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Wearable Ubiquitous Technol."],"published-print":{"date-parts":[[2021,6,23]]},"abstract":"<jats:p>Resident physicians (residents) experiencing prolonged workplace stress are at risk of developing mental health symptoms. Creating novel, unobtrusive measures of resilience would provide an accessible approach to evaluate symptom susceptibility without the perceived stigma of formal mental health assessments. In this work, we created a system to find indicators of resilience using passive wearable sensors and smartphone-delivered ecological momentary assessment (EMA). This system identified indicators of resilience during a medical internship, the high stress first-year of a residency program. We then created density estimation approaches to predict these indicators before mental health changes occurred, and validated whether the predicted indicators were also associated with resilience. Our system identified resilience indicators associated with physical activity (step count), sleeping behavior, reduced heart rate, increased mood, and reduced mood variability. Density estimation models were able to replicate a subset of the associations between sleeping behavior, heart rate, and resilience. To the best of our knowledge, this work provides the first methodology to identify and predict indicators of resilience using passive sensing and EMA. Researchers studying resident mental health can apply this approach to design resilience-building interventions and prevent mental health symptom development.<\/jats:p>","DOI":"10.1145\/3463528","type":"journal-article","created":{"date-parts":[[2021,6,24]],"date-time":"2021-06-24T16:29:19Z","timestamp":1624552159000},"page":"1-32","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":46,"title":["Identifying Mobile Sensing Indicators of Stress-Resilience"],"prefix":"10.1145","volume":"5","author":[{"given":"Daniel A.","family":"Adler","sequence":"first","affiliation":[{"name":"Information Science, Cornell Tech"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Vincent W.-S.","family":"Tseng","sequence":"additional","affiliation":[{"name":"Information Science, Cornell Tech"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gengmo","family":"Qi","sequence":"additional","affiliation":[{"name":"Computer Science, Cornell University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Joseph","family":"Scarpa","sequence":"additional","affiliation":[{"name":"Anesthesiology, Weill Cornell Medicine"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Srijan","family":"Sen","sequence":"additional","affiliation":[{"name":"Psychiatry, University of Michigan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tanzeem","family":"Choudhury","sequence":"additional","affiliation":[{"name":"Information Science, Cornell Tech"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2021,6,24]]},"reference":[{"key":"e_1_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/2976749.2978318"},{"key":"e_1_2_2_2_1","volume-title":"John M Kane, Rachel Brian, Andrew T Campbell, Marta Hauser, Emily A Scherer, and Tanzeem Choudhury.","author":"Adler Daniel A","year":"2020","unstructured":"Daniel A Adler , Dror Ben-Zeev , Vincent W-S Tseng , John M Kane, Rachel Brian, Andrew T Campbell, Marta Hauser, Emily A Scherer, and Tanzeem Choudhury. 2020 . 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Health and Quality of Life Outcomes 9 (Feb","author":"Windle Gill","year":"2011","unstructured":"Gill Windle , Kate M Bennett , and Jane Noyes . 2011. A methodological review of resilience measurement scales. Health and Quality of Life Outcomes 9 (Feb . 2011 ), 8. https:\/\/doi.org\/10.1186\/1477-7525-9-8 10.1186\/1477-7525-9-8 Gill Windle, Kate M Bennett, and Jane Noyes. 2011. A methodological review of resilience measurement scales. Health and Quality of Life Outcomes 9 (Feb. 2011), 8. https:\/\/doi.org\/10.1186\/1477-7525-9-8"},{"key":"e_1_2_2_105_1","volume-title":"Synthesizing Tabular Data using Generative Adversarial Networks. arXiv:1811.11264 [cs, stat] (Nov","author":"Xu Lei","year":"2018","unstructured":"Lei Xu and Kalyan Veeramachaneni . 2018. Synthesizing Tabular Data using Generative Adversarial Networks. arXiv:1811.11264 [cs, stat] (Nov . 2018 ). http:\/\/arxiv.org\/abs\/1811.11264 arXiv: 1811.11264. Lei Xu and Kalyan Veeramachaneni. 2018. Synthesizing Tabular Data using Generative Adversarial Networks. arXiv:1811.11264 [cs, stat] (Nov. 2018). http:\/\/arxiv.org\/abs\/1811.11264 arXiv: 1811.11264."},{"key":"e_1_2_2_106_1","doi-asserted-by":"publisher","DOI":"10.1145\/3351274"},{"key":"e_1_2_2_107_1","doi-asserted-by":"publisher","DOI":"10.1145\/3298981"},{"key":"e_1_2_2_108_1","volume-title":"Efros","author":"Zhu Jun-Yan","year":"2018","unstructured":"Jun-Yan Zhu , Taesung Park , Phillip Isola , and Alexei A . Efros . 2018 . Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks . arXiv:1703.10593 [cs] (Nov. 2018). http:\/\/arxiv.org\/abs\/1703.10593 arXiv: 1703.10593. Jun-Yan Zhu, Taesung Park, Phillip Isola, and Alexei A. Efros. 2018. 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