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Record W7108215830 · doi:10.37665/hamigfs85311

Latest Results on Pb-Free Solder Alloys for Harsh Environments

2018· article· W7108215830 on OpenAlexaff

Bibliographic record

VenueHarsh Environments Conference · 2018
Typearticle
Language
FieldEngineering
TopicElectronic Packaging and Soldering Technologies
Canadian institutionsComputer Research Institute of Montréal
Fundersnot available
KeywordsSolderingCreepAlloyRecrystallization (geology)Reliability (semiconductor)Thermal fatigueElectronicsWetting

Abstract

fetched live from OpenAlex

ABSTRACT For harsh environments applications such as high power LED and automotive applications solder alloy and electronics assemblies are required to endure high temperature, thermal stresses, vibration and other harsh conditions. Sn/Ag/Cu (SAC) alloys with poor and unstable mechanical performance are not adequately reliable. In this work a new high reliability SAC base alloy with added alloying and micro-alloying elements, REL22™, is presented. By comparing thermal, mechanical, wetting properties of REL22™ against reference SAC, it is explained why REL22™ with higher strength and stable creep properties poses superior thermal fatigue resistance. The enhanced reliability and mechanical stability of the new alloy is attributed to a reduction in the stored energy and thus the driving force for recrystallization due to the higher strength of REL22™.

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)0.002
metaresearch head score (Gemma)0.001
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 score0.004
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.003

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 head0.031
GPT teacher head0.233
Teacher spread0.203 · 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
Published2018
Admission routes1
Has abstractyes

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