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Can We Assess Mental Health through Social Media and Smart Devices? Addressing Bias in Methodology and Evaluation [article]

Adam Tsakalidis, Maria Liakata, Theo Damoulas, Alexandra I. Cristea
2018 arXiv   pre-print
In this work we take a closer look at state-of-the-art approaches, using different mental health datasets and indicators, different feature sources and multiple simulations, in order to assess their ability  ...  Predicting mental health from smartphone and social media data on a longitudinal basis has recently attracted great interest, with very promising results being reported across many studies.  ...  Acknowledgements The current work was supported by the EPSRC through the University of Warwick's CDT in Urban Science and Progress (grant EP/L016400/1) and through The Alan Turing Institute (grant EP/N510129  ... 
arXiv:1807.07351v1 fatcat:ya55ro5bzjcm3dq6q37jlovcu4

Cross-Device Taxonomy

Frederik Brudy, Christian Holz, Roman Rädle, Chi-Jui Wu, Steven Houben, Clemens Nylandsted Klokmose, Nicolai Marquardt
2019 Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems - CHI '19  
Research addressing the opportunities and challenges of interactions with multiple devices in concert is of continued focus in HCI research.  ...  For both new and experienced researchers in the field we provide: an overview, historic trends and unified terminology of cross-device research; discussion of major and under-explored application areas  ...  Addressing Social Challenges: Designing new cross-device systems involves tackling the challenges of social relations and norms [77] , privacy [33, 337] , authentication, as well as providing support  ... 
doi:10.1145/3290605.3300792 dblp:conf/chi/BrudyHRWHKM19 fatcat:xeo4p3w4kjgghfe6yvug5bahm4

A Dual-Stage SEM-ANN Analysis to Explore Consumers' Adoption of Smart Wearable Healthcare Devices

2021 Journal of Global Information Management  
Advances in information technology have included the development of smart wearable healthcare (SWH) devices that have potential benefits for consumer health.  ...  The findings of this study and the dual-stage SEM-ANN methodology will have a strong impact on the existing literature regarding SWH devices.  ...  ACKNoWLEDGEMENT The authors are thankful to the Deanship of Scientific Research at King Saud University represented by the Research Centre in the College of Business Administration for financially supporting  ... 
doi:10.4018/jgim.294123 fatcat:eggpa5373zdihc5yfgmfwvt35e

Don't look at me that way!

Marion Koelle, Matthias Kranz, Andreas Möller
2015 Proceedings of the 17th International Conference on Human-Computer Interaction with Mobile Devices and Services - MobileHCI '15  
In particular, we investigate how knowledge about usage intentions -indicates as "thinking bubbles" affects social acceptance.  ...  Figure 1 : We investigate how data glasses usage is perceived by device users as well as by their peers based on abstract, sketched scenarios.  ...  [31] in 2010 investigate acceptance patterns of different concepts for e-health care systems, incl. smart mobile devices, smart clothes as well as smart environments.  ... 
doi:10.1145/2785830.2785842 dblp:conf/mhci/KoelleKM15 fatcat:ilce2j7iabcfxi4s243kj4c7hq

Wearable device adoption among older adults: A mixed-methods study

Samira Farivar, Mohamed Abouzahra, Maryam Ghasemaghaei
2020 International Journal of Information Management  
Recently, the popularity of smart wearable technologies, such as Fitbit, has significantly increased. There are numerous potential benefits in using these devices, especially among seniors.  ...  Through a mixed-methods approach, this study investigates the factors that impact seniors' intention to use wearable devices.  ...  Smart wearable devices can play a significant role in improving the monitoring and tracking older adults' health.  ... 
doi:10.1016/j.ijinfomgt.2020.102209 pmid:32834339 pmcid:PMC7402656 fatcat:s66vr4z3xvfrxjy2g5nmvlp24q

Effectiveness of digital technology interventions to reduce loneliness in adults: a protocol for a systematic review and meta-analysis

