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Int."},{"key":"10.1016\/j.jpdc.2023.104746_br0930","doi-asserted-by":"crossref","first-page":"1781","DOI":"10.1002\/jcc.20289","article-title":"Scalable molecular dynamics with namd","volume":"26","author":"Phillips","year":"2005","journal-title":"J. Comput. 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