{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T19:56:42Z","timestamp":1776110202446,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":118,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,4,29]],"date-time":"2022-04-29T00:00:00Z","timestamp":1651190400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/100011039","name":"Intelligence Advanced Research Projects Activity","doi-asserted-by":"publisher","award":["2017-17042800007"],"award-info":[{"award-number":["2017-17042800007"]}],"id":[{"id":"10.13039\/100011039","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,4,29]]},"DOI":"10.1145\/3491102.3502037","type":"proceedings-article","created":{"date-parts":[[2022,4,28]],"date-time":"2022-04-28T17:08:31Z","timestamp":1651165711000},"page":"1-16","source":"Crossref","is-referenced-by-count":34,"title":["Semantic Gap in Predicting Mental Wellbeing through Passive Sensing"],"prefix":"10.1145","author":[{"given":"Vedant","family":"Das Swain","sequence":"first","affiliation":[{"name":"School of Interactive Computing, Georgia Institute of Technology, United States"}]},{"given":"Victor","family":"Chen","sequence":"additional","affiliation":[{"name":"School of Interactive Computing, Georgia Institute of Technology, United States"}]},{"given":"Shrija","family":"Mishra","sequence":"additional","affiliation":[{"name":"College of Computing, Georgia Institute of Technology, United States"}]},{"given":"Stephen M.","family":"Mattingly","sequence":"additional","affiliation":[{"name":"University of Notre Dame, United States"}]},{"given":"Gregory D.","family":"Abowd","sequence":"additional","affiliation":[{"name":"Dept. of Electrical and Computer Engineering, Northeastern University, United States and School of Interactive Computing, Georgia Institute of Technology, USA"}]},{"given":"Munmun","family":"De Choudhury","sequence":"additional","affiliation":[{"name":"School of Interactive Computing, Georgia Institute of Technology, United States"}]}],"member":"320","published-online":{"date-parts":[[2022,4,29]]},"reference":[{"key":"e_1_3_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1177\/0193841X9001400403"},{"key":"e_1_3_2_2_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.csda.2010.11.018"},{"key":"e_1_3_2_2_3_1","volume-title":"Proceedings of the Third International Joint Conference on Natural Language Processing: Volume-I. Asian Federation of Natural Language Processing, 312\u2013318","author":"Aman Saima","year":"2008","unstructured":"Saima Aman and Stan Szpakowicz . 2008 . Using roget\u2019s thesaurus for fine-grained emotion recognition . In Proceedings of the Third International Joint Conference on Natural Language Processing: Volume-I. Asian Federation of Natural Language Processing, 312\u2013318 . Saima Aman and Stan Szpakowicz. 2008. Using roget\u2019s thesaurus for fine-grained emotion recognition. In Proceedings of the Third International Joint Conference on Natural Language Processing: Volume-I. Asian Federation of Natural Language Processing, 312\u2013318."},{"key":"e_1_3_2_2_4_1","unstructured":"Silvio Amir Glen Coppersmith Paula Carvalho Mario\u00a0J Silva and Byron\u00a0C Wallace. 2017. Quantifying mental health from social media with neural user embeddings. arXiv preprint arXiv:1705.00335(2017).  Silvio Amir Glen Coppersmith Paula Carvalho Mario\u00a0J Silva and Byron\u00a0C Wallace. 2017. Quantifying mental health from social media with neural user embeddings. arXiv preprint arXiv:1705.00335(2017)."},{"key":"e_1_3_2_2_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/1401890.1401897"},{"key":"e_1_3_2_2_6_1","doi-asserted-by":"publisher","DOI":"10.1080\/08964289.1996.9933757"},{"key":"e_1_3_2_2_7_1","unstructured":"Activity\u00a0Recognition API. 2018. https:\/\/developers.google.com\/location-context\/activity-recognition\/. Accessed: 2018-11-01.  Activity\u00a0Recognition API. 2018. https:\/\/developers.google.com\/location-context\/activity-recognition\/. Accessed: 2018-11-01."},{"key":"e_1_3_2_2_8_1","unstructured":"Garmin\u00a0Health API. 2018. http:\/\/developer.garmin.com\/health-api\/overview\/. Accessed: 2018-11-01.  Garmin\u00a0Health API. 2018. http:\/\/developer.garmin.com\/health-api\/overview\/. Accessed: 2018-11-01."},{"key":"e_1_3_2_2_9_1","unstructured":"Manager\u00a0REST API. 2018. https:\/\/docs.gimbal.com\/rest.html. Accessed: 2018-11-01.  Manager\u00a0REST API. 2018. https:\/\/docs.gimbal.com\/rest.html. Accessed: 2018-11-01."