On blurry boundaries when defining digital biomarkers: how much biology needs to be in a digital biomarker?
Recent years have seen a rise in research where so called “digital biomarkers” represent
the focal study interest. Many researchers understand that digital biomarkers describe digital …
the focal study interest. Many researchers understand that digital biomarkers describe digital …
[HTML][HTML] Predicting depression from smartphone behavioral markers using machine learning methods, hyperparameter optimization, and feature importance analysis …
Background Depression is a prevalent mental health challenge. Current depression
assessment methods using self-reported and clinician-administered questionnaires have …
assessment methods using self-reported and clinician-administered questionnaires have …
Dense sampling approaches for psychiatry research: Combining scanners and smartphones
Together, data from brain scanners and smartphones have sufficient coverage of biology,
psychology, and environment to articulate between-person differences in the interplay within …
psychology, and environment to articulate between-person differences in the interplay within …
A survey of computational methods for online mental state assessment on social media
Mental state assessment by analysing user-generated content is a field that has recently
attracted considerable attention. Today, many people are increasingly utilising online social …
attracted considerable attention. Today, many people are increasingly utilising online social …
[HTML][HTML] Mood ratings and digital biomarkers from smartphone and wearable data differentiates and predicts depression status: A longitudinal data analysis
Depression is a prevalent mental disorder. Current clinical and self-reported assessment
methods of depression are laborious and incur recall bias. Their sporadic nature often …
methods of depression are laborious and incur recall bias. Their sporadic nature often …
COVID student study: A year in the life of college students during the COVID-19 pandemic through the lens of mobile phone sensing
The COVID-19 pandemic continues to affect the daily life of college students, impacting their
social life, education, stress levels and overall mental well-being. We study and assess …
social life, education, stress levels and overall mental well-being. We study and assess …
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 …
First-gen lens: Assessing mental health of first-generation students across their first year at college using mobile sensing
The transition from high school to college is a taxing time for young adults. New students
arriving on campus navigate a myriad of challenges centered around adapting to new living …
arriving on campus navigate a myriad of challenges centered around adapting to new living …
Show me your smartphone… and then I will show you your brain structure and brain function
Research in the field of digital phenotyping and mobile sensing has seen a tremendous rise
in interest over the last few years. The psychological and psychiatric sciences were early …
in interest over the last few years. The psychological and psychiatric sciences were early …
Impact of dynamic greenspace exposure on symptomatology in individuals with schizophrenia
There are currently many tools available for capturing and defining the context of one's
environment. Digital phenotyping, the use of technology and sensors to capture moment-to …
environment. Digital phenotyping, the use of technology and sensors to capture moment-to …