Molecular Merged Hypergraph Neural Network for Explainable Solvation Gibbs Free Energy Prediction.

Wenjie Du, Shuai Zhang, Zhaohui Cai, Xuqiang Li, Zhiyuan Liu, Junfeng Fang, Jianmin Wang, Xiang Wang, Yang Wang

Abstract read

In one paragraph

Article in Research (Washington, D.C.), 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.

Enhancing bioinformatics engineering by utilizing graph therapeutic properties for clinically approved antitoxin drugs in zoonotic diseases.Scientific reports · 2026
Article
SpatConv Enables the Accurate Prediction of Protein Binding Sites by a Pretrained Protein Language Model and an Interpretable Bio-spatial Convolution.Research (Washington, D.C.) · 2025
Article
BatGPT-Chem: A Foundation Large Model for Chemical Engineering.Research (Washington, D.C.) · 2025
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

9 authors.

Wenjie DuKey Laboratory of Precision and Intelligent Chemistry, University of Science and Technology of China, Hefei, Anhui 230026, China.ORCID https://orcid.org/0000-0002-3517-7354

Shuai ZhangSuzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu 215123, China.

Zhaohui CaiSuzhou Laboratory, Suzhou 215000, China.

Xuqiang LiKey Laboratory of Precision and Intelligent Chemistry, University of Science and Technology of China, Hefei, Anhui 230026, China.

Zhiyuan LiuSchool of Computing, National University of Singapore, Singapore 117417, Singapore.

Junfeng FangSchool of Computing, National University of Singapore, Singapore 117417, Singapore.

Jianmin WangDepartment of Integrative Biotechnology, Yonsei University, Incheon 21983, Republic of Korea.

Xiang WangSchool of Computing, National University of Singapore, Singapore 117417, Singapore.

Yang WangKey Laboratory of Precision and Intelligent Chemistry, University of Science and Technology of China, Hefei, Anhui 230026, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Solvation free energies play a fundamental role in various fields of chemistry and biology. Accurately determining the solvation Gibbs free energy (

Identifiers

PMID40822120

DOI10.34133/research.0740

PMCPMC12355008

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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.