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Record W4233129098 · doi:10.31438/trf.hh2000a.0

2000 Solid-State, Actuators, and Microsystems Workshop Technical Digest

2000· paratext· en· W4233129098 on OpenAlexaff
Dong‐il Cho, Sangwoo Lee, Sangjun Park, M. Khoo, Liang-Hsuan Lu, Chang Liu, Andrew Oliver, Carolyn M. Matzke, Erik V. Mukerjee, Scott D. Collins, R. L. Smith, R. Rivkah Isseroff, Christopher J. Morris, Fred K. Forster

Bibliographic record

Venuenot available
Typeparatext
Languageen
FieldEngineering
TopicManufacturing Process and Optimization
Canadian institutionsGeomechanica (Canada)
FundersSandia National LaboratoriesU.S. Department of Energy
KeywordsMicrosystemSolid-stateActuatorComputer scienceSystems engineeringEngineeringEngineering physicsMaterials scienceNanotechnologyArtificial intelligence

Abstract

fetched live from OpenAlex

A single-crystalline, single-wafer micro-gyroscope is fabricated using the Surface/Bulk Micromachining (SBM) process. The structural thickness of fabricated micro-gyroscope is 40 m, and the sacrificial gap is 50 m. For electrostatic actuation and capacitive sensing a new electrical isolation method, which uses sandwitched oxide, polysilicon and metal fi lms, is developed. The measured noise equivalent random angle walk of the SBM fabricated gyroscope is 0.0025 /sec/ }Hz . The output is measured to be linear up to 20 /sec.

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient 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 score0.249
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0040.001

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 head0.007
GPT teacher head0.224
Teacher spread0.218 · 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; both teacher heads agree on what is shown here.

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
Published2000
Admission routes1
Has abstractyes

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