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Wearables and behavioral coding show promise for measuring and predicting severe emotional outbursts in children.

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Title: Wearables and behavioral coding show promise for measuring and predicting severe emotional outbursts in children.
Authors: Mascia G; Center for Remote Health Monitoring, Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, United States., Frering HE; Department of Psychiatry, Larner College of Medicine, University of Vermont, Burlington, VT, United States., Althoff RR; Department of Psychiatry, Larner College of Medicine, University of Vermont, Burlington, VT, United States., Coney E; Research Experience for Undergraduates, Wake Forest School of Medicine, Winston-Salem, NC, United States., Hume Rivera D; Research Experience for Undergraduates, Wake Forest School of Medicine, Winston-Salem, NC, United States., Toomer-Sanders Z; Research Experience for Undergraduates, Wake Forest School of Medicine, Winston-Salem, NC, United States., Erdie-Lalena C; Therapeutic Day Program, Atrium Health Wake Forest Baptist, Winston-Salem, NC, United States., Dame M; Therapeutic Day Program, Atrium Health Wake Forest Baptist, Winston-Salem, NC, United States., Brown LB; Therapeutic Day Program, Atrium Health Wake Forest Baptist, Winston-Salem, NC, United States., Evans D; Therapeutic Day Program, Atrium Health Wake Forest Baptist, Winston-Salem, NC, United States., McGinnis RS; Center for Remote Health Monitoring, Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, United States., McGinnis EW; Center for Remote Health Monitoring, Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, United States.; Department of Psychiatry, Larner College of Medicine, University of Vermont, Burlington, VT, United States.
Source: Frontiers in digital health [Front Digit Health] 2026 Jan 09; Vol. 7, pp. 1641845. Date of Electronic Publication: 2026 Jan 09 (Print Publication: 2025).
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: Wearables and behavioral coding show promise for measuring and predicting severe emotional outbursts in children.
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  Data: <searchLink fieldCode="AU" term="%22Mascia+G%22">Mascia G</searchLink>; Center for Remote Health Monitoring, Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Frering+HE%22">Frering HE</searchLink>; Department of Psychiatry, Larner College of Medicine, University of Vermont, Burlington, VT, United States.<br /><searchLink fieldCode="AU" term="%22Althoff+RR%22">Althoff RR</searchLink>; Department of Psychiatry, Larner College of Medicine, University of Vermont, Burlington, VT, United States.<br /><searchLink fieldCode="AU" term="%22Coney+E%22">Coney E</searchLink>; Research Experience for Undergraduates, Wake Forest School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Hume+Rivera+D%22">Hume Rivera D</searchLink>; Research Experience for Undergraduates, Wake Forest School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Toomer-Sanders+Z%22">Toomer-Sanders Z</searchLink>; Research Experience for Undergraduates, Wake Forest School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Erdie-Lalena+C%22">Erdie-Lalena C</searchLink>; Therapeutic Day Program, Atrium Health Wake Forest Baptist, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Dame+M%22">Dame M</searchLink>; Therapeutic Day Program, Atrium Health Wake Forest Baptist, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Brown+LB%22">Brown LB</searchLink>; Therapeutic Day Program, Atrium Health Wake Forest Baptist, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22Evans+D%22">Evans D</searchLink>; Therapeutic Day Program, Atrium Health Wake Forest Baptist, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22McGinnis+RS%22">McGinnis RS</searchLink>; Center for Remote Health Monitoring, Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, United States.<br /><searchLink fieldCode="AU" term="%22McGinnis+EW%22">McGinnis EW</searchLink>; Center for Remote Health Monitoring, Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, United States.; Department of Psychiatry, Larner College of Medicine, University of Vermont, Burlington, VT, United States.
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  Data: <searchLink fieldCode="JN" term="%22101771889%22">Frontiers in digital health</searchLink> [Front Digit Health] 2026 Jan 09; Vol. 7, pp. 1641845. <i>Date of Electronic Publication: </i>2026 Jan 09 (<i>Print Publication: </i>2025).
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Frontiers+Media+S%2EA%22">Frontiers Media S.A </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101771889 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>2673-253X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%222673253X%22">2673253X </searchLink><i>NLM ISO Abbreviation: </i>Front Digit Health <i>Subsets: </i>PubMed not MEDLINE
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