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Papers citing Digitizing Chemistry Using the Chemical Processing Unit: From Synthesis to Discovery

  1. Machine learning and chemometrics for electrochemical sensors: moving forward to the future of analytical chemistry

    The Analyst · 2021

    Pumidech Puthongkham, Supacha Wirojsaengthong, Akkapol Suea‐Ngam

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  2. You Wouldn’t Download a Molecule! Now, ChemSCAD Makes It Possible

    ACS Central Science · 2021

    Martin T. Seifrid, Alán Aspuru‐Guzik

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  3. Olympus: a benchmarking framework for noisy optimization and experiment planning

    Machine Learning Science and Technology · 2021

    Florian Häse, Matteo Aldeghi, Riley J Hickman, Loïc M Roch, Melodie Christensen, Elena Liles, Jason E Hein, Alán Aspuru‐Guzik

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  4. Machine learning directed drug formulation development

    Advanced Drug Delivery Reviews · 2021

    Pauric Bannigan, Matteo Aldeghi, Zeqing Bao, Florian Häse, Alán Aspuru‐Guzik, Christine J. Allen

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  5. Artificial Neural Networks for Pyrolysis, Thermal Analysis, and Thermokinetic Studies: The Status Quo

    Molecules · 2021

    Nikita V. Muravyev, Giorgio Luciano, Heitor Luiz Ornaghi, Roman Svoboda, Sergey Vyazovkin

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  6. Standardisierung und Kontrolle von Grignard‐Reaktionen mittels Online‐NMR in einer universellen chemischen Syntheseplattform

    Angewandte Chemie · 2021

    Martin Bornemann‐Pfeiffer, Jakob B. Wolf, Klas Meyer, Simon Kern, Davide Angelone, Artem I. Leonov, Leroy Cronin, Franziska Emmerling

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  7. Standardization and Control of Grignard Reactions in a Universal Chemical Synthesis Machine using online NMR

    Angewandte Chemie International Edition · 2021

    Martin Bornemann‐Pfeiffer, Jakob B. Wolf, Klas Meyer, Simon Kern, Davide Angelone, Artem I. Leonov, Leroy Cronin, Franziska Emmerling

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  8. Bridging the Void: Halogen Bonding and Aromatic Interactions to Program Luminescence and Electronic Properties of π-Conjugated Materials in the Solid State

    Chemistry of Materials · 2021

    Seth Andrew Sharber, William J. Mullin, Samuel W. Thomas

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  9. National Institutes of Health (NIH) Workshop on Reaction Informatics

    ChemRxiv · 2021

    Wendy A. Warr

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  10. Chemputation and the Standardization of Chemical Informatics

    JACS Au · 2021

    Alexander J. S. Hammer, Artem I. Leonov, Nicola L. Bell, Leroy Cronin

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  11. Is Organic Chemistry Really Growing Exponentially?

    Angewandte Chemie International Edition · 2021

    Sara Szymkuć, Tomasz Badowski, Bartosz A. Grzybowski

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  12. Is Organic Chemistry Really Growing Exponentially?

    Angewandte Chemie · 2021

    Sara Szymkuć, Tomasz Badowski, Bartosz A. Grzybowski

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  13. Intelligent host engineering for metabolic flux optimisation in biotechnology

    Biochemical Journal · 2021

    Lachlan Jake Munro, Douglas Bruce Kell

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  14. Novel Reagent Space: Identifying Unorderable but Readily Synthesizable Building Blocks

    ACS Medicinal Chemistry Letters · 2021

    Mark J. Seierstad, Mark S. Tichenor, Renée L. DesJarlais, Jim Na, Genesis M. Bacani, De Michael Chung, Eduardo V. Mercado-Marin, Helena C. Steffens, Taraneh Mirzadegan

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  15. Modern nanoscience: Convergence of AI, robotics, and colloidal synthesis

    Applied Physics Reviews · 2021

    Robert W. Epps, Milad Abolhasani

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  16. Prediction of solar cell materials via unsupervised literature learning

    Journal of Physics Condensed Matter · 2021

    Lei Zhang, Mu He

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  17. Hydrodynamics and Mixing in a Novel Design of Compact Microreactors: Arc Flow Inverters

    Chemical Engineering and Processing - Process Intensification · 2021

    Mohamed Rami Gaddem, Shinichi A. Ookawara, Krishna D.P. Nigam, Shiro Yoshikawa, Hideyuki Matsumoto

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  18. Predicting reaction conditions from limited data through active transfer learning

    Chemical Science · 2022

    Eunjae Shim, Joshua A. Kammeraad, Ziping Xu, Ambuj Tewari, Tim Cernak, Paul M. Zimmerman

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  19. Prospects and challenges for autonomous catalyst discovery viewed from an experimental perspective

    Catalysis Science & Technology · 2022

    Annette Trunschke

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  20. The way to AI-controlled synthesis: how far do we need to go?

