{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,28]],"date-time":"2026-03-28T06:24:57Z","timestamp":1774679097708,"version":"3.50.1"},"reference-count":10,"publisher":"Springer Science and Business Media LLC","issue":"8","license":[{"start":{"date-parts":[[2022,8,12]],"date-time":"2022-08-12T00:00:00Z","timestamp":1660262400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,8,12]],"date-time":"2022-08-12T00:00:00Z","timestamp":1660262400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100004489","name":"Mitacs","doi-asserted-by":"publisher","award":["2021-2091 -IT27225"],"award-info":[{"award-number":["2021-2091 -IT27225"]}],"id":[{"id":"10.13039\/501100004489","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000185","name":"United States Department of Defense | Defense Advanced Research Projects Agency","doi-asserted-by":"publisher","award":["HR00111920027"],"award-info":[{"award-number":["HR00111920027"]}],"id":[{"id":"10.13039\/100000185","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000185","name":"United States Department of Defense | Defense Advanced Research Projects Agency","doi-asserted-by":"publisher","award":["HR00111920027"],"award-info":[{"award-number":["HR00111920027"]}],"id":[{"id":"10.13039\/100000185","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100006785","name":"Google","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100006785","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Google Research, Reference Number N\/A"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Nat Mach Intell"],"DOI":"10.1038\/s42256-022-00523-2","type":"journal-article","created":{"date-parts":[[2022,8,12]],"date-time":"2022-08-12T16:02:57Z","timestamp":1660320177000},"page":"667-668","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Reinforcement learning supercharges redox flow batteries"],"prefix":"10.1038","volume":"4","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8636-7919","authenticated-orcid":false,"given":"Yang","family":"Cao","sequence":"first","affiliation":[]},{"given":"Cher Tian","family":"Ser","sequence":"additional","affiliation":[]},{"given":"Marta","family":"Skreta","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4191-6790","authenticated-orcid":false,"given":"Kjell","family":"Jorner","sequence":"additional","affiliation":[]},{"given":"Nathanael","family":"Kusanda","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8277-4434","authenticated-orcid":false,"given":"Al\u00e1n","family":"Aspuru-Guzik","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,8,12]]},"reference":[{"key":"523_CR1","doi-asserted-by":"publisher","first-page":"2002132","DOI":"10.1002\/adma.202002132","volume":"32","author":"Z Li","year":"2020","unstructured":"Li, Z. & Lu, Y.-C. Adv. Mater. 32, 2002132 (2020).","journal-title":"Adv. Mater."},{"key":"523_CR2","doi-asserted-by":"publisher","unstructured":"S. V., S. S. et al. Nat. Mach. Intell. https:\/\/doi.org\/10.1038\/s42256-022-00506-3 (2022).","DOI":"10.1038\/s42256-022-00506-3"},{"key":"523_CR3","doi-asserted-by":"publisher","first-page":"195","DOI":"10.1038\/nature12909","volume":"505","author":"B Huskinson","year":"2014","unstructured":"Huskinson, B. et al. Nature 505, 195\u2013198 (2014).","journal-title":"Nature"},{"key":"523_CR4","doi-asserted-by":"publisher","first-page":"508","DOI":"10.1038\/s41560-018-0167-3","volume":"3","author":"A Hollas","year":"2018","unstructured":"Hollas, A. et al. Nat. Energy 3, 508\u2013514 (2018).","journal-title":"Nat. Energy"},{"key":"523_CR5","doi-asserted-by":"publisher","first-page":"13158","DOI":"10.1039\/D1SC02770K","volume":"12","author":"SS S. V.","year":"2021","unstructured":"S. V., S. S. et al. Chem. Sci. 12, 13158\u201313166 (2021).","journal-title":"Chem. Sci."},{"key":"523_CR6","doi-asserted-by":"publisher","first-page":"360","DOI":"10.1126\/science.aat2663","volume":"361","author":"B Sanchez-Lengeling","year":"2018","unstructured":"Sanchez-Lengeling, B. & Aspuru-Guzik, A. Science 361, 360\u2013365 (2018).","journal-title":"Science"},{"key":"523_CR7","doi-asserted-by":"publisher","first-page":"10520","DOI":"10.1021\/acs.chemrev.8b00728","volume":"119","author":"X Yang","year":"2019","unstructured":"Yang, X., Wang, Y., Byrne, R., Schneider, G. & Yang, S. Chem. Rev. 119, 10520\u201310594 (2019).","journal-title":"Chem. Rev."},{"key":"523_CR8","doi-asserted-by":"publisher","first-page":"1038","DOI":"10.1038\/s41587-019-0224-x","volume":"37","author":"A Zhavoronkov","year":"2019","unstructured":"Zhavoronkov, A. et al. Nat. Biotechnol. 37, 1038\u20131040 (2019).","journal-title":"Nat. Biotechnol."},{"key":"523_CR9","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1038\/d41586-017-07820-6","volume":"552","author":"P De Luna","year":"2017","unstructured":"De Luna, P., Wei, J., Bengio, Y., Aspuru-Guzik, A. & Sargent, E. Nature 552, 23\u201327 (2017).","journal-title":"Nature"},{"key":"523_CR10","doi-asserted-by":"publisher","first-page":"1972","DOI":"10.1016\/j.matt.2022.05.035","volume":"5","author":"M Seifrid","year":"2022","unstructured":"Seifrid, M., Hattrick-Simpers, J., Aspuru-Guzik, A., Kalil, T. & Cranford, S. Matter 5, 1972\u20131976 (2022).","journal-title":"Matter"}],"container-title":["Nature Machine Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.nature.com\/articles\/s42256-022-00523-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.nature.com\/articles\/s42256-022-00523-2","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.nature.com\/articles\/s42256-022-00523-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,11,25]],"date-time":"2022-11-25T09:38:15Z","timestamp":1669369095000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.nature.com\/articles\/s42256-022-00523-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,8,12]]},"references-count":10,"journal-issue":{"issue":"8","published-online":{"date-parts":[[2022,8]]}},"alternative-id":["523"],"URL":"https:\/\/doi.org\/10.1038\/s42256-022-00523-2","relation":{},"ISSN":["2522-5839"],"issn-type":[{"value":"2522-5839","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,8,12]]},"assertion":[{"value":"12 August 2022","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"The authors declare no competing interests.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}]}}