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Exploration of wearable sensor measures associated with panic attacks differs across mental health conditions.

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Title: Exploration of wearable sensor measures associated with panic attacks differs across mental health conditions.
Authors: Kairamkonda DD; Center for Remote Health Monitoring, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Department of Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, United States., McGinnis EW; Center for Remote Health Monitoring, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Department of Social Sciences and Health Policy, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Department of Pediatrics, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States., Price M; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Department of Psychological Science, University of Vermont, Burlington, VT, United States., Hidalgo JE; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Department of Psychological Science, University of Vermont, Burlington, VT, United States., Kim J; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Vermont Complex Systems Institute, MassMutual Center of Excellence for Complex Systems and Data Science, University of Vermont, Burlington, VT, United States., Llorin J; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Vermont Complex Systems Institute, MassMutual Center of Excellence for Complex Systems and Data Science, University of Vermont, Burlington, VT, United States., Stanton K; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Department of Psychological Science, University of Vermont, Burlington, VT, United States., Bloomfield LSP; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Vermont Complex Systems Institute, MassMutual Center of Excellence for Complex Systems and Data Science, University of Vermont, Burlington, VT, United States.; Department of Computer Science, University of Vermont, Burlington, VT, United States., Fudolig M; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Vermont Complex Systems Institute, MassMutual Center of Excellence for Complex Systems and Data Science, University of Vermont, Burlington, VT, United States.; Department of Mathematics and Statistics, University of Vermont, Burlington, VT, United States., Ha J; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Department of Psychological Science, University of Vermont, Burlington, VT, United States., Noble N; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Department of Psychological Science, University of Vermont, Burlington, VT, United States., Cherian J; Center for Remote Health Monitoring, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Department of Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, United States., Mascia G; Center for Remote Health Monitoring, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Department of Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, United States., O'Connell NS; Center for Remote Health Monitoring, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Department of Biostatistics and Data Science, Wake Forest University School of Medicine, Winston-Salem, NC, United States., Fanning J; Center for Remote Health Monitoring, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Department of Health and Exercise Science, Wake Forest University, Winston-Salem, NC, United States., Dodds PS; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Vermont Complex Systems Institute, MassMutual Center of Excellence for Complex Systems and Data Science, University of Vermont, Burlington, VT, United States.; Santa Fe Institute, Santa Fe, NM, United States., Danforth CM; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Vermont Complex Systems Institute, MassMutual Center of Excellence for Complex Systems and Data Science, University of Vermont, Burlington, VT, United States., McGinnis RS; Center for Remote Health Monitoring, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Department of Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.
Source: Frontiers in digital health [Front Digit Health] 2026 Apr 20; Vol. 8, pp. 1764371. Date of Electronic Publication: 2026 Apr 20 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Media S.A Country of Publication: Switzerland NLM ID: 101771889 Publication Model: eCollection Cited Medium: Internet ISSN: 2673-253X (Electronic) Linking ISSN: 2673253X NLM ISO Abbreviation: Front Digit Health Subsets: PubMed not MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Kairamkonda+DD%22">Kairamkonda DD</searchLink>; Center for Remote Health Monitoring, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Department of Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22McGinnis+EW%22">McGinnis EW</searchLink>; Center for Remote Health Monitoring, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Department of Social Sciences and Health Policy, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Department of Pediatrics, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.<br /><searchLink fieldCode="AU" term="%22Price+M%22">Price M</searchLink>; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Department of Psychological Science, University of Vermont, Burlington, VT, United States.<br /><searchLink fieldCode="AU" term="%22Hidalgo+JE%22">Hidalgo JE</searchLink>; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Department of Psychological Science, University of Vermont, Burlington, VT, United States.<br /><searchLink fieldCode="AU" term="%22Kim+J%22">Kim J</searchLink>; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Vermont Complex Systems Institute, MassMutual Center of Excellence for Complex Systems and Data Science, University of Vermont, Burlington, VT, United States.<br /><searchLink fieldCode="AU" term="%22Llorin+J%22">Llorin J</searchLink>; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Vermont Complex Systems Institute, MassMutual Center of Excellence for Complex Systems and Data Science, University of Vermont, Burlington, VT, United States.<br /><searchLink fieldCode="AU" term="%22Stanton+K%22">Stanton K</searchLink>; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Department of Psychological Science, University of Vermont, Burlington, VT, United States.<br /><searchLink fieldCode="AU" term="%22Bloomfield+LSP%22">Bloomfield LSP</searchLink>; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Vermont Complex Systems Institute, MassMutual Center of Excellence for Complex Systems and Data Science, University of Vermont, Burlington, VT, United States.; Department of Computer Science, University of Vermont, Burlington, VT, United States.<br /><searchLink fieldCode="AU" term="%22Fudolig+M%22">Fudolig M</searchLink>; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Vermont Complex Systems Institute, MassMutual Center of Excellence for Complex Systems and Data Science, University of Vermont, Burlington, VT, United States.; Department of Mathematics and Statistics, University of Vermont, Burlington, VT, United States.<br /><searchLink fieldCode="AU" term="%22Ha+J%22">Ha J</searchLink>; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Department of Psychological Science, University of Vermont, Burlington, VT, United States.<br /><searchLink fieldCode="AU" term="%22Noble+N%22">Noble N</searchLink>; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Department of Psychological Science, University of Vermont, Burlington, VT, United States.<br /><searchLink fieldCode="AU" term="%22Cherian+J%22">Cherian J</searchLink>; Center for Remote Health Monitoring, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Department of Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Mascia+G%22">Mascia G</searchLink>; Center for Remote Health Monitoring, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Department of Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22O'Connell+NS%22">O'Connell NS</searchLink>; Center for Remote Health Monitoring, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Department of Biostatistics and Data Science, Wake Forest University School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Fanning+J%22">Fanning J</searchLink>; Center for Remote Health Monitoring, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Department of Health and Exercise Science, Wake Forest University, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Dodds+PS%22">Dodds PS</searchLink>; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Vermont Complex Systems Institute, MassMutual Center of Excellence for Complex Systems and Data Science, University of Vermont, Burlington, VT, United States.; Santa Fe Institute, Santa Fe, NM, United States.<br /><searchLink fieldCode="AU" term="%22Danforth+CM%22">Danforth CM</searchLink>; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.; Vermont Complex Systems Institute, MassMutual Center of Excellence for Complex Systems and Data Science, University of Vermont, Burlington, VT, United States.<br /><searchLink fieldCode="AU" term="%22McGinnis+RS%22">McGinnis RS</searchLink>; Center for Remote Health Monitoring, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Department of Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, United States.; Project LEMURS (Lived Experience Measured Using Rings), University of Vermont, Burlington, VT, United States.
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