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775 Results Found

  • Systematic Review
  • Open Access
7 Citations
5,841 Views
19 Pages

Smart Textile Technology for the Monitoring of Mental Health

  • Shonal Fernandes,
  • Alberto Ramos,
  • Mario Vega-Barbas,
  • Carolina García-Vázquez,
  • Fernando Seoane and
  • Iván Pau

13 February 2025

In recent years, smart devices have proven their effectiveness in monitoring mental health issues and have played a crucial role in providing therapy. The ability to embed sensors in fabrics opens new horizons for mental healthcare, addressing the gr...

  • Article
  • Open Access
94 Citations
18,200 Views
16 Pages

A Survey on Wearable Sensors for Mental Health Monitoring

  • Nuno Gomes,
  • Matilde Pato,
  • André Ribeiro Lourenço and
  • Nuno Datia

25 January 2023

Mental illness, whether it is medically diagnosed or undiagnosed, affects a large proportion of the population. It is one of the causes of extensive disability, and f not properly treated, it can lead to severe emotional, behavioral, and physical hea...

  • Article
  • Open Access
113 Citations
33,670 Views
18 Pages

A Mental Health Chatbot with Cognitive Skills for Personalised Behavioural Activation and Remote Health Monitoring

  • Prabod Rathnayaka,
  • Nishan Mills,
  • Donna Burnett,
  • Daswin De Silva,
  • Damminda Alahakoon and
  • Richard Gray

11 May 2022

Mental health issues are at the forefront of healthcare challenges facing contemporary human society. These issues are most prevalent among working-age people, impacting negatively on the individual, his/her family, workplace, community, and the econ...

  • Article
  • Open Access
7 Citations
4,473 Views
17 Pages

In-Depth Co-Design of Mental Health Monitoring Technologies by People with Lived Experience

  • Bronwin Patrickson,
  • Mike Musker,
  • Dan Thorpe,
  • Yasmin van Kasteren,
  • Niranjan Bidargaddi and
  • The Consumer and Carer Advisory Group (CCAG)

Advancements in digital monitoring solutions collaborate closely with electronic medical records. These fine-grained monitoring capacities can generate and process extensive electronic record data. Such capacities promise to enhance mental health car...

  • Article
  • Open Access
5 Citations
11,369 Views
47 Pages

29 August 2025

Wearable computing is evolving from a passive data collection paradigm into an active, precision-guided health orchestration system. This survey synthesizes developments across sensing modalities, wireless protocols, computational frameworks, and AI-...

  • Article
  • Open Access
4 Citations
3,046 Views
14 Pages

17 January 2025

Mental health disorders constitute a significant global challenge, compounded by the limitations of traditional management approaches that rely heavily on subjective self-reports and infrequent professional evaluations. This study presents a groundbr...

  • Systematic Review
  • Open Access
1 Citations
3,965 Views
17 Pages

A Systematic Review of Mental Health Monitoring and Intervention Using Unsupervised Deep Learning on EEG Data

  • Akhila Reddy Yadulla,
  • Guna Sekhar Sajja,
  • Santosh Reddy Addula,
  • Mohan Harish Maturi,
  • Geeta Sandeep Nadella,
  • Elyson De La Cruz,
  • Karthik Meduri and
  • Hari Gonaygunta

Electroencephalography (EEG) is a widely used non-invasive method for capturing brain activity, offering valuable insights into cognitive and emotional states relevant to mental health. With the growing complexity and volume of EEG data, machine lear...

  • Review
  • Open Access
16 Citations
18,497 Views
23 Pages

Background/Objectives: Artificial intelligence (AI)-enabled digital interventions are increasingly used to expand access to mental health care. This PRISMA-ScR scoping review maps how AI technologies support mental health care across five phases: pre...

  • Article
  • Open Access
29 Citations
8,060 Views
20 Pages

24 January 2021

Remote Patient Monitoring (RPM) has gained great popularity with an aim to measure vital signs and gain patient related information in clinics. RPM can be achieved with noninvasive digital technology without hindering a patient’s daily activiti...

  • Article
  • Open Access
9 Citations
3,505 Views
16 Pages

Assessment and Monitoring of the Quality of Clinical Pathways in Patients with Depressive Disorders: Results from a Multiregional Italian Investigation on Mental Health Care Quality (the QUADIM Project)

  • Matteo Monzio Compagnoni,
  • Giulia Caggiu,
  • Liliana Allevi,
  • Angelo Barbato,
  • Flavia Carle,
  • Barbara D’Avanzo,
  • Teresa Di Fiandra,
  • Lucia Ferrara,
  • Andrea Gaddini and
  • Antonio Lora
  • + 6 authors

Ensuring adequate quality of care to patients with severe mental disorders remains a challenge. The implementation of clinical indicators aimed at assessing the quality of health care pathways delivered is crucial for the improvement of mental health...

