Evidence map›Paper›PMID 40993255›Full record

ArticleNature2025

Robot-assisted mapping of chemical reaction hyperspaces and networks.

Yankai Jia, Rafał Frydrych, Yaroslav I Sobolev, Wai-Shing Wong, Bibek Prajapati, Daniel Matuszczyk, Yasemin Bilgi, Louis Gadina, Juan Carlos Ahumada, Galymzhan Moldagulov and 5 more

Abstract read
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 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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

9 citing papers in PubMed.

  1. Article
  2. Robots and Minimal, Physics-Informed Features: A Hybrid Framework for Enzyme Catalysis.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  3. Review
  4. Review
  5. Generalized Analysis of Electrophilic Small Molecules.Angewandte Chemie (International ed. in English) · 2026
    Article
  6. Article
  7. Article
  8. Article
  9. 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

15 authors.

Yankai Jia *Center for Algorithmic and Robotized Synthesis (CARS), Institute for Basic Science (IBS), Ulsan, Republic of Korea.ORCID http://orcid.org/0000-0003-0586-3473
Rafał Frydrych *Center for Algorithmic and Robotized Synthesis (CARS), Institute for Basic Science (IBS), Ulsan, Republic of Korea.ORCID http://orcid.org/0000-0002-1365-4690
Yaroslav I SobolevCenter for Algorithmic and Robotized Synthesis (CARS), Institute for Basic Science (IBS), Ulsan, Republic of Korea.ORCID http://orcid.org/0000-0002-2194-1630
Wai-Shing WongCenter for Algorithmic and Robotized Synthesis (CARS), Institute for Basic Science (IBS), Ulsan, Republic of Korea.ORCID http://orcid.org/0000-0002-8705-9392
Bibek PrajapatiCenter for Algorithmic and Robotized Synthesis (CARS), Institute for Basic Science (IBS), Ulsan, Republic of Korea.ORCID http://orcid.org/0000-0001-6092-9901
Daniel MatuszczykCenter for Algorithmic and Robotized Synthesis (CARS), Institute for Basic Science (IBS), Ulsan, Republic of Korea.
Yasemin BilgiCenter for Algorithmic and Robotized Synthesis (CARS), Institute for Basic Science (IBS), Ulsan, Republic of Korea.ORCID http://orcid.org/0000-0002-5318-3360
Louis GadinaCenter for Algorithmic and Robotized Synthesis (CARS), Institute for Basic Science (IBS), Ulsan, Republic of Korea.ORCID http://orcid.org/0000-0002-4090-0789
Juan Carlos AhumadaCenter for Algorithmic and Robotized Synthesis (CARS), Institute for Basic Science (IBS), Ulsan, Republic of Korea.ORCID http://orcid.org/0000-0003-4538-1890
Galymzhan MoldagulovCenter for Algorithmic and Robotized Synthesis (CARS), Institute for Basic Science (IBS), Ulsan, Republic of Korea.ORCID http://orcid.org/0009-0006-5742-130X
Namhun KimCenter for Algorithmic and Robotized Synthesis (CARS), Institute for Basic Science (IBS), Ulsan, Republic of Korea.ORCID http://orcid.org/0000-0003-2047-2999
Eric S LarsenCenter for Algorithmic and Robotized Synthesis (CARS), Institute for Basic Science (IBS), Ulsan, Republic of Korea.
Maxence DeschampsCenter for Algorithmic and Robotized Synthesis (CARS), Institute for Basic Science (IBS), Ulsan, Republic of Korea.
Yanqiu JiangCenter for Algorithmic and Robotized Synthesis (CARS), Institute for Basic Science (IBS), Ulsan, Republic of Korea. jyqinception@gmail.com.ORCID http://orcid.org/0000-0003-2043-3009
Bartosz A GrzybowskiCenter for Algorithmic and Robotized Synthesis (CARS), Institute for Basic Science (IBS), Ulsan, Republic of Korea. nanogrzybowski@gmail.com.ORCID http://orcid.org/0000-0001-6613-4261

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Despite decades of investigation, it remains unclear (and hard to predict

Identifiers

PMID40993255
PMCPMC12460177

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.