    Chemical Science · 2022

    Wei Wang, Yingwei Liu, Zheng Wang, Ge‐Fei Hao, Baoan Song

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  21. From Platform to Knowledge Graph: Evolution of Laboratory Automation

    JACS Au · 2022

    Jiaru Bai, Liwei Cao, Sebastian Mosbach, Jethro Akroyd, Alexei A. Lapkin, Markus Kraft

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  22. Neural networks applied in kinetic analysis of complex nucleation-growth processes: Outstanding solution for fully overlapping reaction mechanisms

    Journal of Non-Crystalline Solids · 2022

    Kristian Hovde Liland, Roman Svoboda, Giorgio Luciano, Nikita V. Muravyev

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  23. Exploration of Ultralarge Compound Collections for Drug Discovery

    Journal of Chemical Information and Modeling · 2022

    Wendy A. Warr, Marc C. Nicklaus, Christos A. Nicolaou, Matthias Rarey

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  24. On-the-Fly Mass Spectrometry in Digital Microfluidics Enabled by a Microspray Hole: Toward Multidimensional Reaction Monitoring in Automated Synthesis Platforms

    Journal of the American Chemical Society · 2022

    Anish Das, Chris Weise, Matthias Polack, Raphael D. Urban, Benjamin Krafft, Sadat Hasan, Hannes Westphal, Rico Warias, Simon Schmidt, Tanja Gulder, Detlev Belder

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  25. Analytical Tools Integrated in Continuous-Flow Reactors: Which One for What?

    Organic Process Research & Development · 2022

    Mireia Rodriguez‐Zubiri, François‐Xavier Felpin

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  26. Sequential Properties Representation Scheme for Recurrent Neural Network-Based Prediction of Therapeutic Peptides

    Journal of Chemical Information and Modeling · 2022

    Erik Otović, Marko Njirjak, Daniela Kalafatović, Goran Mauša

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  27. Digitization and validation of a chemical synthesis literature database in the ChemPU

    Science · 2022

    Simon Rohrbach, Mindaugas Šiaučiulis, Greig Chisholm, Petrisor-Alin Pirvan, Michael Saleeb, S. Hessam M. Mehr, Ekaterina Trushina, Artem I. Leonov, Graham Keenan, Aamir Khan, Alexander J. S. Hammer, Leroy Cronin

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  28. Autonomous Chemical Experiments: Challenges and Perspectives on Establishing a Self-Driving Lab

    Accounts of Chemical Research · 2022

    Martin T. Seifrid, Robert Pollice, Andrés Aguilar‐Granda, Zamyla Morgan Chan, Kazuhiro Hotta, Cher Tian Ser, Jenya Vestfrid, Tony Wu, Alán Aspuru‐Guzik

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  29. High-throughput discovery of chemical structure-polarity relationships combining automation and machine-learning techniques

    Chem · 2022

    Hao Jun Xu, Jinglong Lin, Qianyi Liu, Yuntian Chen, Jianning Zhang, Yang Yang, Michael C. Young, Yan Xu, Dongxiao Zhang, Fanyang Mo

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  30. Image-based machine learning for materials science

    Journal of Applied Physics · 2022

    Lei Zhang, Shaofeng Shao

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  31. Automated discovery of nanomaterials via drug aggregation induced emission

    Biomaterials · 2022

    Yuval Harris, Hagit Sason, Danna Niezni, Yosi Shamay

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  32. Machine learning for yield prediction for chemical reactions using in situ sensors

    Journal of Molecular Graphics and Modelling · 2022

    Joseph C. Davies, David Pattison, Jonathan D. Hirst

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  33. Toward autonomous laboratories: Convergence of artificial intelligence and experimental automation

    Progress in Materials Science · 2022

    Yunchao Xie, Kianoosh Sattari, Chi Zhang, Jian Lin

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  34. Accelerating reaction modeling using dynamic flow experiments, part 1: design space exploration

