MétaCan
Menu
Back to cohort
Record W2053808977 · doi:10.1063/1.3266170

Influence of superimposed ultrasound on deformability of Cu

2009· article· en· W2053808977 on OpenAlex
Hao Huang, A. Pequegnat, Baohua Chang, M. Mayer, Dong Du, Y. Zhou

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Applied Physics · 2009
Typearticle
Languageen
FieldEngineering
TopicSurface Treatment and Residual Stress
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsSofteningMaterials scienceIndentation hardnessAnnealing (glass)DislocationUltrasonic sensorResidualResidual stressComposite materialUltrasoundDeformation (meteorology)MetallurgyMicrostructureAcoustics

Abstract

fetched live from OpenAlex

The effects of superimposed ultrasonic vibration on the plastic deformation of 99.99% pure polycrystalline Cu are studied both during (temporary) and after (residual) the application of ultrasound (US) using deformability measurements acquired from an automated wire bonding machine and microhardness testing. It is found that if ultrasonic irradiation is applied during the deformation of the 100 μm diameter Cu free air balls (FABs) the Cu becomes softer with increasing US power compared to Cu FABs that are deformed without US. When comparing this temporary acoustic softening of Cu to that of Au, it is found that the amount of softening is similar between the two materials. After the US is turned off, a residual acoustic softening remains. This residual softening effect increases with increasing the US power. With residual acoustic softening, a maximum increase of 13% in deformability is measured for Cu during wire bonding compared to a maximum increase of 8% for Au during wire bonding. Stronger residual acoustic softening effects are obtained in Cu than in Au with a maximum decrease in microhardness of 19% and 9%, respectively. Dynamic annealing and dislocation theory are used to explain both the temporary and residual effects of US on the deformation of Cu and Au.

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)0.000
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: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.703
Threshold uncertainty score0.296

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 integrity0.0000.000
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 head0.007
GPT teacher head0.217
Teacher spread0.209 · 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