ArticleNature2023
Organic reaction mechanism classification using machine learning.
Article in Nature, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers.
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.
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.
Who cites it
28 citing papers in PubMed.
- Automated Dynamic Flow Experimentation for Rapid Kinetic Fitting of Transition Metal Catalysis.Angewandte Chemie (International ed. in English) · 2026Article
- A 50,688-Reaction Data Set Reveals General Ligands and Mechanistic Diversity in C-N Couplings.Journal of the American Chemical Society · 2026Article
- Advancing Lithium-Oxygen Batteries: Pioneering Cathode Catalyst Innovation and Artificial Intelligence-Driven Design Paradigms.Advanced materials (Deerfield Beach, Fla.) · 2026Review
- Development and evaluation of an explainable machine learning selection pipeline for predicting neoadjuvant chemoradiotherapy response in locally advanced rectal cancer.Journal of translational medicine · 2026Article
- Accelerating Reaction Discovery through AI-HTE Integration: Nitrene-Mediated C-O Coupling as a Validated Case Study.JACS Au · 2026Article
- Simplest mechanism builder algorithm (simba): an automated microkinetic model discovery tool.Chemical science · 2026Article
- Collision-free morgan fingerprints: a principled approach to enhance machine learning performance and interpretability in chemistry.Journal of cheminformatics · 2026Article
- Decoding the Nested, Multicycle Mechanism of Ni-Catalyzed Redox-Neutral Cross-Coupling through Temperature Scanning Reaction Calorimetry.Journal of the American Chemical Society · 2026Article
- Using Yield Profiles to Study Reaction Mechanism.ACS catalysis · 2025Article
- PhaseXplorer Creates High-Dimensional Phase Diagrams with Closed-Loop Active Learning.ACS nano · 2025Article
- Leveraging scenario differences for cross-task generalization in water plant transfer machine learning models.Environmental science and ecotechnology · 2025Article
- Bayesian Meta-Learning for Few-Shot Reaction Outcome Prediction of Asymmetric Hydrogenation of Olefins.Angewandte Chemie (International ed. in English) · 2025Article
- Recycling Properties of Iridium Nanoparticles Anchored on Graphene as Catalysts in Alcohol Oxidation.ACS applied nano materials · 2025Article
- AI Approaches to Homogeneous Catalysis with Transition Metal Complexes.ACS catalysis · 2025Review
- Synergistic Machine Learning Guided Discovery of ABaAdvanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Innovative approaches to greywater micropollutant removal: AI-driven solutions and future outlook.RSC advances · 2025Review
- Can Deep Learning Search for Exceptional Chiroptical Properties? The Halogenated [6]Helicene Case.Angewandte Chemie (International ed. in English) · 2024Article
- Article
- Machine learning-based design of electrocatalytic materials towards high-energy lithium||sulfur batteries development.Nature communications · 2024Article
- Exploring an accurate machine learning model to quickly estimate stability of diverse energetic materials.iScience · 2024Article
Corrections and comments
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Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
A mechanistic understanding of catalytic organic reactions is crucial for the design of new catalysts, modes of reactivity and the development of greener and more sustainable chemical processes
Identifiers
36697863What OpenQuestion holds
Registered trials
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.