Evidence map›Paper›PMID 42847049›Full record

ArticleChem catalysis2026

A Practical Guide to Bayesian Optimization for Organic Chemists.

Rachel Shey, Sven Roediger, Abigail G Doyle, Julian West

Abstract read
In one paragraph

Article in Chem catalysis, 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.

Rachel SheyDepartment of Chemistry, Rice University, Houston, Texas, 77005, United States.
Sven RoedigerDepartment of Chemistry and Biochemistry, University of California - Los Angeles, Los Angeles, California 90095, United States.
Abigail G DoyleDepartment of Chemistry and Biochemistry, University of California - Los Angeles, Los Angeles, California 90095, United States.
Julian WestDepartment of Chemistry, Rice University, Houston, Texas, 77005, United States.

Funding

New Frontiers in Chemical Reactivity Via Catalytic Hydrogen Atom TransferR35GM142738 · NIGMS · RICE UNIVERSITY · PI Julian G West · 2021 to 2026
$2.3M
NIGMS NIH HHS R35 GM142738
6 · The paper itself

Abstract

Bayesian optimization (BO) is a strategy for global optimization, based on iterative refinement of a machine learning model. This algorithm can aid chemists in finding the highest possible reaction outcome (e.g., yield,

Indexed as

Bayesian optimizationDesign of ExperimentsReaction optimization

Identifiers

PMID42847049
PMCPMC13645367

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.