ArticleNature communications2025
Autonomous multi-robot synthesis and optimization of metal halide perovskite nanocrystals.
Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 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
9 citing papers in PubMed.
- Interpretable self-driving sputtering epitaxy reveals human-usable growth rules for β-GaNature communications · 2026Article
- The past, present and future of self-driving laboratories.Nature reviews. Chemistry · 2026Review
- Stabilized Multicolor CsPbBrACS applied optical materials · 2026Article
- Automated synthesis of InSb quantum dots with improved batch-to-batch reproducibility via kinetically matched co-reduction.Nature communications · 2026Article
- Harnessing Metal-Halide Layered Perovskite Structures for Next-Generation Lighting Sources.Accounts of materials research · 2026Article
- Crystallization regulation of solution-processed metal halide perovskite light-emitting diodes.Chemical science · 2026Review
- Synthesizer: Chemistry-Aware Machine Learning for Precision Control of Nanocrystal Growth.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Programmable Light-Driven Color Tuning of Perovskite Quantum Dots.ACS central science · 2025Article
- Autonomous multi-robot synthesis and optimization of metal halide perovskite nanocrystals.Nature communications · 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
Abstract
Metal halide perovskite (MHP) nanocrystals (NCs) offer extraordinary tunability in their optical properties, yet fully exploiting this potential is challenged by a vast and complex synthesis parameter space. Herein, we introduce Rainbow, a multi-robot self-driving laboratory that integrates automated NC synthesis, real-time characterization, and machine learning (ML)-driven decision-making to efficiently navigate MHP NCs' mixed-variable high-dimensional landscape. Using parallelized, miniaturized batch reactors, robotic sample handling, and continuous spectroscopic feedback, Rainbow autonomously optimizes MHP NC optical performance-including photoluminescence quantum yield and emission linewidth at a targeted emission energy-through closed-loop experimentation. By systematically exploring varying ligand structures and precursor conditions, Rainbow elucidates critical structure-property relationships and identifies scalable Pareto-optimal formulations for targeted spectral outputs. Rainbow provides a versatile blueprint for accelerated, data-driven discovery and retrosynthesis of high-performance metal halide perovskite nanocrystals, facilitating the on-demand realization of next-generation photonic materials and technologies.
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.