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Chemical synthesis and materials discovery
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Most breakthroughs are not achieved by design or serendipity, but by exploring opportunities in the extensive repository of compounds that are already known.
“One of the lessons from that study was that most breakthroughs are not achieved by design or serendipity, but by exploring opportunities in the extensive repository of compounds that are already known.”
From Artificial Intelligence Driving Materials Discovery? Perspective on the Article: Scaling Deep Learning for Materials Discovery (2024) · cites this paper as [5]
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The Cambridge Structural Database
Groom, C. R., Bruno, I. J., Lightfoot, M. P., & Ward, S. C. (2016) · Acta Crystallographica Section B Structural Science, Crystal Engineering and Materials · doi:10.1107/s2052520616003954 · Cited by 10,297
Experimental Realization of a Three-Dimensional Topological Insulator, Bi 2 Te 3
Chen, Y. L., Analytis, J. G., Chu, J.-H., Liu, Z. K., Mo, S.-K., Qi, X. L., Zhang, H. J., Lu, D. H., Dai, X., Fang, Z., et al. (2009) · Science · doi:10.1126/science.1173034 · Cited by 3,585
Weyl Semimetal Phase in Noncentrosymmetric Transition-Metal Monophosphides
Weng, H., Fang, C., Fang, Z., Bernevig, B. A., & Dai, X. (2015) · Physical Review X · doi:10.1103/physrevx.5.011029 · Cited by 1,889
Engineered doping of organic semiconductors for enhanced thermoelectric efficiency
Kim, G.-H., Shao, L., Zhang, K., & Pipe, K. P. (2013) · Nature Materials · doi:10.1038/nmat3635 · Cited by 1,688
A Weyl Fermion semimetal with surface Fermi arcs in the transition metal monopnictide TaAs class
Huang, S.-M., Xu, S.-Y., Belopolski, I., Lee, C.-C., Chang, G., Wang, B., Alidoust, N., Bian, G., Neupane, M., Zhang, C., et al. (2015) · Nature Communications · doi:10.1038/ncomms8373 · Cited by 1,576
Burger, B., Maffettone, P. M., Gusev, V. V., Aitchison, C. M., Bai, Y., Wang, X., Li, X., Alston, B. M., Li, B., Clowes, R., et al. (2020) · Nature · doi:10.1038/s41586-020-2442-2 · Cited by 1,516 · cited 1×
“We see great potential in such approaches, particularly when combined with high-throughput synthesis using mobile robots.(76)”
BackgroundBayesian reaction optimization as a tool for chemical synthesis
Shields, B. J., Stevens, J., Li, J., Parasram, M., Damani, F., Alvarado, J. I. M., Janey, J. M., Adams, R. P., & Doyle, A. G. (2021) · Nature · doi:10.1038/s41586-021-03213-y · Cited by 1,063
Materials Synthesis Insights from Scientific Literature via Text Extraction and Machine Learning
Kim, E., Huang, K., Saunders, A., McCallum, A., Ceder, G., & Olivetti, E. (2017) · Chemistry of Materials · doi:10.1021/acs.chemmater.7b03500 · Cited by 473
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Cheetham, A. K., & Seshadri, R. (2024) · Chemistry of Materials · doi:10.1021/acs.chemmater.4c00643 · Cited by 191
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Metadata
- Authors
- Cheetham, A. K., Seshadri, R., & Wudl, F.
- Affiliations
- University of California, Santa Barbara (US)
- Corresponding author
- Cheetham, Anthony K.
- Venue
- Nature Synthesis
- Published
- 2022-06-30
- Volume
- 1
- Issue
- 7
- Pages
- 514-520
- ISSN
- 2731-0582 (ISSN-L)
- OpenAlex
- W4283715583
- Cited by
- 59
- References
- 8
- Citations by year
- 2026: 16 · 2025: 16 · 2024: 12 · 2023: 13 · 2022: 2
- FWCI
- 31.50
- Type
- journal article
- Language
- en
- Open access
- green
- arxiv.org
- Locations
- Nature Synthesis (publishedVersion)
- arXiv (Cornell University) (submittedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- arXiv (Cornell University)
- Funders
- AKC thanks the Ras al Khaimah Centre for Advanced Materials for financial support.
- Topics
- Social Sciences › Arts and Humanities › History and Philosophy of Science › History and advancements in chemistry
- Physical Sciences › Materials Science › Materials Chemistry › Machine Learning in Materials Science
- Health Sciences › Medicine › Pharmacology (medical) › Historical Medical Research and Treatments
- Keywords
- materials discovery, chemical synthesis, functional materials, ZSM-5, zeolite catalysts, C60, polytetrafluoroethylene, conducting polymers, topological insulators, lithium-ion battery electrodes, serendipitous discovery
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