},{"key":"e_1_3_2_2_10_1","volume-title":"Next-generation psychiatric assessment: Using smartphone sensors to monitor behavior and mental health.Psychiatric rehabilitation journal 38, 3","author":"Ben-Zeev Dror","year":"2015","unstructured":"Dror Ben-Zeev , Emily\u00a0 A Scherer , Rui Wang , Haiyi Xie , and Andrew\u00a0 T Campbell . 2015. Next-generation psychiatric assessment: Using smartphone sensors to monitor behavior and mental health.Psychiatric rehabilitation journal 38, 3 ( 2015 ), 218. Dror Ben-Zeev, Emily\u00a0A Scherer, Rui Wang, Haiyi Xie, and Andrew\u00a0T Campbell. 2015. Next-generation psychiatric assessment: Using smartphone sensors to monitor behavior and mental health.Psychiatric rehabilitation journal 38, 3 (2015), 218."},{"key":"e_1_3_2_2_11_1","volume-title":"Physical activity and psychological well-being","author":"Biddle JH","unstructured":"Stuart\u00a0 JH Biddle and Kenneth\u00a0 R Fox . 2003. The way forward for physical activity and the promotion of psychological well-being . In Physical activity and psychological well-being . Routledge , 166\u2013173. Stuart\u00a0JH Biddle and Kenneth\u00a0R Fox. 2003. The way forward for physical activity and the promotion of psychological well-being. In Physical activity and psychological well-being. Routledge, 166\u2013173."},{"key":"e_1_3_2_2_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/3351233"},{"key":"e_1_3_2_2_13_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10803-014-2268-6"},{"key":"e_1_3_2_2_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/3123024.3125607"},{"key":"e_1_3_2_2_15_1","doi-asserted-by":"publisher","DOI":"10.1080\/1369118X.2012.678878"},{"key":"e_1_3_2_2_16_1","volume-title":"Engineering philosophy. DUP Satellite","author":"Bucciarelli Louis","unstructured":"Louis Bucciarelli . 2003. Engineering philosophy. DUP Satellite ; an imprint of Delft University Press . Louis Bucciarelli. 2003. Engineering philosophy. DUP Satellite; an imprint of Delft University Press."},{"key":"e_1_3_2_2_17_1","doi-asserted-by":"publisher","DOI":"10.2196\/jmir.1838"},{"key":"e_1_3_2_2_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/1234161.1234179"},{"key":"e_1_3_2_2_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/2750858.2805845"},{"key":"e_1_3_2_2_20_1","doi-asserted-by":"publisher","DOI":"10.1145\/3191735"},{"key":"e_1_3_2_2_21_1","unstructured":"Tianqi Chen Tong He Michael Benesty Vadim Khotilovich and Yuan Tang. 2015. Xgboost: extreme gradient boosting. R package version 0.4-2(2015) 1\u20134.  Tianqi Chen Tong He Michael Benesty Vadim Khotilovich and Yuan Tang. 2015. Xgboost: extreme gradient boosting. R package version 0.4-2(2015) 1\u20134."},{"key":"e_1_3_2_2_22_1","volume-title":"Proceedings of the International AAAI Conference on Web and Social Media.","author":"Chowdhury Farhan\u00a0Asif","year":"2021","unstructured":"Farhan\u00a0Asif Chowdhury , Yozen Liu , Koustuv Saha , Nicholas Vincent , Leonardo Neves , Neil Shah , and Maarten\u00a0 W Bos . 2021 . Modeling Cyclic and Ephemeral User Behavior on Social Platforms . In Proceedings of the International AAAI Conference on Web and Social Media. Farhan\u00a0Asif Chowdhury, Yozen Liu, Koustuv Saha, Nicholas Vincent, Leonardo Neves, Neil Shah, and Maarten\u00a0W Bos. 2021. Modeling Cyclic and Ephemeral User Behavior on Social Platforms. In Proceedings of the International AAAI Conference on Web and Social Media."},{"key":"e_1_3_2_2_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/TAFFC.2016.2592504"},{"key":"e_1_3_2_2_24_1","volume-title":"Eighth international AAAI conference on weblogs and social media.","author":"Coppersmith Glen","year":"2014","unstructured":"Glen Coppersmith , Craig Harman , and Mark Dredze . 2014 . Measuring post traumatic stress disorder in Twitter . In Eighth international AAAI conference on weblogs and social media. Glen Coppersmith, Craig Harman, and Mark Dredze. 2014. Measuring post traumatic stress disorder in Twitter. In Eighth international AAAI conference on weblogs and social media."},{"key":"e_1_3_2_2_25_1","volume-title":"Self-censorship on Facebook. In Seventh international AAAI conference on weblogs and social media.","author":"Das Sauvik","year":"2013","unstructured":"Sauvik Das and Adam Kramer . 2013 . Self-censorship on Facebook. In Seventh international AAAI conference on weblogs and social media. Sauvik Das and Adam Kramer. 2013. Self-censorship on Facebook. In Seventh international AAAI conference on weblogs and social media."},{"key":"e_1_3_2_2_26_1","volume-title":"Munmun De Choudhury, and Gregory\u00a0D. Abowd","author":"Swain Vedant Das","year":"2019","unstructured":"Vedant Das Swain , Manikanta\u00a0 D. Reddy , Kari\u00a0Anne Nies , Louis Tay , Munmun De Choudhury, and Gregory\u00a0D. Abowd . 