MétaCan
Menu
Back to cohort
Record W1972938618 · doi:10.1115/imece2012-88427

Modeling of Micro Electron Beam Welding With Melting and Evaporation

2012· article· en· W1972938618 on OpenAlexafffund
Satya S. Gajapath, Sushanta K. Mitra, Patricio F. Méndez

Bibliographic record

VenueVolume 9: Micro- and Nano-Systems Engineering and Packaging, Parts A and B · 2012
Typearticle
Languageen
FieldEngineering
TopicPlasma Diagnostics and Applications
Canadian institutionsUniversity of Alberta
FundersNatural Sciences and Engineering Research Council of CanadaUniversity of Alberta
KeywordsEvaporationLaser ablationMaterials scienceCathode rayElectronicsElectron beam weldingWeldingAblationLaser beamsLaser beam weldingElectronLaserBeam (structure)OptoelectronicsMechanical engineeringOpticsAerospace engineeringElectrical engineeringMetallurgyEngineeringPhysics

Abstract

fetched live from OpenAlex

Integrating the components at micro and nano levels is becoming a challenge as the demand to scale the devices further down grows, especially in the micro-electronics and medical industry. The current use of microwelding technology using laser and electron beams suffers from a major set back of excessive surface ablation. The present paper proposes using electron beam as a volume heating source to avoid surface ablation and arrives at the conditions to micro-weld successfully through numerical analysis.

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 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 score0.747
Threshold uncertainty score0.790

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 head0.006
GPT teacher head0.178
Teacher spread0.172 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSimulation or modeling
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
Published2012
Admission routes2
Has abstractyes

Explore more

Same venueVolume 9: Micro- and Nano-Systems Engineering and Packaging, Parts A and BSame topicPlasma Diagnostics and ApplicationsFrench-language works237,207