    Reaction Chemistry & Engineering · 2023

    Peter Sagmeister, Christine Schiller, Peter Weiss, Klara Silber, Sebastian Knoll, Martin Horn, Christopher A. Hone, Jason D. Williams, Christian Oliver Kappe

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  35. Integrating autonomy into automated research platforms

    Digital Discovery · 2023

    Richard B. Canty, Brent A. Koscher, Matthew A. McDonald, Klavs F. Jensen

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  36. Model-based evaluation and data requirements for parallel kinetic experimentation and data-driven reaction identification and optimization

    Digital Discovery · 2023

    Nathan Jiscoot, Evgeny A. Uslamin, Evgeny A. Pidko

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  37. Synthesize in a Smart Way: A Brief Introduction to Intelligence and Automation in Organic Synthesis

    Challenges and advances in computational chemistry and physics · 2023

    Dian‐Zhao Lin, Guichun Fang, Kuangbiao Liao

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  38. Unveiling the synthesis patterns of nanomaterials: a text mining and meta-analysis approach with ZIF-8 as a case study

    Digital Discovery · 2023

    Joseph R. H. Manning, Lev Sarkisov

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  39. What is missing in autonomous discovery: open challenges for the community

    Digital Discovery · 2023

    Phillip M. Maffettone, Pascal Friederich, Sterling G. Baird, Ben J. Blaiszik, Keith A. Brown, Stuart I. Campbell, Orion Cohen, Rebecca L. Davis, Ian T Foster, Navid Haghmoradi, Mark Hereld, Howie Joress, Nicole Jung, Ha-Kyung Kwon, Gabriella Pizzuto, Jacob Rintamaki, Casper Steinmann, Luca Torresi, Shijing Sun

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  40. Machine Learning and Digital Manufacturing Approaches for Solid‐State Materials Development

    Venue not supplied by source · 2023

    Lawson T. Glasby, Emily H. Whaites, Peyman Z. Moghadam

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  41. Enabling technology and core theory of synthetic biology

    Science China Life Sciences · 2023

    Xian‐En Zhang, Chenli Liu, Junbiao Dai, Ying‐Jin Yuan, Caixia Gao, Yan Fang Feng, Bian Wu, Ping Wei, Chun You, Xiaowo Wang, Tong Si

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  42. Progress of Artificial Intelligence in Drug Synthesis and Prospect of Its Application in Nitrification of Energetic Materials

    Molecules · 2023

    Bojun Tan, Jing Zhang, Chuan Xiao, Yingzhe Liu, Xiong Yang, Wei Wang, Yanan Li, Ning Liu

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  43. A Universal Chemical Constructor to Explore the Nature and Origin of Life

    Venue not supplied by source · 2023

    Geoffrey J. T. Cooper, Sara Imari Walker, Leroy Cronin

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  44. An Ecosystem for Digital Reticular Chemistry

    ACS Central Science · 2023

    Kevin Maik Jablonka, Andrew Rosen, Aditi S. Krishnapriyan, Berend Smit

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  45. AlphaFlow: autonomous discovery and optimization of multi-step chemistry using a self-driven fluidic lab guided by reinforcement learning

    Nature Communications · 2023

    Amanda A. Volk, Robert W. Epps, Daniel T. Yonemoto, Benjamin S. Masters, Felix N. Castellano, Kristofer G. Reyes, Milad Abolhasani

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  46. Autonomous experimental systems in materials science

    Science and Technology of Advanced Materials Methods · 2023

    Naoya Ishizuki, Ryota Shimizu, Taro Hitosugi

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  47. 67 million natural product-like compound database generated via molecular language processing

    Scientific Data · 2023

    Dillon W. P. Tay, Naythan Z. X. Yeo, Krishnan Adaikkappan, Yee Hwee Lim, Shi Jun Ang

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  48. Stereospecific Reagent‐Controlled Homologation Using Carbenoids Generated by Sulfoxide–Metal Exchange

    Venue not supplied by source · 2023

    Paul R. Blakemore

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  49. Achieving Digital Catalysis: Strategies for Data Acquisition, Storage and Use

    Angewandte Chemie International Edition · 2023

    Clara Patricia Marshall, Julia Schumann, Annette Trunschke

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  50. Achieving Digital Catalysis: Strategies for Data Acquisition, Storage and Use

    Angewandte Chemie · 2023

    Clara Patricia Marshall, Julia Schumann, Annette Trunschke

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