  • Article
  • Open Access
2 Citations
4,726 Views
12 Pages

13 September 2024

Clozapine is the only approved antipsychotic for refractory schizophrenia to date. It can cause a range of serious and fatal adverse effects, including Clozapine-Induced Gastrointestinal Hypomotility (CIGH). While guidance is readily available to hel...

  • Article
  • Open Access
11 Citations
6,219 Views
10 Pages

7 July 2022

This study examines the psychological wellbeing and mental health of nursing staff and determines workplace factors that affect them. Wellbeing and sustainable workload are important for the quality of work life. A cross-sectional study of employees...

  • Review
  • Open Access
20 Citations
11,055 Views
31 Pages

Fusing Wearable Biosensors with Artificial Intelligence for Mental Health Monitoring: A Systematic Review

  • Ali Kargarandehkordi,
  • Shizhe Li,
  • Kaiying Lin,
  • Kristina T. Phillips,
  • Roberto M. Benzo and
  • Peter Washington

21 March 2025

The development of digital instruments for mental health monitoring using biosensor data from wearable devices can enable remote, longitudinal, and objective quantitative benchmarks. To survey developments and trends in this field, we conducted a sys...

  • Article
  • Open Access
3 Citations
4,032 Views
15 Pages

Improving the Accuracy of mmWave Radar for Ethical Patient Monitoring in Mental Health Settings

  • Colm Dowling,
  • Hadi Larijani,
  • Mike Mannion,
  • Matt Marais and
  • Simon Black

19 September 2024

Monitoring patient safety in high-risk mental health environments is a challenge for clinical staff. There has been a recent increase in the adoption of contactless sensing solutions for remote patient monitoring. mmWave radar is a technology that ha...

  • Review
  • Open Access
27 Citations
6,858 Views
37 Pages

Current Status of Therapeutic Drug Monitoring in Mental Health Treatment: A Review

  • Filippo Pennazio,
  • Claudio Brasso,
  • Vincenzo Villari and
  • Paola Rocca

Therapeutic drug monitoring (TDM) receives growing interest in different psychiatric clinical settings (emergency, inpatient, and outpatient services). Despite its usefulness, TDM remains underemployed in mental health. This is partly due to the need...

  • Article
  • Open Access
651 Views
28 Pages

2 December 2025

The continuous analysis of emotional cues through facial emotion recognition (FER) systems can support mental health evaluation and psychological well-being monitoring systems. Most FER systems face privacy and trust concerns due to their centralized...

  • Article
  • Open Access
7 Citations
4,530 Views
26 Pages

Recognizing Context-Aware Human Sociability Patterns Using Pervasive Monitoring for Supporting Mental Health Professionals

  • Ivan Rodrigues de Moura,
  • Ariel Soares Teles,
  • Markus Endler,
  • Luciano Reis Coutinho and
  • Francisco José da Silva e Silva

25 December 2020

Traditionally, mental health specialists monitor their patients’ social behavior by applying subjective self-report questionnaires in face-to-face meetings. Usually, the application of the self-report questionnaire is limited by cognitive biase...

  • Article
  • Open Access
2 Citations
2,314 Views
17 Pages

A Gamified AI-Driven System for Depression Monitoring and Management

  • Sanaz Zamani,
  • Adnan Rostami,
  • Minh Nguyen,
  • Roopak Sinha and
  • Samaneh Madanian

24 June 2025

Depression affects millions of people worldwide and remains a significant challenge in mental health care. Despite advances in pharmacological and psychotherapeutic treatments, there is a critical need for accessible and engaging tools that help indi...

  • Article
  • Open Access
5 Citations
2,743 Views
10 Pages

Mental and Physical Stress Responses to Personal Ultrafine Particle Exposure in Adolescents

  • Ashley L. Turner,
  • Cole Brokamp,
  • Chris Wolfe,
  • Tiina Reponen,
  • Kelly J. Brunst and
  • Patrick H. Ryan

Incidence rates of mental health disorders among adolescents is increasing, indicating a strong need for effective prevention efforts at a population level. The etiology of mental health disorders includes genetic, social, and environmental factors....

