Evidence map›Paper›PMID 41130955›Full record

ArticleNature communications2025

Polarity-dependent ferroelectric modulations in two-dimensional hybrid perovskite heterojunction transistors.

Enlong Li, Weixin He, Ruixue Wang, Chi Zhang, Hongmiao Zhou, Yu Liu, Yijia Yuan, Kian Ping Loh, Junhao Chu, Wenwu Li

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. Review
  2. Polarization-Enabled Piezoelectric Tellurium-Selenium (TeAdvanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  3. 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

10 authors.

Enlong Li *Shanghai Frontiers Science Research Base of Intelligent Optoelectronics and Perception, Institute of Optoelectronics, College of Future Information Technology, Fudan University, Shanghai, 200433, China.ORCID http://orcid.org/0009-0002-1563-4922
Weixin He *Department of Chemistry, National University of Singapore, Singapore, 117543, Singapore.ORCID http://orcid.org/0009-0000-1671-1710
Ruixue Wang *Shanghai Frontiers Science Research Base of Intelligent Optoelectronics and Perception, Institute of Optoelectronics, College of Future Information Technology, Fudan University, Shanghai, 200433, China.
Chi ZhangShanghai Frontiers Science Research Base of Intelligent Optoelectronics and Perception, Institute of Optoelectronics, College of Future Information Technology, Fudan University, Shanghai, 200433, China.
Hongmiao ZhouShanghai Frontiers Science Research Base of Intelligent Optoelectronics and Perception, Institute of Optoelectronics, College of Future Information Technology, Fudan University, Shanghai, 200433, China.
Yu LiuShanghai Frontiers Science Research Base of Intelligent Optoelectronics and Perception, Institute of Optoelectronics, College of Future Information Technology, Fudan University, Shanghai, 200433, China.
Yijia YuanDepartment of Chemistry, National University of Singapore, Singapore, 117543, Singapore.ORCID http://orcid.org/0009-0005-3587-8117
Kian Ping LohDepartment of Chemistry, National University of Singapore, Singapore, 117543, Singapore. chmlohkp@nus.edu.sg.ORCID http://orcid.org/0000-0002-1491-743X
Junhao ChuShanghai Frontiers Science Research Base of Intelligent Optoelectronics and Perception, Institute of Optoelectronics, College of Future Information Technology, Fudan University, Shanghai, 200433, China.
Wenwu LiShanghai Frontiers Science Research Base of Intelligent Optoelectronics and Perception, Institute of Optoelectronics, College of Future Information Technology, Fudan University, Shanghai, 200433, China. liwenwu@fudan.edu.cn.ORCID http://orcid.org/0000-0002-9307-1566

Funding

China Postdoctoral Science Foundation 2022M720748 and 2024T170155Grayson-Jockey Club Research Foundation (Grayson-Jockey Club Research Foundation, Inc.) P0043063National Natural Science Foundation of China (National Science Foundation of China) 62374043 and 62304043
6 · The paper itself

Abstract

The non-volatile spontaneous ferroelectric polarization field serves as a cornerstone for applying ferroelectric materials in electronic devices, yet it is frequently mitigated by charge trapping at defect sites. Achieving an effective transition between ferroelectric polarization and charge trapping is challenging due to the inherent opposition of the two mechanisms and the uncontrollable charge trapping types in ferroelectric materials. Here, we realized a polarity-dependent ferroelectric transition in two-dimensional ferroelectric heterojunction transistor by integrating a hybrid organic-inorganic ferroelectric layer embedded with electron trapping sites. Through theoretical calculations and experimental validation, we demonstrate a ferroelectric manifestation and elimination mechanism based on the polarity of the semiconductor layer. The electron-majority n-type semiconductor exhibits charge trapping behavior, while the electron-minority p-type transistor exhibits the ferroelectric control mechanism. Leveraging the mechanism transition, our bipolar heterojunction transistor enables synergistic heterogeneous control of non-volatile memory and volatile synaptic weight modulation within a single bipolar ferroelectric transistor. Based on the experimentally extracted parameters from the transistors, the device-informed simulation achieves a recognition accuracy of 92.9% and a 20.7-fold improvement in training efficiency of the transfer learning network.

Identifiers

PMID41130955
PMCPMC12550063

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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.