levels for daily wear CB protective combat uniforms.The presentation will also describe the international collaboration that was formed to lever expertise and to accelerate science and technology in the field of chemical biological protective systems. Three nations, Canada, Sweden and the Netherlands are contributing tothis effort. To achieve the objectives of the demonstration, the international participants will contribute to the development of the low profile, fully functional CB?Ius combat uniform, demonstrate and validate the system level performance under various chemical and biological exposure scenarios in varying environmental conditions as well as assess the protection requirements against toxic industrial chemicals.

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)0.012
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.047
Threshold uncertainty score0.092

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.008
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.002
Scholarly communication0.0070.003
Open science0.0010.005
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0150.002

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 head0.046
GPT teacher head0.384
Teacher spread0.338 · 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 designBench or experimental
Domainnot available
GenreEmpirical

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
Published2004
Admission routes1
Has abstractyes

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