2019 . Birds of a Feather Clock Together: A Study of Person\u2013Organization Fit Through Latent Activity Routines . Proc. ACM Hum.-Comput. InteractCSCW (2019). Vedant Das Swain, Manikanta\u00a0D. Reddy, Kari\u00a0Anne Nies, Louis Tay, Munmun De Choudhury, and Gregory\u00a0D. Abowd. 2019. Birds of a Feather Clock Together: A Study of Person\u2013Organization Fit Through Latent Activity Routines. Proc. ACM Hum.-Comput. InteractCSCW (2019)."},{"key":"e_1_3_2_2_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/CogMI50398.2020.00025"},{"key":"e_1_3_2_2_28_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclinepi.2006.07.015"},{"key":"e_1_3_2_2_29_1","unstructured":"Firstbeat Analytics\u00a0All day Stress &\u00a0Recovery. 2021. https:\/\/www.firstbeatanalytics.com\/en\/features\/all-day-stress-recovery\/. (2021).  Firstbeat Analytics\u00a0All day Stress &\u00a0Recovery. 2021. https:\/\/www.firstbeatanalytics.com\/en\/features\/all-day-stress-recovery\/. (2021)."},{"key":"e_1_3_2_2_30_1","volume-title":"Seventh international AAAI conference on weblogs and social media.","author":"De\u00a0Choudhury Munmun","year":"2013","unstructured":"Munmun De\u00a0Choudhury , Michael Gamon , Scott Counts , and Eric Horvitz . 2013 . Predicting depression via social media . In Seventh international AAAI conference on weblogs and social media. Munmun De\u00a0Choudhury, Michael Gamon, Scott Counts, and Eric Horvitz. 2013. Predicting depression via social media. In Seventh international AAAI conference on weblogs and social media."},{"key":"e_1_3_2_2_31_1","doi-asserted-by":"publisher","DOI":"10.1177\/1558689812437186"},{"key":"e_1_3_2_2_32_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.pmcj.2013.03.006"},{"key":"e_1_3_2_2_33_1","unstructured":"Pedro Domingos. 1998. Occam\u2019s two razors: The sharp and the blunt. In KDD. 37\u201343.  Pedro Domingos. 1998. Occam\u2019s two razors: The sharp and the blunt. In KDD. 37\u201343."},{"key":"e_1_3_2_2_34_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jad.2016.08.030"},{"key":"e_1_3_2_2_35_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1365-2656.2008.01390.x"},{"key":"e_1_3_2_2_36_1","doi-asserted-by":"publisher","DOI":"10.1145\/3290605.3300364"},{"key":"e_1_3_2_2_37_1","volume-title":"Twelfth International AAAI Conference on Web and Social Media.","author":"Ernala Sindhu\u00a0Kiranmai","year":"2018","unstructured":"Sindhu\u00a0Kiranmai Ernala , Tristan Labetoulle , Fred Bane , Michael\u00a0 L Birnbaum , Asra\u00a0 F Rizvi , John\u00a0 M Kane , and Munmun De\u00a0Choudhury . 2018 . Characterizing audience engagement and assessing its impact on social media disclosures of mental illnesses . In Twelfth International AAAI Conference on Web and Social Media. Sindhu\u00a0Kiranmai Ernala, Tristan Labetoulle, Fred Bane, Michael\u00a0L Birnbaum, Asra\u00a0F Rizvi, John\u00a0M Kane, and Munmun De\u00a0Choudhury. 2018. Characterizing audience engagement and assessing its impact on social media disclosures of mental illnesses. In Twelfth International AAAI Conference on Web and Social Media."},{"key":"e_1_3_2_2_38_1","doi-asserted-by":"publisher","DOI":"10.1145\/3134678"},{"key":"e_1_3_2_2_39_1","doi-asserted-by":"publisher","DOI":"10.1145\/2070942.2071027"},{"key":"e_1_3_2_2_40_1","doi-asserted-by":"publisher","DOI":"10.1145\/2580944"},{"key":"e_1_3_2_2_41_1","volume-title":"A clinical guide to the treatment of the human stress response","author":"Everly S","unstructured":"George\u00a0 S Everly and Jeffrey\u00a0 M Lating . 2019. The anatomy and physiology of the human stress response . In A clinical guide to the treatment of the human stress response . Springer , 19\u201356. George\u00a0S Everly and Jeffrey\u00a0M Lating. 2019. The anatomy and physiology of the human stress response. In A clinical guide to the treatment of the human stress response. Springer, 19\u201356."},{"key":"e_1_3_2_2_42_1","unstructured":"Raihana Ferdous Venet Osmani and Oscar Mayora. 2018. Smartphone apps usage patterns as a predictor of perceived stress levels at workplace. arXiv preprint arXiv:1803.03863(2018).  Raihana Ferdous Venet Osmani and Oscar Mayora. 2018. Smartphone apps usage patterns as a predictor of perceived stress levels at workplace. arXiv preprint arXiv:1803.03863(2018)."},{"key":"e_1_3_2_2_43_1","volume-title":"Machine learning, medical diagnosis, and biomedical engineering research-commentary. Biomedical engineering online 13, 1","author":"Foster R","year":"2014","unstructured":"Kenneth\u00a0 R Foster , Robert Koprowski , and Joseph\u00a0 D Skufca . 