Evidence map›Paper›PMID 41271760›Full record

ArticleNature communications2025

A standardized approach to characterize hysteresis in 2D-materials-based transistors for stability benchmarking and performance projection.

Alexander Karl, Axel Verdianu, Dominic Waldhoer, Theresia Knobloch, Joël Kurzweil, Mina Bahrami, Mohammad Rasool Davoudi, Pedram Khakbaz, Bernhard Stampfer, Seyed Mehdi Sattari-Esfahlan and 16 more

Abstract read
In one paragraph

Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Two-Dimensional Flash Memory: Materials, Interfaces, and Storage-Computing Convergence.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Review
  2. Article
  3. Mobile charges in MoSCommunications engineering · 2026
    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

26 authors.

Alexander KarlInstitute for Microelectronics, Technical University Vienna, Vienna, Austria.ORCID http://orcid.org/0000-0003-2221-8038
Axel VerdianuInstitute for Microelectronics, Technical University Vienna, Vienna, Austria.ORCID http://orcid.org/0009-0008-3998-4752
Dominic WaldhoerInstitute for Microelectronics, Technical University Vienna, Vienna, Austria.ORCID http://orcid.org/0000-0002-8631-5681
Theresia KnoblochInstitute for Microelectronics, Technical University Vienna, Vienna, Austria.ORCID http://orcid.org/0000-0001-5156-9510
Joël KurzweilInstitute for Microelectronics, Technical University Vienna, Vienna, Austria.ORCID http://orcid.org/0000-0003-2858-4557
Mina BahramiInstitute for Microelectronics, Technical University Vienna, Vienna, Austria.
Mohammad Rasool DavoudiInstitute for Microelectronics, Technical University Vienna, Vienna, Austria.
Pedram KhakbazInstitute for Microelectronics, Technical University Vienna, Vienna, Austria.ORCID http://orcid.org/0000-0002-7794-1904
Bernhard StampferInstitute for Microelectronics, Technical University Vienna, Vienna, Austria.ORCID http://orcid.org/0000-0001-5424-7488
Seyed Mehdi Sattari-EsfahlanInstitute for Microelectronics, Technical University Vienna, Vienna, Austria.ORCID http://orcid.org/0000-0002-4596-6015
Yury IllarionovLaboratory of 2D Optoelectronics and Nanoelectronics (L2DON), State Key Laboratory of Quantum Functional Materials, Department of Materials Science and Engineering, Southern University of Science and Technology, Shenzhen, China.ORCID http://orcid.org/0000-0003-4323-1389
Aftab NazirHuawei Technologies Research and Development Belgium N.V., Leuven, Belgium.
Changze LiuHuawei Technologies Research and Development Belgium N.V., Leuven, Belgium.
Yu ZhengHuawei Technologies Research and Development Belgium N.V., Leuven, Belgium.
Lorenzo PettorossoInstitute for Photonics, Technical University Vienna, Vienna, Austria.ORCID http://orcid.org/0009-0006-2840-9387
Dmitry PolyushkinInstitute for Photonics, Technical University Vienna, Vienna, Austria.ORCID http://orcid.org/0000-0002-6658-9781
Thomas MüllerInstitute for Photonics, Technical University Vienna, Vienna, Austria.ORCID http://orcid.org/0000-0003-1343-5719
Saptarshi DasDepartment of Materials Science and Engineering, Pennsylvania State University, University Park, Pennsylvania, USA.ORCID http://orcid.org/0000-0002-0188-945X
Xiao Renshaw WangDivision of Physics and Applied Physics, Nanyang Technological University, Singapore, Singapore.ORCID http://orcid.org/0000-0002-5503-9899
Junchuan TangCollege of Chemistry and Molecular Engineering, Peking University, Beijing, China.
Yichi ZhangCollege of Chemistry and Molecular Engineering, Peking University, Beijing, China.
Congwei TanCollege of Chemistry and Molecular Engineering, Peking University, Beijing, China.ORCID http://orcid.org/0000-0002-6701-2773
Ye LiCollege of Chemistry and Molecular Engineering, Peking University, Beijing, China.
Hailin PengCollege of Chemistry and Molecular Engineering, Peking University, Beijing, China.ORCID http://orcid.org/0000-0003-1569-0238
Michael WaltlInstitute for Microelectronics, Technical University Vienna, Vienna, Austria.ORCID http://orcid.org/0000-0001-6042-759X
Tibor GrasserInstitute for Microelectronics, Technical University Vienna, Vienna, Austria. grasser@iue.tuwien.ac.at.ORCID http://orcid.org/0000-0001-6536-2238

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The hysteresis observed in the transfer characteristics of emerging transistors based on 2D-materials is widely accepted as an important metric related to the device quality. However, the specifics of hysteresis characterization measurements are rarely given, and its mechanistic understanding remains fragmentary. Here, we provide a comprehensive theoretical analysis of the dominant mechanisms contributing to hysteresis: charge trapping by defects from the channel or the gate, the drift of mobile charges, and eventually ferroelectricity. We suggest methods to experimentally distinguish between these phenomena and propose a standardized hysteresis measurement scheme to establish the hysteresis as a comparable metric for the assessment of device stability. Our standardized scheme ensures that hysteresis data can be effectively compared across different technologies and, most importantly, provides a means to extrapolate data obtained on thicker prototypes to subnanometer equivalent oxide thicknesses. This facilitates the systematic benchmarking of insulator/channel combinations in terms of stability, which thereby enables the screening of material systems for more stable and reliable 2D-material-based metal-oxide-semiconductor field-effect transistors (MOSFETs).

Identifiers

PMID41271760
PMCPMC12780055

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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.