Evidence map›Paper›PMID 41179248›Full record

ArticleACS catalysis2025

Data Science-Driven Discovery of Optimal Conditions and a Condition-Selection Model for the Chan-Lam Coupling of Primary Sulfonamides.

Shivaani S Gandhi, Giselle Z Brown, Santeri Aikonen, Jordan S Compton, Paulo Neves, Jesus I Martinez Alvarado, Iulia I Strambeanu, Kristi A Leonard, Abigail G Doyle

Abstract read
In one paragraph

Article in ACS catalysis, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Article
  5. Considerations in Pursuing Reaction Scope Generality.Angewandte Chemie (International ed. in English) · 2025
    Review
  6. Review
  7. Article
  8. 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

9 authors.

Shivaani S GandhiDepartment of Chemistry, Princeton University, Princeton, New Jersey, 08544, United States.
Giselle Z BrownDepartment of Chemistry and Biochemistry, University of California, Los Angeles, Los Angeles, California 90095, United States.
Santeri AikonenDrug Discovery Data Science, In Silico Discovery, Janssen Research & Development LLC, Spring House, Pennsylvania 19477, United States.
Jordan S ComptonChemistry Capabilities, Analytical and Purification, Global Discovery Chemistry, Janssen Research & Development LLC, Spring House, Pennsylvania 19477, United States.
Paulo NevesDrug Discovery Data Science, In Silico Discovery, Janssen Research & Development LLC, 2740-244 Porto Salvo, Portugal.
Jesus I Martinez AlvaradoDiscovery High-Throughput Chemistry, GlaxoSmithKline, Collegeville, Pennsylvania 19426, United States.
Iulia I StrambeanuChemistry Capabilities, Analytical and Purification, Global Discovery Chemistry, Janssen Research & Development LLC, Spring House, Pennsylvania 19477, United States.ORCID 0000-0002-1502-5484
Kristi A LeonardGlobal Discovery Chemistry, Janssen Research and Development LLC, Spring House, Pennsylvania 19477, United States.ORCID 0000-0002-9398-3354
Abigail G DoyleDepartment of Chemistry and Biochemistry, University of California, Los Angeles, Los Angeles, California 90095, United States.ORCID 0000-0002-6641-0833

Funding

NMR Console and Prodigy CryoProbeS10OD028644 · OD · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI GARG, NEIL K · 2021 to 2021
$600k
NIH HHS S10 OD028644
6 · The paper itself

Abstract

Secondary

Indexed as

catalysisC–N couplingdata sciencehigh-throughput experimentationmachine learning

Identifiers

PMID41179248
PMCPMC12574657

What OpenQuestion holds

Textmetadata
LicenceTDM
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.