Evidence map›Paper›PMID 41010218›Full record

ArticleMaterials (Basel, Switzerland)2025

Non-Destructive Surface Characterization Using Microscopic Imaging and Data Modeling.

Mariusz Mączka, Maciej Kusy, Anna Szlachta, Ewa Korzeniewska

Abstract read
In one paragraph

Article in Materials (Basel, Switzerland), 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

4 authors.

Mariusz MączkaDepartment of Electronics Fundamentals, Rzeszow University of Technology, 35-959 Rzeszow, Poland.ORCID 0000-0003-4137-4829
Maciej KusyDepartment of Electronics Fundamentals, Rzeszow University of Technology, 35-959 Rzeszow, Poland.ORCID 0000-0001-5419-1111
Anna SzlachtaDepartment of Metrology and Diagnostic Systems, Rzeszow University of Technology, 35-959 Rzeszow, Poland.ORCID 0000-0002-8506-8690
Ewa KorzeniewskaInstitute of Electrical Engineering Systems, Lodz University of Technology, Stefanowskiego 18, 92-537 Lodz, Poland.ORCID 0000-0002-0766-1376

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This article presents a novel method for converting a digital image of a conductive surface into its three-dimensional spatial representation. The developed approach utilizes a mathematical transformation of pixel intensity to the height value of the represented point. The method includes interpolation, automatic image segmentation, and predictive reconstruction of surface profiles, which significantly improves the quality of material surface representation. The method was implemented in a 3D model of a conductive structure created in the physical vacuum deposition method, and its capabilities were demonstrated using examples of simulations of the electric field distribution within and on the surface of the tested sample.

Indexed as

3D surface reconstructiondigital image processingimage-based modelingsurface profile prediction

Identifiers

PMID41010218
PMCPMC12471634

What OpenQuestion holds

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LicenceCC BY
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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.