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Personal Mental Health Navigator: Harnessing the Power of Data, Personal Models, and Health Cybernetics to Promote Psychological Well-being [article]

Amir M. Rahmani, Jocelyn Lai, Salar Jafarlou, Asal Yunusova, Alex. P. Rivera, Sina Labbaf, Sirui Hu, Arman Anzanpour, Nikil Dutt, Ramesh Jain, Jessica L. Borelli
2020 arXiv   pre-print
We demonstrate the feasibility of the personalized MHN approach via a 12-month pilot case study for holistic stress management in college students and highlight an instance of a therapist-in-the-loop intervention  ...  and navigational paradigm that leverages a personalized model of the individual, promising to deliver timely interventions to individuals in a holistic manner.  ...  To demonstrate the versatility of this approach, we also present a case study on applying the personalized MHN approach for holistic stress reduction and management in college students in the service of  ... 
arXiv:2012.09131v1 fatcat:caorljiqyzf35hz2ufkxnihuhu

Considering Individual and Situational Variation in Modeling Writing Processes [chapter]

Sabine Dengscherz
2022 Negotiating the Intersections of Writing and Writing Instruction  
There is a natural overlap in topics and research approaches between the two publications but the contribution of a collection like this is the extended studies it allows.  ...  One shared denominator in the chapters is the element of discussing models, approaches, and frameworks more than individual results. Needless to say, this is a difference of degree only.  ...  studies), as well as to the salt panners and environmentalists of the Presqu'île Guérandaise (France) who taught me the value of writing for a real context.  ... 
doi:10.37514/int-b.2022.1466.2.06 fatcat:7tlrhrg3vbdrddqaa33lqq4yti

Semi-Supervised Approach to Monitoring Clinical Depressive Symptoms in Social Media

Amir Hossein Yazdavar, Hussein S. Al-Olimat, Monireh Ebrahimi, Goonmeet Bajaj, Tanvi Banerjee, Krishnaprasad Thirunarayan, Jyotishman Pathak, Amit Sheth
2017 Proceedings of the 2017 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining 2017 - ASONAM '17  
Our study uses a semi-supervised statistical model to evaluate how the duration of these symptoms and their expression on Twitter (in terms of word usage patterns and topical preferences) align with the  ...  Based on the analysis of tweets crawled from users with self-reported depressive symptoms in their Twitter profiles, we demonstrate the potential for detecting clinical depression symptoms which emulate  ...  In another study, [10] leverage affective aspect, linguistic style, and topics as a feature for detecting depressed communities.  ... 
doi:10.1145/3110025.3123028 pmid:29707701 pmcid:PMC5914530 dblp:conf/asunam/YazdavarAEBBTPS17 fatcat:qjbouaoprndtxacevxfcihjoyy

Semi-Supervised Approach to Monitoring Clinical Depressive Symptoms in Social Media [article]

Amir Hossein Yazdavar, Hussein S. Al-Olimat, Monireh Ebrahimi, Goonmeet Bajaj, Tanvi Banerjee, Krishnaprasad Thirunarayan, Jyotishman Pathak, Amit Sheth
2017 arXiv   pre-print
Our study uses a semi-supervised statistical model to evaluate how the duration of these symptoms and their expression on Twitter (in terms of word usage patterns and topical preferences) align with the  ...  Based on the analysis of tweets crawled from users with self-reported depressive symptoms in their Twitter profiles, we demonstrate the potential for detecting clinical depression symptoms which emulate  ...  In another study, [10] leverage affective aspect, linguistic style, and topics as a feature for detecting depressed communities.  ... 
arXiv:1710.05429v1 fatcat:xferiqrs4nfrrpljdcr536r2yu

Leveraging WiFi Network Logs to Infer Student Collocation and its Relationship with Academic Performance [article]

V. Das Swain, H. Kwon, S. Sargolzaei, B. Saket, M. Bin Morshed, K. Tran, D. Patel, Y. Tian, J. Philipose, Y. Cui, T. Plötz, M. De Choudhury (+1 others)
2021 arXiv   pre-print
Specifically, we inspect the association between individual performance and the collocation behaviors of project group members. We study 163 students (in 54 project groups) over 14 weeks.  ...  Alternatively, embedding new sensors in the environment is limited by the expense of covering the entire campus. We investigate the feasibility of leveraging WiFi association logs for this purpose.  ...  For instance in the case of Part 2 sections, the students were expected to meet among themselves during class time.  ... 
arXiv:2005.11228v2 fatcat:ujowxecstncjlpplar7tvtsyqq

Insomnia and inflammation: a two hit model of depression risk and prevention

Michael R. Irwin, Dominique Piber
2018 World Psychiatry  
Meaney for their comments and very careful review of this paper, and A. Ropes for assistance with manuscript preparation.  ...  Carmi for assistance in data extraction. They thank all authors of the included studies, especially the ones who provided additional information and data.  ...  We next employed a formal computational model of perception: a three-tiered hierarchical Gaussian filter (HGF) 8 .  ... 
doi:10.1002/wps.20556 pmid:30229570 pmcid:PMC6127743 fatcat:d5xaoj4yhbdkbnz7iymcb7tauy

WiFi mobility models for COVID-19 enable less burdensome and more localized interventions for university campuses [article]

