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Leveraging LLMs and social media to understand user perception of smartphone-based earthquake early warnings.

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Title: Leveraging LLMs and social media to understand user perception of smartphone-based earthquake early warnings.
Authors: Wang H; Department of Earth and Planetary Sciences, Harvard University, Cambridge, MA, USA., Mousavi SM; Department of Earth and Planetary Sciences, Harvard University, Cambridge, MA, USA. smousavi@fas.harvard.edu.; Google LLC, Mountain View, CA, USA. smousavi@fas.harvard.edu., Robertson P; Google Germany GmbH, Munich, Germany., Allen RM; Google LLC, Mountain View, CA, USA.; Seismological Laboratory, University of California, Berkeley, Berkeley, CA, USA., Barski A; Google LLC, Mountain View, CA, USA., Bosch R; Google LLC, Mountain View, CA, USA., Thiruverahan N; Google LLC, Mountain View, CA, USA., Cho Y; Google LLC, Mountain View, CA, USA., Gadh T; Google LLC, Mountain View, CA, USA., Malkos S; Google LLC, Mountain View, CA, USA., Spooner B; Google LLC, Mountain View, CA, USA., Wimpey G; Google LLC, Mountain View, CA, USA., Stogaitis M; Google LLC, Mountain View, CA, USA.
Source: Scientific reports [Sci Rep] 2026 May 16. Date of Electronic Publication: 2026 May 16.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Wang+H%22">Wang H</searchLink>; Department of Earth and Planetary Sciences, Harvard University, Cambridge, MA, USA.<br /><searchLink fieldCode="AU" term="%22Mousavi+SM%22">Mousavi SM</searchLink>; Department of Earth and Planetary Sciences, Harvard University, Cambridge, MA, USA. smousavi@fas.harvard.edu.; Google LLC, Mountain View, CA, USA. smousavi@fas.harvard.edu.<br /><searchLink fieldCode="AU" term="%22Robertson+P%22">Robertson P</searchLink>; Google Germany GmbH, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Allen+RM%22">Allen RM</searchLink>; Google LLC, Mountain View, CA, USA.; Seismological Laboratory, University of California, Berkeley, Berkeley, CA, USA.<br /><searchLink fieldCode="AU" term="%22Barski+A%22">Barski A</searchLink>; Google LLC, Mountain View, CA, USA.<br /><searchLink fieldCode="AU" term="%22Bosch+R%22">Bosch R</searchLink>; Google LLC, Mountain View, CA, USA.<br /><searchLink fieldCode="AU" term="%22Thiruverahan+N%22">Thiruverahan N</searchLink>; Google LLC, Mountain View, CA, USA.<br /><searchLink fieldCode="AU" term="%22Cho+Y%22">Cho Y</searchLink>; Google LLC, Mountain View, CA, USA.<br /><searchLink fieldCode="AU" term="%22Gadh+T%22">Gadh T</searchLink>; Google LLC, Mountain View, CA, USA.<br /><searchLink fieldCode="AU" term="%22Malkos+S%22">Malkos S</searchLink>; Google LLC, Mountain View, CA, USA.<br /><searchLink fieldCode="AU" term="%22Spooner+B%22">Spooner B</searchLink>; Google LLC, Mountain View, CA, USA.<br /><searchLink fieldCode="AU" term="%22Wimpey+G%22">Wimpey G</searchLink>; Google LLC, Mountain View, CA, USA.<br /><searchLink fieldCode="AU" term="%22Stogaitis+M%22">Stogaitis M</searchLink>; Google LLC, Mountain View, CA, USA.
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