2014. Machine learning, medical diagnosis, and biomedical engineering research-commentary. Biomedical engineering online 13, 1 ( 2014 ), 94. Kenneth\u00a0R Foster, Robert Koprowski, and Joseph\u00a0D Skufca. 2014. Machine learning, medical diagnosis, and biomedical engineering research-commentary. Biomedical engineering online 13, 1 (2014), 94."},{"key":"e_1_3_2_2_44_1","doi-asserted-by":"publisher","DOI":"10.1145\/3027063.3053164"},{"key":"e_1_3_2_2_45_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2017.08.006"},{"key":"e_1_3_2_2_46_1","unstructured":"Erving Goffman 1978. The presentation of self in everyday life. Harmondsworth London.  Erving Goffman 1978. The presentation of self in everyday life. Harmondsworth London."},{"key":"e_1_3_2_2_47_1","doi-asserted-by":"publisher","DOI":"10.1089\/acm.2011.0772"},{"key":"e_1_3_2_2_48_1","volume-title":"The impact of nonresponse rates on nonresponse bias: a meta-analysis. Public opinion quarterly 72, 2","author":"Groves M","year":"2008","unstructured":"Robert\u00a0 M Groves and Emilia Peytcheva . 2008. The impact of nonresponse rates on nonresponse bias: a meta-analysis. Public opinion quarterly 72, 2 ( 2008 ), 167\u2013189. Robert\u00a0M Groves and Emilia Peytcheva. 2008. The impact of nonresponse rates on nonresponse bias: a meta-analysis. Public opinion quarterly 72, 2 (2008), 167\u2013189."},{"key":"e_1_3_2_2_49_1","doi-asserted-by":"publisher","DOI":"10.1177\/1745691616650285"},{"key":"e_1_3_2_2_50_1","doi-asserted-by":"publisher","DOI":"10.1117\/12.647755"},{"key":"e_1_3_2_2_51_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.psyneuen.2011.05.012"},{"key":"e_1_3_2_2_52_1","doi-asserted-by":"publisher","DOI":"10.1145\/2750858.2807526"},{"key":"e_1_3_2_2_53_1","volume-title":"The","author":"Johnson A","year":"1981","unstructured":"John\u00a0 A Johnson . 1981. The \u201d self-disclosure\u201d and\u201d self-presentation\u201d views of item response dynamics and personality scale validity.Journal of Personality and Social Psychology 40, 4( 1981 ), 761. John\u00a0A Johnson. 1981. The\u201d self-disclosure\u201d and\u201d self-presentation\u201d views of item response dynamics and personality scale validity.Journal of Personality and Social Psychology 40, 4(1981), 761."},{"key":"e_1_3_2_2_54_1","volume-title":"Social desirability in cross-cultural research. Cross-cultural survey methods 325","author":"Johnson P","year":"2003","unstructured":"Timothy\u00a0 P Johnson and Fons\u00a0 JR Van\u00a0de Vijver . 2003. Social desirability in cross-cultural research. Cross-cultural survey methods 325 ( 2003 ), 195\u2013204. Timothy\u00a0P Johnson and Fons\u00a0JR Van\u00a0de Vijver. 2003. Social desirability in cross-cultural research. Cross-cultural survey methods 325 (2003), 195\u2013204."},{"key":"e_1_3_2_2_55_1","volume-title":"The Sage dictionary of social research methods","author":"Jupp Victor","unstructured":"Victor Jupp . 2006. The Sage dictionary of social research methods . Sage . Victor Jupp. 2006. The Sage dictionary of social research methods. Sage."},{"key":"e_1_3_2_2_56_1","doi-asserted-by":"publisher","DOI":"10.1080\/10253890802556081"},{"key":"e_1_3_2_2_57_1","first-page":"62","article-title":"Validation of the Garmin Forerunner 920 XT Fitness Watch VO 2 peak","volume":"5","author":"Kraft Gina\u00a0Leigh","year":"2017","unstructured":"Gina\u00a0Leigh Kraft and Rachel\u00a0 A Roberts . 2017 . Validation of the Garmin Forerunner 920 XT Fitness Watch VO 2 peak Test. Int. J. Innov. Educ. Res 5 (2017), 62 \u2013 67 . Gina\u00a0Leigh Kraft and Rachel\u00a0A Roberts. 2017. Validation of the Garmin Forerunner 920 XT Fitness Watch VO 2 peak Test. Int. J. Innov. Educ. Res 5 (2017), 62\u201367.","journal-title":"Test. Int. J. Innov. Educ. Res"},{"key":"e_1_3_2_2_58_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11135-011-9640-9"},{"key":"e_1_3_2_2_59_1","doi-asserted-by":"publisher","DOI":"10.1093\/alcalc\/37.3.256"},{"key":"e_1_3_2_2_60_1","doi-asserted-by":"publisher","DOI":"10.1146\/annurev-soc-060116-053457"},{"key":"e_1_3_2_2_61_1","volume-title":"Review of the psychometric evidence of the perceived stress scale. Asian nursing research 6, 4","author":"Lee Eun-Hyun","year":"2012","unstructured":"Eun-Hyun Lee . 2012. Review of the psychometric evidence of the perceived stress scale. Asian nursing research 6, 4 ( 2012 ), 121\u2013127. Eun-Hyun Lee. 2012. Review of the psychometric evidence of the perceived stress scale. Asian nursing research 6, 4 (2012), 121\u2013127."},{"key":"e_1_3_2_2_62_1","doi-asserted-by":"publisher","DOI":"10.1145\/2556288.2557366"},{"key":"e_1_3_2_2_63_1","volume-title":"The ambiguous word","author":"Lewis Aubrey","year":"1970","unstructured":"Aubrey Lewis . 