Machine learning applied to digital phenotyping: A systematic literature review and taxonomy
MP dos Santos, WF Heckler, RS Bavaresco… - Computers in Human …, 2024 - Elsevier
Health conditions, encompassing both physical and mental aspects, hold an influence that
extends beyond the individual. These conditions affect personal well-being, relationships …
extends beyond the individual. These conditions affect personal well-being, relationships …
Digital phenotypes and digital biomarkers for health and diseases: a systematic review of machine learning approaches utilizing passive non-invasive signals …
Passive non-invasive sensing signals from wearable devices and smartphones are typically
collected continuously without user input. This passive and continuous data collection …
collected continuously without user input. This passive and continuous data collection …
[HTML][HTML] Measuring Environmental and Behavioral Drivers of Chronic Diseases Using Smartphone-Based Digital Phenotyping: Intensive Longitudinal Observational …
Background Previous studies investigating environmental and behavioral drivers of chronic
disease have often had limited temporal and spatial data coverage. Smartphone-based …
disease have often had limited temporal and spatial data coverage. Smartphone-based …
What digital health technology types are used in mental health prevention and intervention? Review of systematic reviews for systematization of technologies
N Tani, H Fujihara, K Ishii, Y Kamakura… - … of Occupational Health, 2024 - jstage.jst.go.jp
Digital health technology has been widely applied to mental health interventions worldwide.
Using digital phenotyping to identify an individual's mental health status has become …
Using digital phenotyping to identify an individual's mental health status has become …
Computational positive psychology: advancing the science of wellbeing in the digital era
Positive psychology (PP) is in its third wave, evolving towards an interdisciplinary study of
wellbeing. This article proposes computational positive psychology (CPP) as an emerging …
wellbeing. This article proposes computational positive psychology (CPP) as an emerging …
[HTML][HTML] Innovative Digital Phenotyping Method to Assess Body Representations in Autistic Adults: A Perspective on Multisensor Evaluation
In this perspective paper, we propose a novel tech-driven method to evaluate body
representations (BRs) in autistic individuals. Our goal is to deepen understanding of this …
representations (BRs) in autistic individuals. Our goal is to deepen understanding of this …
The promise of mobile sensing for predicting momentary emotions
Understanding the intricate dynamics of emotions in daily life is crucial, both from a scientific
and clinical perspective. Yet, obtaining a good picture of these emotion dynamics is …
and clinical perspective. Yet, obtaining a good picture of these emotion dynamics is …
[HTML][HTML] Development and Initial Evaluation of a Digital Phenotype Collection System for Adolescents: Proof-of-Concept Study
M Cho, D Park, M Choo, J Kim… - JMIR Formative …, 2024 - formative.jmir.org
Background The growing concern on adolescent mental health calls for proactive early
detection and intervention strategies. There is a recognition of the link between digital …
detection and intervention strategies. There is a recognition of the link between digital …
Personality Trait Inference Via Mobile Phone Sensors: A Machine Learning Approach
WYS Sze, MP Herrero, R Garriga - arXiv preprint arXiv:2401.10305, 2024 - arxiv.org
This study provides evidence that personality can be reliably predicted from activity data
collected through mobile phone sensors. Employing a set of well informed indicators …
collected through mobile phone sensors. Employing a set of well informed indicators …
Ergonomic strategies for Digital Occupational Health: Preparing for the oncoming wave of technological innovation
N Tani, C Yamaguchi, M Tsunemi… - Environmental and …, 2024 - jstage.jst.go.jp
Since the 2000s, the term “disruptive technology” has become often used in the medical and
healthcare fields to refer to technologies that disrupt existing systems and transform them …
healthcare fields to refer to technologies that disrupt existing systems and transform them …