Evidence map›Paper›PMID 42216300›Full record

ArticleAdvanced materials (Deerfield Beach, Fla.)2026

Data-Driven Insights into the High-Throughput Design of Weakly Solvating Electrolytes for Lithium Metal Batteries.

Yu-Chen Gao, Zhen-Ning Guo, Yi-Lin Niu, Yao-Peng Chen, Wei-Lin Li, Xiong-Fei Du, Heng-Rui Shi, Kai-Hua Meng, Shi-Qiu Yin, Rui Zhang and 1 more

Abstract read
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In one paragraph

Article in Advanced materials (Deerfield Beach, Fla.), 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

11 authors.

Yu-Chen GaoBeijing Key Laboratory of Complex Solid State Batteries & Tsinghua Center for Green Chemical Engineering Electrification, Department of Chemical Engineering, Tsinghua University, Beijing, P. R. China.
Zhen-Ning GuoBeijing Key Laboratory of Complex Solid State Batteries & Tsinghua Center for Green Chemical Engineering Electrification, Department of Chemical Engineering, Tsinghua University, Beijing, P. R. China.
Yi-Lin NiuBeijing Key Laboratory of Complex Solid State Batteries & Tsinghua Center for Green Chemical Engineering Electrification, Department of Chemical Engineering, Tsinghua University, Beijing, P. R. China.
Yao-Peng ChenBeijing Key Laboratory of Complex Solid State Batteries & Tsinghua Center for Green Chemical Engineering Electrification, Department of Chemical Engineering, Tsinghua University, Beijing, P. R. China.
Wei-Lin LiBeijing Key Laboratory of Complex Solid State Batteries & Tsinghua Center for Green Chemical Engineering Electrification, Department of Chemical Engineering, Tsinghua University, Beijing, P. R. China.
Xiong-Fei DuBeijing Key Laboratory of Complex Solid State Batteries & Tsinghua Center for Green Chemical Engineering Electrification, Department of Chemical Engineering, Tsinghua University, Beijing, P. R. China.
Heng-Rui ShiBeijing Key Laboratory of Complex Solid State Batteries & Tsinghua Center for Green Chemical Engineering Electrification, Department of Chemical Engineering, Tsinghua University, Beijing, P. R. China.
Kai-Hua MengBeijing Key Laboratory of Complex Solid State Batteries & Tsinghua Center for Green Chemical Engineering Electrification, Department of Chemical Engineering, Tsinghua University, Beijing, P. R. China.
Shi-Qiu YinBeijing Key Laboratory of Complex Solid State Batteries & Tsinghua Center for Green Chemical Engineering Electrification, Department of Chemical Engineering, Tsinghua University, Beijing, P. R. China.
Rui ZhangBeijing Huairou Laboratory, Beijing, P. R. China.
Xiang ChenBeijing Key Laboratory of Complex Solid State Batteries & Tsinghua Center for Green Chemical Engineering Electrification, Department of Chemical Engineering, Tsinghua University, Beijing, P. R. China.ORCID https://orcid.org/0000-0002-7686-6308

Funding

Beijing Municipal Science & Technology Commission (Administrative Commission of Zhongguancun Science Park) No.Z251100007525001National Natural Science Foundation of China 22108151National Natural Science Foundation of China 22109007National Natural Science Foundation of China 22109011National Natural Science Foundation of China 22109086National Natural Science Foundation of China 22209010National Natural Science Foundation of China 22393900National Natural Science Foundation of China 225B2909National Natural Science Foundation of China 52394170National Natural Science Foundation of China 52394171National Natural Science Foundation of China T2322015
6 · The paper itself

Abstract

Weakly solvating electrolytes (WSEs) have emerged as an effective strategy for stabilizing lithium (Li) metal anodes. However, their molecular design remains largely empirical, and a unified set of design criteria applicable across chemical families is still lacking. Herein, we establish a quantitative design framework that encodes structural motifs and key physicochemical properties of 236 875 organic molecules into six transferable descriptors governing Li

Indexed as

data‐driven molecular designlithium metal batteriessolvating abilityweakly solvating electrolytes

Identifiers

PMID42216300
PMCPMC13361155

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.