1970. The ambiguous word \u201d anxiety\u201d.International journal of psychiatry 9 ( 1970 ), 62\u201379. Aubrey Lewis. 1970. The ambiguous word\u201d anxiety\u201d.International journal of psychiatry 9 (1970), 62\u201379."},{"key":"e_1_3_2_2_64_1","volume-title":"Matthew Wiener","author":"Liaw Andy","year":"2002","unstructured":"Andy Liaw , Matthew Wiener , 2002 . Classification and regression by randomForest. R news 2, 3 (2002), 18\u201322. Andy Liaw, Matthew Wiener, 2002. Classification and regression by randomForest. R news 2, 3 (2002), 18\u201322."},{"key":"e_1_3_2_2_65_1","doi-asserted-by":"publisher","DOI":"10.1145\/2647868.2654945"},{"key":"e_1_3_2_2_66_1","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/P14-5010"},{"key":"e_1_3_2_2_67_1","doi-asserted-by":"publisher","DOI":"10.1145\/2531602.2531673"},{"key":"e_1_3_2_2_68_1","unstructured":"Abraham\u00a0H Maslow. 1966. The psychology of science a reconnaissance. (1966).  Abraham\u00a0H Maslow. 1966. The psychology of science a reconnaissance. (1966)."},{"key":"e_1_3_2_2_69_1","volume-title":"Multimodal Sensing of Information Workers. In Extended Abstracts of the 2019 CHI Conference on Human Factors in Computing Systems(CHI EA \u201919)","author":"Mattingly M.","year":"2019","unstructured":"Stephen\u00a0 M. Mattingly , Julie\u00a0 M. Gregg , Pino Audia , Ayse\u00a0Elvan Bayraktaroglu , Andrew\u00a0 T. Campbell , Nitesh\u00a0 V. Chawla , Vedant Das\u00a0Swain , Munmun De\u00a0Choudhury , Sidney\u00a0 K. D\u2019Mello , Anind\u00a0 K. Dey , Ge Gao , Krithika Jagannath , Kaifeng Jiang , Suwen Lin , Qiang Liu , Gloria Mark , Gonzalo\u00a0 J. Martinez , Kizito Masaba , Shayan Mirjafari , Edward Moskal , Raghu Mulukutla , Kari Nies , Manikanta\u00a0 D. Reddy , Pablo Robles-Granda , Koustuv Saha , Anusha Sirigiri , and Aaron Striegel . 2019 . The Tesserae Project: Large-Scale, Longitudinal, In Situ , Multimodal Sensing of Information Workers. In Extended Abstracts of the 2019 CHI Conference on Human Factors in Computing Systems(CHI EA \u201919) . 8\u00a0pages. https:\/\/doi.org\/10.1145\/3290607.3299041 Stephen\u00a0M. Mattingly, Julie\u00a0M. Gregg, Pino Audia, Ayse\u00a0Elvan Bayraktaroglu, Andrew\u00a0T. Campbell, Nitesh\u00a0V. Chawla, Vedant Das\u00a0Swain, Munmun De\u00a0Choudhury, Sidney\u00a0K. D\u2019Mello, Anind\u00a0K. Dey, Ge Gao, Krithika Jagannath, Kaifeng Jiang, Suwen Lin, Qiang Liu, Gloria Mark, Gonzalo\u00a0J. Martinez, Kizito Masaba, Shayan Mirjafari, Edward Moskal, Raghu Mulukutla, Kari Nies, Manikanta\u00a0D. Reddy, Pablo Robles-Granda, Koustuv Saha, Anusha Sirigiri, and Aaron Striegel. 2019. The Tesserae Project: Large-Scale, Longitudinal, In Situ, Multimodal Sensing of Information Workers. In Extended Abstracts of the 2019 CHI Conference on Human Factors in Computing Systems(CHI EA \u201919). 8\u00a0pages. https:\/\/doi.org\/10.1145\/3290607.3299041"},{"key":"e_1_3_2_2_70_1","doi-asserted-by":"publisher","DOI":"10.1145\/3264937"},{"key":"e_1_3_2_2_71_1","doi-asserted-by":"publisher","DOI":"10.1145\/3130948"},{"key":"e_1_3_2_2_72_1","doi-asserted-by":"publisher","DOI":"10.1145\/3328908"},{"key":"e_1_3_2_2_73_1","doi-asserted-by":"crossref","unstructured":"Larry\u00a0W Morris and Robert\u00a0M Liebert. 1970. Relationship of cognitive and emotional components of test anxiety to physiological arousal and academic performance.Journal of consulting and clinical psychology 35 3(1970) 332.  Larry\u00a0W Morris and Robert\u00a0M Liebert. 1970. Relationship of cognitive and emotional components of test anxiety to physiological arousal and academic performance.Journal of consulting and clinical psychology 35 3(1970) 332.","DOI":"10.1037\/h0030132"},{"key":"e_1_3_2_2_74_1","doi-asserted-by":"publisher","DOI":"10.1145\/3351233"},{"key":"e_1_3_2_2_75_1","doi-asserted-by":"publisher","DOI":"10.1007\/s12668-013-0089-2"},{"key":"e_1_3_2_2_76_1","volume-title":"Texting while stressed: Implications for students","author":"Murdock Karla\u00a0Klein","year":"2013","unstructured":"Karla\u00a0Klein Murdock . 2013. Texting while stressed: Implications for students \u2019 burnout, sleep, and well-being.Psychology of Popular Media Culture 2, 4 ( 2013 ), 207. Karla\u00a0Klein Murdock. 2013. Texting while stressed: Implications for students\u2019 burnout, sleep, and well-being.Psychology of Popular Media Culture 2, 4 (2013), 207."},{"key":"e_1_3_2_2_77_1","volume-title":"The needless assumption of normality in Pearson\u2019s r.American Psychologist 12, 10","author":"Nefzger MD","year":"1957","unstructured":"MD Nefzger and James Drasgow . 