Evidence map›Paper›PMID 42052246›Full record

ArticleDigital discovery2026

Autonomous sampling and SHAP interpretation of deposition-rates in bipolar HiPIMS.

Alexander Wieczorek, Nathan Rodkey, Jan Sommerhäuser, Jason Hattrick-Simpers, Sebastian Siol

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Digital discovery, 2026. 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

5 authors.

Alexander WieczorekLaboratory for Surface Science and Coating Technologies, Empa-Swiss Federal Laboratories for Materials Science and Technology Ueberlandstrasse 129 Duebendorf CH-8600 Switzerland nathan.rodkey@empa.ch sebastian.siol@empa.ch.ORCID https://orcid.org/0000-0002-1025-128X
Nathan RodkeyLaboratory for Surface Science and Coating Technologies, Empa-Swiss Federal Laboratories for Materials Science and Technology Ueberlandstrasse 129 Duebendorf CH-8600 Switzerland nathan.rodkey@empa.ch sebastian.siol@empa.ch.ORCID https://orcid.org/0000-0003-4246-3911
Jan SommerhäuserLaboratory for Surface Science and Coating Technologies, Empa-Swiss Federal Laboratories for Materials Science and Technology Ueberlandstrasse 129 Duebendorf CH-8600 Switzerland nathan.rodkey@empa.ch sebastian.siol@empa.ch.ORCID https://orcid.org/0009-0000-7968-2662
Jason Hattrick-SimpersDepartment of Materials Science and Engineering, University of Toronto M5S 3E4 Toronto ON Canada.ORCID https://orcid.org/0000-0003-2937-3188
Sebastian SiolLaboratory for Surface Science and Coating Technologies, Empa-Swiss Federal Laboratories for Materials Science and Technology Ueberlandstrasse 129 Duebendorf CH-8600 Switzerland nathan.rodkey@empa.ch sebastian.siol@empa.ch.ORCID https://orcid.org/0000-0002-0907-6525

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

High-power impulse magnetron sputtering (HiPIMS) offers considerable control over ion energy and flux, making it invaluable for tailoring the microstructure and properties of advanced functional coatings. However, compared to conventional sputtering techniques, HiPIMS suffers from reduced deposition rates. Many groups have begun to evaluate complex pulsing schemes to improve upon this, leveraging multi-pulse schemes (

Identifiers

PMID42052246
PMCPMC13112526

What OpenQuestion holds

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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.