Evidence map›Paper›PMID 40987343›Full record

ArticleNature2025

A multimodal robotic platform for multi-element electrocatalyst discovery.

Zhen Zhang, Zhichu Ren, Chia-Wei Hsu, Weibin Chen, Zhang-Wei Hong, Chi-Feng Lee, Aubrey Penn, Hongbin Xu, Daniel J Zheng, Shuhan Miao and 14 more

Abstract read
PubMed Publisher
In one paragraph

Article in Nature, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.

0numbers the graph read from it
0cells of the map it votes in
14citing 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

14 citing papers in PubMed.

  1. Article
  2. Review
  3. Review
  4. Article
  5. Linking Synthetic Materials Chemistry to Electrocatalytic Performance.Angewandte Chemie (International ed. in English) · 2026
    Review
  6. Review
  7. Article
  8. Review
  9. Ammonia Synthesis via Electrochemical Conversion.Molecules (Basel, Switzerland) · 2026
    Review
  10. Generative Models for Crystalline Materials.Advanced materials (Deerfield Beach, Fla.) · 2026
    Review
  11. Article
  12. Review
  13. Review
  14. 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

24 authors.

Zhen Zhang *Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
Zhichu Ren *Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
Chia-Wei Hsu *Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
Weibin Chen *Department of Nuclear Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
Zhang-Wei HongDepartment of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA.
Chi-Feng LeeDepartment of Physics, Tamkang University, New Taipei City, Taiwan.ORCID http://orcid.org/0009-0001-5487-4809
Aubrey PennMIT.nano, Massachusetts Institute of Technology, Cambridge, MA, USA.
Hongbin XuDepartment of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.ORCID http://orcid.org/0009-0007-6311-475X
Daniel J ZhengDepartment of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
Shuhan MiaoDepartment of Architecture, Massachusetts Institute of Technology, Cambridge, MA, USA.
Yimeng HuangDepartment of Nuclear Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.ORCID http://orcid.org/0000-0002-7287-7181
Yifan GaoDepartment of Nuclear Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.ORCID http://orcid.org/0000-0002-7144-0885
Weiyin ChenDepartment of Nuclear Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.ORCID http://orcid.org/0000-0002-6427-4129
Hugh SmithDepartment of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.ORCID http://orcid.org/0000-0002-8466-2401
Yaoshen NiuDepartment of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
Yunsheng TianDepartment of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA.
Ying-Rui LuNational Synchrotron Radiation Research Center, Hsinchu, Taiwan.ORCID http://orcid.org/0000-0002-6002-5627
Yu-Cheng ShaoNational Synchrotron Radiation Research Center, Hsinchu, Taiwan.
Sipei LiDepartment of Nuclear Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
Hsiao-Tsu WangDepartment of Physics, Tamkang University, New Taipei City, Taiwan.ORCID http://orcid.org/0000-0003-1249-9462
Iwnetim I AbateDepartment of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
Pulkit AgrawalDepartment of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA.ORCID http://orcid.org/0000-0001-8463-9917
Yang Shao-HornDepartment of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.ORCID http://orcid.org/0000-0001-8714-2121
Ju LiDepartment of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA. liju@mit.edu.ORCID http://orcid.org/0000-0002-7841-8058

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

One of the goals of 'AI for Science' is to discover customized materials through real-world experiments. Pioneering advances have been made in computational predictions and the automation of materials synthesis

Identifiers

PMID40987343

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.