MétaCan
Menu
Back to cohort
Record W4416877314 · doi:10.37665/smlwblg82648

Water-Soluble Lead-Free Process Chemistry for High Voltage and High Reliability Hardware Requirements

2012· article· W4416877314 on OpenAlexaff
M.E. Kelly, Mitchell Ferrill, W. F. Mader, Nandu Ranadive, Cheikhou Ndiaye, Simin Bagheri

Bibliographic record

VenueSMTA International · 2012
Typearticle
Language
FieldEngineering
TopicElectronic Packaging and Soldering Technologies
Canadian institutionsIBM (Canada)
Fundersnot available
KeywordsDirectiveIBMElectronicsProduct (mathematics)Reliability (semiconductor)Investment (military)LegislationProduct design

Abstract

fetched live from OpenAlex

ABSTRACT Over the past decade, no-clean flux chemistry usage has continued to rise and is correlated with the transition to lead-free printed circuit board assembly adoption by consumer electronics market segments. It is estimated that well over 90% of lead-free hardware built today uses no-clean flux chemistry. Even before EU RoHS directive promulgation in July 2006, firms building consumer products were largely using no-clean based flux chemistries. With the required migration to lead-free assembly material usage, early adopter demand for no-clean lead-free chemistry solutions rose even further. During this same time, numerous RoHS exemptions have been in place; most notably exemption 7b “Lead in solder for server applications”. Firms manufacturing electronics using this exemption continued building product with SnPb solder. Despite an overall industry trend toward no-clean fluxes, many exempt SnPb built products employed water-soluble based assembly materials. Exercising allowable exemptions, firms building high complexity, high reliability products continued using SnPb water-soluble assembly materials and processes. Six years have now passed since original RoHS directive enforcement; products in several market sectors continue to exercise exemption 7b. As these product roadmaps now begin conversion activity, there is a growing need for lead-free water-soluble chemistry solutions. However, the major R & D investment by material suppliers has been made to offer no-clean lead-free chemistry supporting consumer segments. As a result, there are limited published data or options available to support lead-free water-soluble solutions for high complexity, high reliability hardware assembly. With this as background, IBM set out to examine the industry’s latest lead-free water-soluble chemistry options with the intent of selecting two top performing material sets for use with server and storage class hardware. This paper discusses details relating to the various tests conducted including manufacturability screening experiments, surface insulation resistance testing of IPC B-52 test coupons per IPC standards, and high voltage 550V / 2,150V hipot testing protocols. The result of this work yielded an end-to-end lead-free water-soluble chemistry solution, suitable for IBM’s highest complexity, highest reliability server class hardware systems.

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)0.000
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: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.015
Threshold uncertainty score0.049

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0150.005

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 head0.016
GPT teacher head0.258
Teacher spread0.242 · 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
Published2012
Admission routes1
Has abstractyes

Explore more

Same venueSMTA InternationalSame topicElectronic Packaging and Soldering TechnologiesFrench-language works237,207