Syed Ghulam Sarwar Shah, David Nogueras, Hugo van Woerden, Vasiliki Kiparoglou
2019 BMJ Open  
IntroductionLoneliness is an emerging public health problem that is associated with social, emotional, mental and physical health issues.  ...  .2.0 (revised tool for Risk of Bias in randomized trials) and ROBINS-I (Risk Of Bias in Non-randomized Studies—of Interventions) tools for randomised control trials and non-randomised studies, respectively  ...  AbStrACt Introduction Loneliness is an emerging public health problem that is associated with social, emotional, mental and physical health issues.  ... 
doi:10.1136/bmjopen-2019-032455 pmid:31562164 pmcid:PMC6773278 fatcat:wrdlafpc5vcf5ln5aziqt2vigq

Unregulated Health Research Using Mobile Devices: Ethical Considerations and Policy Recommendations

Mark A. Rothstein, John T. Wilbanks, Laura M. Beskow, Kathleen M. Brelsford, Kyle B. Brothers, Megan Doerr, Barbara J. Evans, Catherine M. Hammack-Aviran, Michelle L. McGowan, Stacey A. Tovino
2020 Journal of Law, Medicine & Ethics  
Mobile devices with health apps, direct-to-consumer genetic testing, crowd-sourced information, and other data sources have enabled research by new classes of researchers.  ...  This article addresses the difficult policy challenge of promoting the welfare and interests of research participants, as well as the public, in the absence of regulatory requirements and without discouraging  ...  Indeed, all of the arguments and recommendations in the article do not necessarily represent the position of all authors.  ... 
doi:10.1177/1073110520917047 pmid:32342752 fatcat:g7hgteiktvgwvpili6utrrdn4q

An End-To-End Toolset For The Creation And Delivery Of Video-Based Multi-Device Content

I. Fraile
2018 Zenodo  
Finally, we detail the system performance on different devices, and next steps.  ...  We introduce an end-to-end toolset for the production and delivery of synchronous multi-device content.  ...  In the work here introduced we acknowledge the contributions of Wojciech Kapsa and Daniel Acknowledgements The authors want to thank the people that appear in the documentary for sharing their stories  ... 
doi:10.5281/zenodo.1402979 fatcat:gehlqemtongildlquzjz4dyzwe

Targeted client communication via mobile devices for improving sexual and reproductive health

Melissa J Palmer, Nicholas Henschke, Gemma Villanueva, Nicola Maayan, Hanna Bergman, Claire Glenton, Simon Lewin, Marita S Fønhus, Tigest Tamrat, Garrett L Mehl, Caroline Free, Cochrane Consumers and Communication Group
2020 The Cochrane library  
Targeted client communication via mobile devices for improving sexual and reproductive health (Review)  ...  We excluded the following. • Studies in which the communication between the client and health system was first initiated by the client.  ...  Studies in which A C K N O W L E D G E M E N T S We thank the editors and sta of Cochrane Consumers and Communication, particularly Bronwen Merner, Ann Jones and Rebecca Ryan for their input into the  ... 
doi:10.1002/14651858.cd013680 fatcat:y3ksvomtnrfr5pqh3f6edr5fhi

The effectiveness of digital technology interventions to reduce loneliness in adult people: A protocol for a systematic review and meta-analysis [article]

Syed Ghulam Sarwar Shah, David Nogueras, Hugo Cornelis van Woerden, Vasiliki Kiparoglou
2019 medRxiv   pre-print
Introduction Loneliness is an emerging public health problem, which is associated with social, emotional, mental and physical health issues.  ...  Quality of evidence and bias: Quality of evidence assessed the RoB 2.0 (revised tool for Risk of Bias in randomized trials) and ROBINS-I (Risk Of Bias in Non-randomized Studies - of Interventions) tools  ...  SGSS undertook preliminary literature searches in the PubMed with the help from Bodleian Health Care Libraries, Oxford.  ... 
doi:10.1101/19000414 fatcat:l6zmxpymwfej3n5xzvxpvpghsi

