Evidence map›Paper›PMID 34442969›Full record

ArticleMaterials (Basel, Switzerland)2021

Machine Learning Assisted Classification of Aluminum Nitride Thin Film Stress via In-Situ Optical Emission Spectroscopy Data.

Yu-Pu Yang, Te-Yun Lu, Hsiao-Han Lo, Wei-Lun Chen, Peter J Wang, Walter Lai, Yiin-Kuen Fuh, Tomi T Li

Abstract read
In one paragraph

Article in Materials (Basel, Switzerland), 2021. 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

8 authors.

Yu-Pu YangDepartment of Mechanical Engineering, National Central University, Taoyuan 32001, Taiwan.
Te-Yun LuDepartment of Mechanical Engineering, National Central University, Taoyuan 32001, Taiwan.
Hsiao-Han LoDepartment of Mechanical Engineering, National Central University, Taoyuan 32001, Taiwan.
Wei-Lun ChenDepartment of Mechanical Engineering, National Central University, Taoyuan 32001, Taiwan.
Peter J WangDelta Electronics Inc., Taoyuan 32063, Taiwan.
Walter LaiDelta Electronics Inc., Taoyuan 32063, Taiwan.
Yiin-Kuen FuhDepartment of Mechanical Engineering, National Central University, Taoyuan 32001, Taiwan.ORCID 0000-0001-5322-0718
Tomi T LiDepartment of Mechanical Engineering, National Central University, Taoyuan 32001, Taiwan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In this study, we submit a complex set of in-situ data collected by optical emission spectroscopy (OES) during the process of aluminum nitride (AlN) thin film. Changing the sputtering power and nitrogen(N

Indexed as

aluminum nitride (AlN)artificial neural networks (ANNs)in-situmachine learningprincipal component analysis (PCA)thin film stress

Identifiers

PMID34442969
PMCPMC8400567

What OpenQuestion holds

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Registered trials

None linked

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.