Evidence map›Paper›PMID 41730876›Full record

ArticleNature communications2026

3D atomic-scale metrology of strain relaxation and roughness in Gate-All-Around transistors via electron ptychography.

Shake Karapetyan, Steven E Zeltmann, Glen Wilk, Ta-Kun Chen, Vincent D-H Hou, David A Muller

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Shake KarapetyanSchool of Applied and Engineering Physics, Cornell University, Ithaca, NY, USA.ORCID http://orcid.org/0000-0001-6893-5425
Steven E ZeltmannSchool of Applied and Engineering Physics, Cornell University, Ithaca, NY, USA.ORCID http://orcid.org/0000-0003-1790-3137
Glen WilkAdvanced Semiconductor Materials (ASM) America, Phoenix, AZ, USA.
Ta-Kun ChenCorporate Analytical Laboratories, Taiwan Semiconductor Manufacturing Company, Hsinchu, Taiwan.
Vincent D-H HouCorporate Analytical Laboratories, Taiwan Semiconductor Manufacturing Company, Hsinchu, Taiwan.
David A MullerSchool of Applied and Engineering Physics, Cornell University, Ithaca, NY, USA. david.a.muller@cornell.edu.ORCID http://orcid.org/0000-0003-4129-0473

Funding

National Science Foundation (NSF) DMR-1539918National Science Foundation (NSF) DMR-2039380Taiwan Semiconductor Manufacturing Company (TSMC) JDP184087
6 · The paper itself

Abstract

Next-generation semiconductor devices are adopting three-dimensional (3D) architectures with feature sizes in the few-nanometer regime, creating a need for atomic-scale metrology to identify and resolve performance-limiting fabrication challenges. X-ray methods provide 3D information but lack atomic resolution, while conventional electron microscopy offers limited depth sensitivity. Here we show how multislice electron ptychography, a computational microscopy technique with sub-Ångström lateral and nanometer-scale depth resolution, enables 3D imaging of buried device structures. We image prototype gate-all-around transistors and directly quantify roughness, strain, and defects at the interface of the 3D gate oxide wrapped around the channel. We find that silicon in the 5-nm-thick channel relaxes away from the interfaces, leaving only ~60% of atoms in a bulk-like structure. From a single dataset, ptychography provides quantitative metrology of atomic-scale interface roughness in 3D, previously accessible only through indirect inference, along with strain and other structural parameters needed for device modeling and process development.

Identifiers

PMID41730876
PMCPMC13087028

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.