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Record W7097460567

BAE SYSTEMS Information and Electronic Systems Integration Inc. Information and Electronic Warfare Systems

2015· article· en· W7097460567 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldComputer Science
TopicPhysical Unclonable Functions (PUFs) and Hardware Security
Canadian institutionsnot available
Fundersnot available
KeywordsFactory (object-oriented programming)Focus (optics)System integrationWork (physics)Information systemElectronicsManufacturingElectronic systemsProduction (economics)
DOInot available

Abstract

fetched live from OpenAlex

subsidiary of BAE SYSTEMS North America, is involved in the manufacture of a wide range of military products for the government. One of the manufacturing focus factories within the IEWS group deals strictly with the production of circuit card assemblies (“CCA”). The CCA focus factory performs the hardware build for programs internal to the company and supports a contract manufacturing organization that seeks work from outside the company as well. To that end, the CCA Focus factory is best characterized as a low volume, high mix manufacturing environment. Given the type of business in which the CCA focus factory is engaged, areas of improvement are continually being identified. One such area pertains to the management of moisture sensitive devices (“MSD”). With the help of Cogiscan Inc. of Quebec, Canada, a solution to this industry wide problem of effectively managing MSDs has been addressed. As the packaging of integrated circuits (IC) increasingly shifts from ceramic to plastic, the concerns relating to moisture sensitivity and the appropriate precautions has grown significantly. The JEDEC council of Arlington, VA and IPC of Northbrooke, IL released a joint publication, J-STD-033, in 1999. Th industry standard provides

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)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.710
Threshold uncertainty score0.969

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0030.002
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.2900.156

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 head0.009
GPT teacher head0.202
Teacher spread0.193 · 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.

Study designNot applicable
Domainnot available
GenreOther

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
Published2015
Admission routes1
Has abstractyes

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