1957. The needless assumption of normality in Pearson\u2019s r.American Psychologist 12, 10 ( 1957 ), 623. MD Nefzger and James Drasgow. 1957. The needless assumption of normality in Pearson\u2019s r.American Psychologist 12, 10 (1957), 623."},{"key":"e_1_3_2_2_78_1","doi-asserted-by":"publisher","DOI":"10.1038\/npp.2016.7"},{"key":"e_1_3_2_2_79_1","volume-title":"Psychological aspects of natural language use: Our words, our selves. Annual review of psychology 54, 1","author":"Pennebaker W","year":"2003","unstructured":"James\u00a0 W Pennebaker , Matthias\u00a0 R Mehl , and Kate\u00a0 G Niederhoffer . 2003. Psychological aspects of natural language use: Our words, our selves. Annual review of psychology 54, 1 ( 2003 ), 547\u2013577. James\u00a0W Pennebaker, Matthias\u00a0R Mehl, and Kate\u00a0G Niederhoffer. 2003. Psychological aspects of natural language use: Our words, our selves. Annual review of psychology 54, 1 (2003), 547\u2013577."},{"key":"e_1_3_2_2_80_1","doi-asserted-by":"publisher","DOI":"10.1145\/3459666"},{"key":"e_1_3_2_2_81_1","doi-asserted-by":"publisher","DOI":"10.1145\/2971763.2971767"},{"key":"e_1_3_2_2_82_1","doi-asserted-by":"publisher","DOI":"10.1145\/2030112.2030164"},{"key":"e_1_3_2_2_83_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.psyneuen.2008.08.023"},{"key":"e_1_3_2_2_84_1","doi-asserted-by":"publisher","DOI":"10.1145\/3290605.3300655"},{"key":"e_1_3_2_2_85_1","doi-asserted-by":"crossref","unstructured":"James\u00a0A Russell. 1980. A circumplex model of affect.Journal of personality and social psychology 39 6(1980) 1161.  James\u00a0A Russell. 1980. A circumplex model of affect.Journal of personality and social psychology 39 6(1980) 1161.","DOI":"10.1037\/h0077714"},{"key":"e_1_3_2_2_86_1","volume-title":"Effects of stress on sleep: the moderating role of coping style.Health Psychology 23, 5","author":"Sadeh Avi","year":"2004","unstructured":"Avi Sadeh , Giora Keinan , and Keren Daon . 2004. Effects of stress on sleep: the moderating role of coping style.Health Psychology 23, 5 ( 2004 ), 542. Avi Sadeh, Giora Keinan, and Keren Daon. 2004. Effects of stress on sleep: the moderating role of coping style.Health Psychology 23, 5 (2004), 542."},{"key":"e_1_3_2_2_87_1","doi-asserted-by":"publisher","DOI":"10.1145\/3290607.3299065"},{"key":"e_1_3_2_2_88_1","doi-asserted-by":"publisher","DOI":"10.1145\/3130960"},{"key":"e_1_3_2_2_89_1","volume-title":"Pranshu Gupta, Gonzalo\u00a0J. Martinez, Pablo Robles-Granda, Gloria Mark, Aaron Striegel, and Munmun De\u00a0Choudhury.","author":"Saha Koustuv","year":"2021","unstructured":"Koustuv Saha , Ted Grover , Stephen\u00a0 M. Mattingly , Vedant\u00a0Das swain , Pranshu Gupta, Gonzalo\u00a0J. Martinez, Pablo Robles-Granda, Gloria Mark, Aaron Striegel, and Munmun De\u00a0Choudhury. 2021 . Person-Centered Predictions of Psychological Constructs with Social Media Contextualized by Multimodal Sensing. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 5, 1, Article 32 (mar 2021), 32\u00a0pages. https:\/\/doi.org\/10.1145\/3448117 Koustuv Saha, Ted Grover, Stephen\u00a0M. Mattingly, Vedant\u00a0Das swain, Pranshu Gupta, Gonzalo\u00a0J. Martinez, Pablo Robles-Granda, Gloria Mark, Aaron Striegel, and Munmun De\u00a0Choudhury. 2021. Person-Centered Predictions of Psychological Constructs with Social Media Contextualized by Multimodal Sensing. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 5, 1, Article 32 (mar 2021), 32\u00a0pages. https:\/\/doi.org\/10.1145\/3448117"},{"key":"e_1_3_2_2_90_1","doi-asserted-by":"publisher","DOI":"10.1145\/3359239"},{"key":"e_1_3_2_2_91_1","unstructured":"Koustuv Saha Manikanta\u00a0D Reddy Vedant\u00a0Das Swain Julie\u00a0M Gregg Ted Grover Suwen Lin Gonzalo\u00a0J Martinez Stephen\u00a0M Mattingly Shayan Mirjafari Raghu Mulukutla [n.d.]. Imputing Missing Social Media Data Stream in Multisensor Studies of Human Behavior. linguistic analysis 19 29 ([n. d.]) 43.  Koustuv Saha Manikanta\u00a0D Reddy Vedant\u00a0Das Swain Julie\u00a0M Gregg Ted Grover Suwen Lin Gonzalo\u00a0J Martinez Stephen\u00a0M Mattingly Shayan Mirjafari Raghu Mulukutla [n.d.]. Imputing Missing Social Media Data Stream in Multisensor Studies of Human Behavior. linguistic analysis 19 29 ([n. d.]) 43."},{"key":"e_1_3_2_2_92_1","volume-title":"International Work-Conference on the Interplay Between Natural and Artificial Computation","author":"Sandulescu Virginia","unstructured":"Virginia Sandulescu , Sally Andrews , David Ellis , Nicola Bellotto , and Oscar\u00a0Martinez Mozos . 