Effectiveness of Mobile Apps for Smoking Cessation: Α Review

Kabindra Regmi, Norhayati Kassim, Norhayati Ahmad, Nik Tuah
2017 Tobacco Prevention and Cessation  
Similarly, reduction in relapse attributed to enhanced discussion among quitters using social media applications was observed.  ...  We conducted the search using Ovid Medline/PubMed, CENTRAL and Scopus databases dated (January 2007-June 2016).  ...  We followed best practice to avoid bias in the sample of studies we have retrieved. We checked the studies included for relevance and methodological rigour using PICOST framework.  ... 
doi:10.18332/tpc/70088 pmid:32432186 pmcid:PMC7232804 fatcat:53aphmk7wjd43oecrfryo4lw3a

Targeted client communication via mobile devices for improving maternal, neonatal, and child health

Melissa J Palmer, Nicholas Henschke, Hanna Bergman, Gemma Villanueva, Nicola Maayan, Tigest Tamrat, Garrett L Mehl, Claire Glenton, Simon Lewin, Marita S Fønhus, Caroline Free, Cochrane Consumers and Communication Group
2020 The Cochrane library  
Targeted client communication via mobile devices for improving maternal, neonatal, and child health (Review)  ...  We are grateful to the Guideline Development Group and External Review Group of the WHO Guideline on digital interventions for health system strengthening for their constructive feedback in formulating  ...  This work was funded by the UNDP-UNFPA-UNICEF-WHO-World Bank Special Programme of Research, Development and Research Training in Human Reproduction (HRP), a cosponsored program executed by the World Health  ... 
doi:10.1002/14651858.cd013679 fatcat:3y75hnp76nd7tbk52xrt7waab4

Can Technology Abate the Experience of Social Isolation for Those Affected by Dementia?

Julie Faieta, Lily Faieta, Jean Leblond, François Routhier, Krista Best
2022 Frontiers in Aging Neuroscience  
survey to investigate their perceptions on (1) changes in personal mental health due to isolation from their loved one, and (2) the perceived need for use of smart mobile device app use in these situations.ResultsThe  ...  An inverse relationship between SMD app use and poor mental health points to the potential for communication technology to lessen the negative impacts of social isolation, when it becomes necessary to  ...  Caregivers who are more comfortable with smart personal technology can utilize numerous distance communication methods–messaging, video chat, social media, email, etc.  ... 
doi:10.3389/fnagi.2021.779031 pmid:35281719 pmcid:PMC8904898 fatcat:7lxiuvskzraeffgfh2xaehzmpq

Wearable Devices for Environmental Monitoring in the Built Environment: A Systematic Review

Francesco Salamone, Massimiliano Masullo, Sergio Sibilio
2021 Sensors  
In line with the IoT concept, many commercial wearables have been introduced in recent years, which differ from the usual devices in that they use the term "smart" alongside the terms "watches", "glasses  ...  The so-called Internet of Things (IoT), which is rapidly increasing the number of network-connected and interconnected objects, could have a far-reaching impact in identifying the link between human health  ...  Visual environmental factor in indoor spaces has been shown to affect mental health and productivity of occupants [39] .  ... 
doi:10.3390/s21144727 fatcat:cqifubpb4baaliclf7abltkfce

Application of Artificial Intelligence on Psychological Interventions and Diagnosis: An Overview

Sijia Zhou, Jingping Zhao, Lulu Zhang
2022 Frontiers in Psychiatry  
as deep learning (DL) and AI is affecting psychological assessment and psychotherapy, we performed a search on PUBMED, and Web of Science using the terms "psychological interventions," "diagnosis on mental  ...  lead to profound impact on personalized medicine for mental health conditions.  ...  Online evaluation can help the specialist to quickly assess psychological state of patients, as mobile devices are more available nowadays and people can go through a psychological assessment at their  ... 
doi:10.3389/fpsyt.2022.811665 pmid:35370846 pmcid:PMC8968136 fatcat:ptuubkzb5jczzkaz64szuhey6q
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