Machine learning-assisted molecular design for efficient

Qiwei Peng, Li Zheng, Huijun Sun, Yubin Xiong, Zeyu Zheng, Xiaohong Cui, Zhong Chen, Xinchang Wang

Abstract read

In one paragraph

Article in Chemical science, 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

8 authors.

Qiwei PengSchool of Electronic Science and Engineering, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University Xiamen China xcwang@xmu.edu.cn.

Li ZhengSchool of Electronic Science and Engineering, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University Xiamen China xcwang@xmu.edu.cn.

Huijun SunSchool of Electronic Science and Engineering, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University Xiamen China xcwang@xmu.edu.cn.ORCID https://orcid.org/0000-0003-1556-0900

Yubin XiongSchool of Electronic Science and Engineering, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University Xiamen China xcwang@xmu.edu.cn.ORCID https://orcid.org/0009-0002-8708-8094

Zeyu ZhengSchool of Electronic Science and Engineering, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University Xiamen China xcwang@xmu.edu.cn.

Xiaohong CuiSchool of Electronic Science and Engineering, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University Xiamen China xcwang@xmu.edu.cn.ORCID https://orcid.org/0000-0002-3201-3952

Zhong ChenSchool of Electronic Science and Engineering, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University Xiamen China xcwang@xmu.edu.cn.ORCID https://orcid.org/0000-0002-1473-2224

Xinchang WangSchool of Electronic Science and Engineering, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University Xiamen China xcwang@xmu.edu.cn.ORCID https://orcid.org/0000-0001-6260-9282

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Efficient

Identifiers

PMID42683159

DOI10.1039/d6sc04732g

PMCPMC13531425

What OpenQuestion holds

Textmetadata

Read underepoch 390

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.