2015. Stress detection using wearable physiological sensors . In International Work-Conference on the Interplay Between Natural and Artificial Computation . Springer , 526\u2013532. Virginia Sandulescu, Sally Andrews, David Ellis, Nicola Bellotto, and Oscar\u00a0Martinez Mozos. 2015. Stress detection using wearable physiological sensors. In International Work-Conference on the Interplay Between Natural and Artificial Computation. Springer, 526\u2013532."},{"key":"e_1_3_2_2_93_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACII.2013.117"},{"key":"e_1_3_2_2_94_1","doi-asserted-by":"publisher","DOI":"10.1145\/2858036.2858218"},{"key":"e_1_3_2_2_95_1","volume-title":"Psychopathology of human adaptation","author":"Selye Hans","unstructured":"Hans Selye . 1976. Stress without distress . In Psychopathology of human adaptation . Springer , 137\u2013146. Hans Selye. 1976. Stress without distress. In Psychopathology of human adaptation. Springer, 137\u2013146."},{"key":"e_1_3_2_2_96_1","doi-asserted-by":"publisher","DOI":"10.1145\/2750858.2807537"},{"key":"e_1_3_2_2_97_1","doi-asserted-by":"publisher","DOI":"10.5664\/jcsm.26974"},{"key":"e_1_3_2_2_98_1","doi-asserted-by":"publisher","DOI":"10.1145\/1531674.1531689"},{"key":"e_1_3_2_2_99_1","doi-asserted-by":"publisher","DOI":"10.1109\/34.895972"},{"key":"e_1_3_2_2_100_1","unstructured":"Jasper Snoek Hugo Larochelle and Ryan\u00a0P Adams. 2012. Practical bayesian optimization of machine learning algorithms. In Advances in neural information processing systems. 2951\u20132959.  Jasper Snoek Hugo Larochelle and Ryan\u00a0P Adams. 2012. Practical bayesian optimization of machine learning algorithms. In Advances in neural information processing systems. 2951\u20132959."},{"key":"e_1_3_2_2_101_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.paid.2007.11.010"},{"key":"e_1_3_2_2_102_1","unstructured":"Charles\u00a0D Spielberger. 2013. The effects of anxiety on complex learning. Anxiety and behavior(2013) 361\u2013397.  Charles\u00a0D Spielberger. 2013. The effects of anxiety on complex learning. Anxiety and behavior(2013) 361\u2013397."},{"key":"e_1_3_2_2_103_1","unstructured":"Firstbeat\u00a0Technologies Stress and Recovery\u00a0White Paper. 2014. https:\/\/assets.firstbeat.com\/firstbeat\/uploads\/2015\/11\/Stress-and-recovery_white-paper_20145.pdf. Accessed: 2019-04-01.  Firstbeat\u00a0Technologies Stress and Recovery\u00a0White Paper. 2014. https:\/\/assets.firstbeat.com\/firstbeat\/uploads\/2015\/11\/Stress-and-recovery_white-paper_20145.pdf. Accessed: 2019-04-01."},{"key":"e_1_3_2_2_104_1","doi-asserted-by":"publisher","DOI":"10.2196\/mental.3889"},{"key":"e_1_3_2_2_105_1","doi-asserted-by":"publisher","DOI":"10.1007\/11840817_4"},{"key":"e_1_3_2_2_106_1","volume-title":"Ways of Knowing in HCI","author":"Voida Stephen","unstructured":"Stephen Voida , Donald\u00a0 J Patterson , and Shwetak\u00a0 N Patel . 2014. Sensor data streams . In Ways of Knowing in HCI . Springer , 291\u2013321. Stephen Voida, Donald\u00a0J Patterson, and Shwetak\u00a0N Patel. 2014. Sensor data streams. In Ways of Knowing in HCI. Springer, 291\u2013321."},{"key":"e_1_3_2_2_107_1","doi-asserted-by":"publisher","DOI":"10.1145\/2971648.2971740"},{"key":"e_1_3_2_2_108_1","doi-asserted-by":"crossref","unstructured":"Rui Wang Fanglin Chen Zhenyu Chen Tianxing Li Gabriella Harari Stefanie Tignor Xia Zhou Dror Ben-Zeev and Andrew\u00a0T Campbell. 2014. StudentLife: assessing mental health academic performance and behavioral trends of college students using smartphones. In Ubicomp. ACM 3\u201314.  Rui Wang Fanglin Chen Zhenyu Chen Tianxing Li Gabriella Harari Stefanie Tignor Xia Zhou Dror Ben-Zeev and Andrew\u00a0T Campbell. 2014. StudentLife: assessing mental health academic performance and behavioral trends of college students using smartphones. In Ubicomp. ACM 3\u201314.","DOI":"10.1145\/2632048.2632054"},{"key":"e_1_3_2_2_109_1","doi-asserted-by":"publisher","DOI":"10.1109\/SocialCom-PASSAT.2012.119"},{"key":"e_1_3_2_2_110_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpsycho.2019.04.012"},{"key":"e_1_3_2_2_111_1","volume-title":"high-anxious, and repressive coping styles: psychometric patterns and behavioral and physiological responses to stress.Journal of abnormal psychology 88, 4","author":"Weinberger A","year":"1979","unstructured":"Daniel\u00a0 A Weinberger , Gary\u00a0 E Schwartz , and Richard\u00a0 J Davidson . 1979. Low-anxious , high-anxious, and repressive coping styles: psychometric patterns and behavioral and physiological responses to stress.Journal of abnormal psychology 88, 4 ( 1979 ), 369. Daniel\u00a0A Weinberger, Gary\u00a0E Schwartz, and Richard\u00a0J Davidson. 