Evidence map›Paper›PMID 41787811›Full record

ArticleAngewandte Chemie (International ed. in English)2026

Photocatalytic Cross-Coupling of Phenols and Heteroaryl Halides With Machine Learning-Guided Reaction Prediction.

Matthew C Carson, Alice Wu, Kalyana B Duggal, Madeline E Rotella, Marisa C Kozlowski

Abstract read
In one paragraph

Article in Angewandte Chemie (International ed. in English), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

5 authors.

Matthew C CarsonDepartment of Chemistry, University of Pennsylvania, Philadelphia, Pennsylvania, USA.ORCID https://orcid.org/0000-0002-5821-8681
Alice WuDepartment of Chemistry, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Kalyana B DuggalDepartment of Chemistry, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Madeline E RotellaDepartment of Chemistry, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Marisa C KozlowskiDepartment of Chemistry, University of Pennsylvania, Philadelphia, Pennsylvania, USA.ORCID https://orcid.org/0000-0002-4225-7125

Funding

Computation and Development of New, Enabling Synthetic MethodsR35GM131902 · NIGMS · UNIVERSITY OF PENNSYLVANIA · PI Marisa C Kozlowski · 2019 to 2026
$4.5M
Computational Methods for Selective CatalysisR01GM087605 · NIGMS · UNIVERSITY OF PENNSYLVANIA · PI KOZLOWSKI, MARISA C · 2010 to 2019
$2.4M
Targeting Nucleic Acid Junctions with Small MoleculesR01GM118510 · NIGMS · UNIVERSITY OF PENNSYLVANIA · PI CHENOWETH, DAVID MICHAEL · 2016 to 2020
$1.6M
Molecular Dynamics Investigation of the Reactivity of Alkyl Radicals in Transition Metal-Catalyzed TransformationsK99GM155549 · NIGMS · UNIVERSITY OF PENNSYLVANIA · PI ROTELLA, MADELINE · 2024 to 2025
$200k
Advanced Cyberinfrastructure Coordination Ecosystem: Services and Support (ACCESS CHE240219NIGMS NIH HHS K99 GM155549NIGMS NIH HHS R01 GM087605NIGMS NIH HHS R01 GM118510NIGMS NIH HHS R35 GM131902NSF 3R01GM087605-06S1NSF 3R01GM118510-03S1NSF CHE1827457NSF CHE2400215Vagelos Institute for Energy Science and Technology
6 · The paper itself

Abstract

Developing sustainable methods for C(sp

Indexed as

aryl radicalsmachine learningphenolsphotochemistry

Identifiers

PMID41787811
PMCPMC13080434

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.