Vedant Das Swain, Jiajia Xie, Maanit Madan, Sonia Sargolzaei, James Cai, Munmun De Choudhury, Gregory D. Abowd, Lauren N. Steimle, B. Aditya Prakash
2021 medRxiv   pre-print
WF can construct contact networks that capture behavior in a variety of spaces, highlighting new potential transmission pathways and temporal variation in contact behavior.  ...  WF can empower universities to conceive and assess a variety of closure policies to prevent future outbreaks.  ...  College student behavior outside campus on weekends and breaks is known to impact local transmission [14] .  ... 
doi:10.1101/2021.03.16.21253662 fatcat:eh2ifblydff5jkiqyclncvwcbm

On the Opportunities and Risks of Foundation Models [article]

Rishi Bommasani, Drew A. Hudson, Ehsan Adeli, Russ Altman, Simran Arora, Sydney von Arx, Michael S. Bernstein, Jeannette Bohg, Antoine Bosselut, Emma Brunskill, Erik Brynjolfsson, Shyamal Buch (+102 others)
2021 arXiv   pre-print
Homogenization provides powerful leverage but demands caution, as the defects of the foundation model are inherited by all the adapted models downstream.  ...  AI is undergoing a paradigm shift with the rise of models (e.g., BERT, DALL-E, GPT-3) that are trained on broad data at scale and are adaptable to a wide range of downstream tasks.  ...  In addition, we would like to especially thank Vanessa Parli for helping to organize this effort.  ... 
arXiv:2108.07258v2 fatcat:yktkv4diyrgzzfzqlpvaiabc2m

The American Academy of Health Behavior 2018 Annual Scientific Meeting: "An Equity Approach to Health Behavior Innovations"

M. Renée Umstattd Meyer
2018 Health Behavior Research  
The purpose of the study was to determine the relationship between depression and ATOD among college students between 2010-2015.  ...  Therefore, to promote healthy sleep behaviors among college students, two approaches may be warranted: For college students not meeting sleep recommendations, initiating the behavior is critical, and for  ...  Our study shows that using multiple strategies is a viable method for recruiting participants for health promotion activities.  ... 
doi:10.4148/2572-1836.1018 fatcat:6tlej5d3cjc7pocq66qptvnvkq

The NMC Horizon Report: 2016 Higher Education Edition

Becker Johnson
2016 Zenodo  
These questions and similar inquiries regarding technology adoption and educational change steered the collaborative research and discussions of a body of 58 experts to produce the NMC Horizon Report:  ...  This NMC Horizon Report series charts the five-year horizon for the impact of emerging technologies in colleges and universities across the globe.  ...  A similar project leverages wearable sensors and smartphones to diagnose various forms of depression and recommend specific treatments.  ... 
doi:10.5281/zenodo.5825548 fatcat:cplovvoianfihbgjwho2pjjjo4

A Bellwether for All Library Services in the Future: A Review of User-Centered Library Integrations with Learning Management Systems

Liz Thompson, David S. Vess
2017 Virginia Libraries  
This literature mainly documents the functional design and implementation of the library tools within the parameters of a given learning management system at a given college or university.  ...  expectations, and perceptions of library integrations are the foundation for a successful integration.  ...  A similar project leverages wearable sensors and smartphones to diagnose various forms of depression and recommend specific treatments.  ... 
doi:10.21061/valib.v62i1.1472 fatcat:3m4u2ggkpvh5pcjvc3t6otpctm

Building Strong Partnerships: Education and Mental Health Systems Working Together to Advance Behavioral Health Screening in Schools

Kathleen Lynne Lane, Wendy Peia Oakes, John Crocker, Mark D Weist
2017 Report on emotional & behavioral disorders in youth  
In this article, we have introduced a key challenge confronting the fields of education and mental health: the need for early detection of EBDs among students and a framework for early response to their  ...  Following this discussion, we provided two illustrations (1) teacher-completed behavior screening within a Ci3T model of prevention in an elementary school setting and (2) student self-reported mental  ...  the College and Career Center designed a model in 2015-2016.  ... 
pmid:30079000 pmcid:PMC6075829 fatcat:v5jxsb4xnrcsznmdqykwdqsay4

Detection of Depression-Related Posts in Reddit Social Media Forum

Michael M. Tadesse, Hongfei Lin, Bo Xu, Liang Yang
2019 IEEE Access  
The key objective of our study is to examine Reddit users' posts to detect any factors that may reveal the depression attitudes of relevant online users.  ...  We identify a lexicon of terms that are more common among depressed accounts. The results show that our proposed method can significantly improve performance accuracy.  ...  Janka Koperdanova for her full support and editing of the paper.  ... 
doi:10.1109/access.2019.2909180 fatcat:wxb3onyy7zdsvmk2zsmp77dyci

Reshaping teaching and learning with 3D printing technologies

Michael A. Kolitsky
2014 e-mentor  
a college education out of reach for many students.  ...  In a commentary for The Chronicle of Higher Education, David Helfand, one of the founders of Quest University Canada, makes a case for more collaboration in 21st century learning.  ...  The NMC is an international communities of hundreds of leading universities, colleges, museums, schools, and industry leaders.  ... 
doi:10.15219/em56.1130 fatcat:cheqn6zb2zavno7a4ts4dmzkqu

Modeling Creativity: Case Studies in Python [article]

Tom De Smedt
2014 arXiv   pre-print
We will use a hands-on approach with case studies and examples in the Python programming language.  ...  Lucas University College of Art & Design Antwerp) under the supervision of Lucas Nijs.  ...  Acknowledgements The authors of DrawBot, Just van Rossum and Erik van Blokland, define the simplicity of a computational approach to art and design in terms of volume, complexity and variation:  ... 
arXiv:1410.0281v1 fatcat:an7qvt47fbeqjgx5jmhrrnijsm
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