ArticleNature2024
Closed-loop transfer enables artificial intelligence to yield chemical knowledge.
Article in Nature, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 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
22 citing papers in PubMed.
- Machine Learning Accelerates Crystallization for Structure Determination.Angewandte Chemie (International ed. in English) · 2026Article
- Quantitative prediction of siRNA complexation by ionizable drugs enables their codelivery in nanoparticles.Science advances · 2026Article
- Challenges and Opportunities in Machine Learning for Light-Emitting Polymers.Macromolecular rapid communications · 2026Review
- A user's guide to your first self-driving liquid handling lab.Digital discovery · 2026Article
- Verification and execution of the scientific literature via chemputation augmented by large language models.Communications chemistry · 2026Article
- The Axon as a Self-Modifying Computational System: Autonomous Inference, Adaptive Propagation, and AI-Enabled Mechanistic Insight.International journal of molecular sciences · 2026Review
- Illuminating the Interface of Blocc Chemistry and Data Science: Maximizing Function with ML-Guided Discovery and a Digital Molecule Maker.Journal of chemical education · 2026Article
- Article
- Chemistry in Transformation: A European Moment.Angewandte Chemie (International ed. in English) · 2026Article
- Generative Multiobjective Bayesian Optimization with Scalable Batch Evaluations for Sample-Efficient De Novo Molecular Design.Industrial & engineering chemistry research · 2026Article
- Data-Driven Discovery of Polar Organic Cocrystals: Integration of Machine Learning and Automated Screening.Journal of the American Chemical Society · 2025Article
- Illuminating the Interface of Blocc Chemistry and Data Science: An Introduction to K‑Nearest Neighbor Analysis and K‑Medoids Clustering.Journal of chemical education · 2025Article
- Discovery of highly fluorescent covalent organic frameworks through AI-assisted iterative experiment-learning cycles.Nature chemistry · 2025Article
- Molecular afterglow imaging for biomedical applications.Nature materials · 2025Review
- Uncovering battery electrochemical mechanisms by artificial intelligence.National science review · 2025Review
- 33 Unresolved Questions in Nanoscience and Nanotechnology.ACS nano · 2025Article
- Automated Iterative N─C and C─C Bond Formation.Angewandte Chemie (International ed. in English) · 2025Article
- Closing the loop: Teaching single-cell foundation models to learn from perturbations.bioRxiv : the preprint server for biology · 2025Article
- Advancing genetic engineering with active learning: theory, implementations and potential opportunities.Briefings in bioinformatics · 2025Review
- Advances in the Design and Discovery of Organic Semiconductors Aided by Machine Learning.Annual review of materials research · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
13 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Artificial intelligence-guided closed-loop experimentation has emerged as a promising method for optimization of objective functions
Identifiers
39198655What 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.