Evidence map›Paper›PMID 41684153›Full record

ArticleACS nano2026

Machine Vision-Enabled Octahedral Network Reconstruction and Structural Analysis of Perovskite Quantum Dots.

Guangyu Du, Haichao Zhang, Tieyuan Bian, Weizhen Wang, Long Hu, Yuxin Liu, Zhen Zhan, Songwei Liu, Yuanzhe Li, Xie He and 12 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in ACS nano, 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

22 authors.

Guangyu DuDepartment of Applied Physics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR 999077, China.
Haichao ZhangSchool of Advanced Technology, Xi'an Jiaotong-Liverpool University, Suzhou 215123, China.
Tieyuan BianDepartment of Applied Physics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR 999077, China.ORCID 0000-0002-9575-2269
Weizhen WangDepartment of Applied Physics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR 999077, China.
Long HuSchool of Materials Science and Engineering, University of New South Wales, Sydney, NSW 2052, Australia.ORCID 0000-0001-7408-5631
Yuxin LiuDepartment of Applied Physics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR 999077, China.
Zhen ZhanDepartment of Applied Physics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR 999077, China.
Songwei LiuAI for Science, Hong Kong Research Institute, Contemporary Amperex Technology (Hong Kong) Limited (CATL-HK), Hong Kong Science Park, New Territories Hong Kong SAR 999077, China.
Yuanzhe LiAI for Science, Hong Kong Research Institute, Contemporary Amperex Technology (Hong Kong) Limited (CATL-HK), Hong Kong Science Park, New Territories Hong Kong SAR 999077, China.
Xie HeAI for Science, Hong Kong Research Institute, Contemporary Amperex Technology (Hong Kong) Limited (CATL-HK), Hong Kong Science Park, New Territories Hong Kong SAR 999077, China.
Chutian HuangAI for Science, Hong Kong Research Institute, Contemporary Amperex Technology (Hong Kong) Limited (CATL-HK), Hong Kong Science Park, New Territories Hong Kong SAR 999077, China.
Ying KongKey Laboratory of Multifunctional Nanomaterials and Smart Systems, Suzhou Institute of Nano-Tech and Nano-Bionics, Chinese Academy of Sciences, Suzhou 215123, China.
Lianzheng HaoDepartment of Applied Physics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR 999077, China.
Jiawen WangAI for Science, Hong Kong Research Institute, Contemporary Amperex Technology (Hong Kong) Limited (CATL-HK), Hong Kong Science Park, New Territories Hong Kong SAR 999077, China.
Ni ZhouFujian Science & Technology Innovation Laboratory for Energy Devices of China (CATL 21C Lab), Fujian 352000, China.
Bao TuFujian Science & Technology Innovation Laboratory for Energy Devices of China (CATL 21C Lab), Fujian 352000, China.
Chen ZhuFujian Science & Technology Innovation Laboratory for Energy Devices of China (CATL 21C Lab), Fujian 352000, China.
Jiadong Jaydon GongAI for Science, Hong Kong Research Institute, Contemporary Amperex Technology (Hong Kong) Limited (CATL-HK), Hong Kong Science Park, New Territories Hong Kong SAR 999077, China.
Tom WuDepartment of Applied Physics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR 999077, China.ORCID 0000-0003-0845-4827
Jun YinDepartment of Applied Physics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR 999077, China.ORCID 0000-0002-1749-1120
Zhouchen LinState Key Laboratory of General Artificial Intelligence, School of Intelligence Science and Technology, Peking University, Beijing 100871, China.
Songhua CaiDepartment of Applied Physics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR 999077, China.ORCID 0000-0003-3839-2030

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The structural framework of metal-halide perovskites is defined by corner-sharing PbX

Indexed as

computer visionlattice distortionoctahedral networkperovskite quantum dotsscanning transmission electron microscopy

Identifiers

PMID41684153
PMCPMC12947740

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.