Machine learning for multimodal mental health detection: a systematic review of passive sensing approaches
As mental health (MH) disorders become increasingly prevalent, their multifaceted
symptoms and comorbidities with other conditions introduce complexity to diagnosis, posing …
symptoms and comorbidities with other conditions introduce complexity to diagnosis, posing …
Burnout and the quantified workplace: Tensions around personal sensing interventions for stress in resident physicians
Recent research has explored computational tools to manage workplace stress via personal
sensing, a measurement paradigm in which behavioral data streams are collected from …
sensing, a measurement paradigm in which behavioral data streams are collected from …
Algorithmic power or punishment: Information worker perspectives on passive sensing enabled ai phenotyping of performance and wellbeing
V Das Swain, L Gao, WA Wood, SC Matli… - Proceedings of the …, 2023 - dl.acm.org
We are witnessing an emergence in Passive Sensing enabled AI (PSAI) to provide dynamic
insights for performance and wellbeing of information workers. Hybrid work paradigms have …
insights for performance and wellbeing of information workers. Hybrid work paradigms have …
Can workers meaningfully consent to workplace wellbeing technologies?
S Chowdhary, A Kawakami, ML Gray, J Suh… - Proceedings of the …, 2023 - dl.acm.org
Sensing technologies deployed in the workplace can unobtrusively collect detailed data
about individual activities and group interactions that are otherwise difficult to capture. A …
about individual activities and group interactions that are otherwise difficult to capture. A …
Sensing wellbeing in the workplace, why and for whom? envisioning impacts with organizational stakeholders
With the heightened digitization of the workplace, alongside the rise of remote and hybrid
work prompted by the pandemic, there is growing corporate interest in using passive …
work prompted by the pandemic, there is growing corporate interest in using passive …
Complex daily activities, country-level diversity, and smartphone sensing: A study in denmark, italy, mongolia, paraguay, and uk
Smartphones enable understanding human behavior with activity recognition to support
people's daily lives. Prior studies focused on using inertial sensors to detect simple activities …
people's daily lives. Prior studies focused on using inertial sensors to detect simple activities …
Pearl: A technology probe for machine-assisted reflection on personal data
Reflection on one's personal data can be an effective tool for supporting wellbeing.
However, current wellbeing reflection support tools tend to offer a one-size-fits-all approach …
However, current wellbeing reflection support tools tend to offer a one-size-fits-all approach …
Contextual gaps in machine learning for mental illness prediction: The case of diagnostic disclosures
S Chancellor, JL Feuston, J Chang - Proceedings of the ACM on Human …, 2023 - dl.acm.org
Getting training data for machine learning (ML) prediction of mental illness on social media
data is labor intensive. To work around this, ML teams will extrapolate proxy signals, or …
data is labor intensive. To work around this, ML teams will extrapolate proxy signals, or …
Design implications for one-way text messaging services that support psychological wellbeing
A Bhattacharjee, J Pang, A Liu, A Mariakakis… - ACM Transactions on …, 2023 - dl.acm.org
One-way text messaging services have the potential to support psychological wellbeing at
scale without conversational partners. However, there is limited understanding of what …
scale without conversational partners. However, there is limited understanding of what …
Sensible and Sensitive AI for Worker Wellbeing: Factors that Inform Adoption and Resistance for Information Workers
Algorithmic estimations of worker behavior are gaining popularity. Passive Sensing–
enabled AI (PSAI) systems leverage behavioral traces from workers' digital tools to infer their …
enabled AI (PSAI) systems leverage behavioral traces from workers' digital tools to infer their …