1979. Low-anxious, high-anxious, and repressive coping styles: psychometric patterns and behavioral and physiological responses to stress.Journal of abnormal psychology 88, 4 (1979), 369."},{"key":"e_1_3_2_2_112_1","doi-asserted-by":"publisher","DOI":"10.1016\/S1053-4822(02)00045-1"},{"key":"e_1_3_2_2_113_1","volume-title":"Watkins, and Tim Dalgleish","author":"Williams G","year":"2007","unstructured":"J\u00a0Mark\u00a0 G Williams , Thorsten Barnhofer , Catherine Crane , Dirk Herman , Filip Raes , Ed Watkins, and Tim Dalgleish . 2007 . Autobiographical memory specificity and emotional disorder.Psychological bulletin 133, 1 (2007), 122. J\u00a0Mark\u00a0G Williams, Thorsten Barnhofer, Catherine Crane, Dirk Herman, Filip Raes, Ed Watkins, and Tim Dalgleish. 2007. Autobiographical memory specificity and emotional disorder.Psychological bulletin 133, 1 (2007), 122."},{"key":"e_1_3_2_2_114_1","unstructured":"Firstbeat Technologies Automated Fitness Level (VO2max)\u00a0Estimation with Heart\u00a0Rate and Speed Data. 2014. https:\/\/hubloq.net\/cloud\/runlog\/diverse\/white_paper_VO2max_11-11-20142.pdf. (2014).  Firstbeat Technologies Automated Fitness Level (VO2max)\u00a0Estimation with Heart\u00a0Rate and Speed Data. 2014. https:\/\/hubloq.net\/cloud\/runlog\/diverse\/white_paper_VO2max_11-11-20142.pdf. (2014)."},{"key":"e_1_3_2_2_115_1","volume-title":"Principal component analysis. Chemometrics and intelligent laboratory systems 2, 1-3","author":"Wold Svante","year":"1987","unstructured":"Svante Wold , Kim Esbensen , and Paul Geladi . 1987. Principal component analysis. Chemometrics and intelligent laboratory systems 2, 1-3 ( 1987 ), 37\u201352. Svante Wold, Kim Esbensen, and Paul Geladi. 1987. Principal component analysis. Chemometrics and intelligent laboratory systems 2, 1-3 (1987), 37\u201352."},{"key":"e_1_3_2_2_116_1","first-page":"1","article-title":"Leveraging routine behavior and contextually-filtered features for depression detection among college students","volume":"3","author":"Xu Xuhai","year":"2019","unstructured":"Xuhai Xu , Prerna Chikersal , Afsaneh Doryab , Daniella\u00a0 K Villalba , Janine\u00a0 M Dutcher , Michael\u00a0 J Tumminia , Tim Althoff , Sheldon Cohen , Kasey\u00a0 G Creswell , J\u00a0David Creswell , 2019 . Leveraging routine behavior and contextually-filtered features for depression detection among college students . Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 3 , 3 (2019), 1 \u2013 33 . Xuhai Xu, Prerna Chikersal, Afsaneh Doryab, Daniella\u00a0K Villalba, Janine\u00a0M Dutcher, Michael\u00a0J Tumminia, Tim Althoff, Sheldon Cohen, Kasey\u00a0G Creswell, J\u00a0David Creswell, 2019. Leveraging routine behavior and contextually-filtered features for depression detection among college students. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 3, 3 (2019), 1\u201333.","journal-title":"Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies"},{"key":"e_1_3_2_2_117_1","volume-title":"Ensemble machine learning: methods and applications","author":"Zhang Cha","unstructured":"Cha Zhang and Yunqian Ma. 2012. Ensemble machine learning: methods and applications . Springer . Cha Zhang and Yunqian Ma. 2012. Ensemble machine learning: methods and applications. Springer."},{"key":"e_1_3_2_2_118_1","doi-asserted-by":"crossref","unstructured":"Rhong Zhao and William\u00a0I Grosky. 2002. Bridging the semantic gap in image retrieval. In Distributed multimedia databases: Techniques and applications. IGI Global 14\u201336.  Rhong Zhao and William\u00a0I Grosky. 2002. Bridging the semantic gap in image retrieval. In Distributed multimedia databases: Techniques and applications. IGI Global 14\u201336.","DOI":"10.4018\/978-1-930708-29-7.ch002"}],"event":{"name":"CHI '22: CHI Conference on Human Factors in Computing Systems","location":"New Orleans LA USA","acronym":"CHI '22","sponsor":["SIGCHI ACM Special Interest Group on Computer-Human Interaction"]},"container-title":["CHI Conference on Human Factors in Computing Systems"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3491102.3502037","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3491102.3502037","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3491102.3502037","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T19:31:06Z","timestamp":1750188666000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3491102.3502037"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,4,29]]},"references-count":118,"alternative-id":["10.1145\/3491102.3502037","10.1145\/3491102"],"URL":"https:\/\/doi.org\/10.1145\/3491102.3502037","relation":{},"subject":[],"published":{"date-parts":[[2022,4,29]]}}}