ArticleJournal of the American Chemical Society2021
Machine-Learning-Guided Discovery of
Article in Journal of the American Chemical Society, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 41 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
41 citing papers in PubMed.
- Oxygen-Tolerant Photo-Induced Miniaturized Accelerated Atom Transfer Radical Polymerization (OPTIMA-ATRP) for High-Throughput Synthesis of Polymer Bioconjugates.Angewandte Chemie (International ed. in English) · 2026Article
- Self-driving lab for the data-driven design of single-chain polymer nanoparticles.Cell press blue · 2026Article
- Automated active learning to optimize hydrogel drug release profiles.Journal of controlled release : official journal of the Controlled Release Society · 2026Article
- Accelerated discovery of highly active enzyme nanohybrids with parallelized Bayesian optimization in hybrid space.Nature communications · 2026Article
- Beyond Traditional RAFT Polymerization: Emerging Strategies and Future Perspectives; A Third Update.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Review
- Architecting Functional Polymers: Advances in Modular Synthesis, Responsive Design, and Multifaceted Applications.Polymers · 2026Review
- A Versatile Flow Reactor Platform for Machine Learning Guided RAFT Synthesis, Amidation of Poly(Pentafluorophenyl Acrylate).Macromolecular rapid communications · 2025Article
- Seeking Precise Protein-like Functions from Random Heteropolymer Ensemble and through Dimensionality Reduction.ACS central science · 2025Review
- Integrating mechanistic modelling with Bayesian optimisation: accelerated self-driving laboratories for RAFT polymerisation.Digital discovery · 2025Article
- Review
- Optimization of robotic liquid handling as a capacitated vehicle routing problem.Digital discovery · 2025Article
- Autonomous Discovery of Functional Random Heteropolymer Blends through Evolutionary Formulation Optimization.Matter · 2025Article
- Autonomous Small-Angle Scattering for Accelerated Soft Material Formulation Optimization.Chemistry of materials : a publication of the American Chemical Society · 2025Article
- Self-driving laboratory platform for many-objective self-optimisation of polymer nanoparticle synthesis with cloud-integrated machine learning and orthogonal online analytics.Polymer chemistry · 2025Article
- Machine Learning in Polymer Research.Advanced materials (Deerfield Beach, Fla.) · 2025Review
- Defining Structure-Function Relationships of Amphiphilic Excipients Enables Rational Design of Ultra-Stable Biopharmaceuticals.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- The Role of Artificial Intelligence and Machine Learning in Polymer Characterization: Emerging Trends and Perspectives.Chromatographia · 2025Article
- Emerging trends in the optimization of organic synthesis through high-throughput tools and machine learning.Beilstein journal of organic chemistry · 2025Review
- Designing nanotheranostics with machine learning.Nature nanotechnology · 2024Review
- Rational strategies for improving the efficiency of design and discovery of nanomedicines.Nature communications · 2024Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors.
Funding
Abstract
Modern polymer science suffers from the curse of multidimensionality. The large chemical space imposed by including combinations of monomers into a statistical copolymer overwhelms polymer synthesis and characterization technology and limits the ability to systematically study structure-property relationships. To tackle this challenge in the context of
Indexed as
Identifiers
What 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.