{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,25]],"date-time":"2026-09-25T12:04:23Z","timestamp":1790337863027,"version":"4.1.0"},"reference-count":71,"publisher":"Wiley","issue":"18","license":[{"start":{"date-parts":[[2026,9,23]],"date-time":"2026-09-23T00:00:00Z","timestamp":1790121600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"},{"start":{"date-parts":[[2026,9,23]],"date-time":"2026-09-23T00:00:00Z","timestamp":1790121600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"}],"content-domain":{"domain":["chemistry-europe.onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["ChemPhysChem"],"published-print":{"date-parts":[[2026,9,28]]},"abstract":"<jats:p>\n                    This study explores the properties of multiwalled WS\n                    <jats:sub>2<\/jats:sub>\n                    nanotubes using the CHGNet universal machine\u2010learning interatomic potential (uMLIP) and the atomistic force field previously developed by our team. For the first time, both the original (\u201cvanilla\u201d) and fine\u2010tuned uMLIPs were benchmarked against quantum chemical calculations and atomistic force field models for single\u2010walled and multiwalled nanotubes. The comparison reveals excellent agreement in structural features between the approaches, although the CHGNet uMLIP tends to underestimate interlayer interaction contributions, affecting certain energy\u2010related parameters. However, uMLIPs are a significantly less labor\u2010intensive alternative to traditional force field engineering. With further refinement, they could be used to study multiwalled nanotubes.\n                  <\/jats:p>","DOI":"10.1002\/cphc.70575","type":"journal-article","created":{"date-parts":[[2026,9,24]],"date-time":"2026-09-24T02:05:33Z","timestamp":1790215533000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["A Comparative Study of Multiwalled WS\n                    <sub>2<\/sub>\n                    Nanotubes Using Universal Machine Learning Interatomic Potentials and an Atomistic Force Field"],"prefix":"10.1002","volume":"27","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2816-0578","authenticated-orcid":false,"given":"Andrei V.","family":"Bandura","sequence":"first","affiliation":[{"name":"Institute of Chemistry Saint\u2010Petersburg State University  St. Petersburg Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Robert 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