Evidence map›Paper›PMID 40765965›Full record

ArticleJournal of applied crystallography2025

Machine learning assisted nanobeam X-ray diffraction based analysis on hydride vapor-phase epitaxy GaN.

Zhendong Wu, Yusuke Hayashi, Tetsuya Tohei, Kazushi Sumitani, Yasuhiko Imai, Shigeru Kimura, Akira Sakai

Abstract read
In one paragraph

Article in Journal of applied crystallography, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

7 authors.

Zhendong WuGraduate School of Engineering Science Osaka University 1-3 Machikaneyama-cho, Toyonaka Osaka 560-8531 Japan.ORCID https://orcid.org/0000-0002-9882-4133
Yusuke HayashiNational Institute for Materials Science 1-2-1 Sengen Tsukuba Ibaraki305-0047 Japan.
Tetsuya ToheiGraduate School of Engineering Science Osaka University 1-3 Machikaneyama-cho, Toyonaka Osaka 560-8531 Japan.
Kazushi SumitaniJapan Synchrotron Radiation Research Institute 1-1-1 Kouto, Sayo-cho Sayo Hyôgo 679-5198 Japan.
Yasuhiko ImaiJapan Synchrotron Radiation Research Institute 1-1-1 Kouto, Sayo-cho Sayo Hyôgo 679-5198 Japan.ORCID https://orcid.org/0000-0003-4686-2629
Shigeru KimuraJapan Synchrotron Radiation Research Institute 1-1-1 Kouto, Sayo-cho Sayo Hyôgo 679-5198 Japan.ORCID https://orcid.org/0000-0003-1064-7572
Akira SakaiGraduate School of Engineering Science Osaka University 1-3 Machikaneyama-cho, Toyonaka Osaka 560-8531 Japan.ORCID https://orcid.org/0000-0002-0654-504X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Nanobeam X-ray diffraction (nanoXRD) is a powerful tool for collecting

Indexed as

crystal growthHVPE GaN wafershydride vapor-phase epitaxy filmsmachine learningnanoXRDX-ray diffraction

Identifiers

PMID40765965
PMCPMC12321036

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Registered trials

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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.