Evidence map›Paper›PMID 41614156›Full record

ArticleJACS Au2026

Achieving Operational Universality through a Turing Complete Chemputer.

Daniel Gahler, Dean Thomas, Slawomir Lach, Leroy Cronin

Abstract read
In one paragraph

Article in JACS Au, 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

4 authors.

Daniel GahlerSchool of Chemistry, University of Glasgow, University Avenue, Glasgow G12 8QQ, U.K.
Dean ThomasSchool of Chemistry, University of Glasgow, University Avenue, Glasgow G12 8QQ, U.K.ORCID https://orcid.org/0000-0001-6959-727X
Slawomir LachSchool of Chemistry, University of Glasgow, University Avenue, Glasgow G12 8QQ, U.K.
Leroy CroninSchool of Chemistry, University of Glasgow, University Avenue, Glasgow G12 8QQ, U.K.ORCID https://orcid.org/0000-0001-8035-5757

Funding

Discovery & Synthesis Chemputer: An intelligent universal system for automated chemical synthesis and discovery across different hardware and scalesUH3TR004136 · NCATS · UNIVERSITY OF GLASGOW · PI Lee Cronin · 2024 to 2026
$2.6M
Discovery & Synthesis Chemputer: An intelligent universal system for automated chemical synthesis and discovery across different hardware and scalesUG3TR004136 · NCATS · UNIVERSITY OF GLASGOW · PI CRONIN, LEE · 2022 to 2023
$1.6M
NCATS NIH HHS UG3 TR004136NCATS NIH HHS UH3 TR004136
6 · The paper itself

Abstract

The most fundamental abstraction underlying all modern computers is the Turing Machine, that is, if any modern computer can simulate a Turing Machine, an equivalence which is called "Turing completeness", it is theoretically possible to achieve any task that can be algorithmically described by executing a series of discrete unit operations. In chemistry, the ability to program chemical processes and ensure unit operations are understood at a high level of abstraction and then reduced to practice is extremely challenging. Herein, we exploit the concept of Turing completeness applied to robotic chemical platforms that execute unit operations to synthesize complex molecules using a chemically aware programming language, XDL. We leverage the concept of computability by computers to synthesizability of chemical compounds by automated synthesis machines. The results of an interactive demonstration of Turing completeness using the color gamut and conditional logic are presented to serve as a proxy for conceptual, chemical space exploration. This formal description establishes a formal framework in future chemical programming languages to ensure complex logic operations are expressed and executed correctly, with the possibility of error correction, in the autonomous pursuit of increasingly complex molecules.

Indexed as

automationdigital chemistryTuring completeTuring machineXDL

Identifiers

PMID41614156
PMCPMC12848720

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.