MétaCan
Menu
Back to cohort
Record W4416885111 · doi:10.37665/srwkwai63018

Ultra Thin Fluorinated Polymer Coating for Protection of LED and Electronics

2018· article· W4416885111 on OpenAlexaff
Greg Marszalek, Weixing Hou

Bibliographic record

VenueSoldering and Reliability Conferences · 2018
Typearticle
Language
FieldEngineering
TopicStructural Analysis of Composite Materials
Canadian institutions3M (Canada)
Fundersnot available
KeywordsCoatingPolymerCompatibility (geochemistry)CorrosionElectronicsConformal coatingCuring (chemistry)Salt spray testPrinted circuit board

Abstract

fetched live from OpenAlex

ABSTRACT Today's electronics products (i.e., mobile devices, LED lights, sensors and monitors etc.) are highly susceptible to environmental contaminations such as moisture, chemicals, sulfur and salts. Without proper protection, sensitive electronic components can quickly corrode, often leading to electric shorts, reduced lifetime, poor performance and even device failure. 3M fluorinated polymer coatings are designed for the protection of printed circuit boards, LED, components and variety of surface from chemicals and harsh environments. These polymer coatings are liquid applied, low viscosity solutions that dry in minutes to ultra-thin (<1um) protective coating film. They do not require post thermal curing and can be easily applied whether by liquid dipping, spraying or brushing. The solution and coating polymer are both low in toxicity, nonflammable, non-ozone depleting and RoHS compliant. This paper discussed some reliability performance testing vs industrial standards governing conformal coatings. The results show the fluorinate polymer protective coatings meet the qualification requirement for insulation resistance, as stated in the IPC-CC-830, at >500Mohm during the required test intervals. The flowers of Sulfur (FoS) test results show these coatings help mitigate the formation of creep corrosion of exposed metal on circuit boards caused by exposure to high levels of sulfur and humidity. LED compatibility test results demonstrate the chemical compatibility of fluorinated polymer coatings and long-term performance on LEDs. The salt fog test results show that ultra-thin fluorinated polymer coatings can protect common metal finishes such as immersion silver from corrosion created by harsh salt fog environment. These ultra-thin coatings provide an effective barrier for metals and surfaces including PCBs, helping to repel moisture, liquids and water. This protection adds to the performance and longevity of electronic device's service life.

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)0.000
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 score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

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)0.0020.000

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 head0.013
GPT teacher head0.236
Teacher spread0.223 · 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

Explore more

Same venueSoldering and Reliability ConferencesSame topicStructural Analysis of Composite MaterialsFrench-language works237,207