  • Article
  • Open Access
7 Citations
2,860 Views
32 Pages

17 February 2023

The COVID-19 pandemic amplified the elderly’s aging-related dysfunctionalities and vulnerabilities. Research surveys, aimed at evaluating the socio–physical–emotional state of the elderly and obtaining data on their access to medica...

  • Article
  • Open Access
4 Citations
6,833 Views
18 Pages

2 April 2024

Mental illnesses, such as clinical depression, have taken an unprecedented toll on society and the economy on a global scale. The relationship between stress management and mental health decline is of utmost significance, especially as most avenues o...

  • Article
  • Open Access
3 Citations
1,935 Views
17 Pages

18 October 2024

Objective: This qualitative study sought to explore patient experiences with technologies used in the Community Health in a Virtual Environment (Co-HIVE) pilot trial. Technology is becoming increasingly prevalent in mental healthcare, and user accept...

  • Review
  • Open Access
1 Citations
4,148 Views
20 Pages

Assessing the Applicability of Machine Learning Models for Robotic Emotion Monitoring: A Survey

  • Md Ayshik Rahman Khan,
  • Marat Rostov,
  • Jessica Sharmin Rahman,
  • Khandaker Asif Ahmed and
  • Md Zakir Hossain

28 December 2022

Emotion monitoring can play a vital role in investigating mental health disorders that contribute to 14% of global diseases. Currently, the mental healthcare system is struggling to cope with the increasing demand. Robot-assisted mental health monito...

  • Review
  • Open Access
4 Citations
11,253 Views
30 Pages

27 July 2024

Advancements in psychotropic therapy for pregnant women are pivotal for addressing maternal mental health during the perinatal period. Screening for mood and anxiety symptoms during pregnancy is recommended to enable early intervention. Psychotropic...

  • Review
  • Open Access
26 Citations
5,512 Views
22 Pages

How Are Information and Communication Technologies Supporting Routine Outcome Monitoring and Measurement-Based Care in Psychotherapy? A Systematic Review

  • Patricia Gual-Montolio,
  • Verónica Martínez-Borba,
  • Juana María Bretón-López,
  • Jorge Osma and
  • Carlos Suso-Ribera

Psychotherapy has proven to be effective for a wide range of mental health problems. However, not all patients respond to the treatment as expected (not-on-track patients). Routine outcome monitoring (ROM) and measurement-based care (MBC), which cons...

  • Review
  • Open Access
16 Citations
9,140 Views
19 Pages

Digital health tracking is a source of valuable insights for public health research and consumer health technology. The brain is the most complex organ, containing information about psychophysical and physiological biomarkers that correlate with heal...

  • Article
  • Open Access
147 Views
20 Pages

Development and Validation of a GPS Error-Mitigation Algorithm for Mental Health Digital Phenotyping

  • Joo Ho Lee,
  • Jin Young Park,
  • Se Hwan Park,
  • Seong Jeon Lee,
  • Gang Ho Do and
  • Jee Hang Lee

Mobile Global Positioning System (GPS) data offer a promising approach to inferring mental health status through behavioural analysis. Whilst previous research has explored location-based behavioural indicators including location clusters, entropy, a...

  • Article
  • Open Access
1,059 Views
23 Pages

EmotiCloud: Cloud System to Monitor Patients Using AI Facial Emotion Recognition

  • Ana-María López-Echeverry,
  • Sebastián López-Flórez,
  • Jovany Bedoya-Guapacha and
  • Fernando De-La-Prieta

29 August 2025

Comprehensive healthcare seeks to uphold the right to health by providing patient-centred care in both personal and work environments. However, the unequal distribution of healthcare services significantly restricts access in remote or underserved ar...

  • Review
  • Open Access
52 Citations
14,520 Views
14 Pages

27 January 2022

Wearable systems for monitoring biological signals have opened the door to personalized healthcare and have advanced a great deal over the past decade with the development of flexible electronics, efficient energy storage, wireless data transmission,...

  • Article
  • Open Access
10 Citations
5,390 Views
22 Pages

10 October 2024

Depression detection through social media analysis has emerged as a promising approach for early intervention and mental health support. This study evaluates the performance of various machine learning and transformer models in identifying depressive...

  • Article
  • Open Access
10 Citations
4,980 Views
21 Pages

AI-Driven Neuro-Monitoring: Advancing Schizophrenia Detection and Management Through Deep Learning and EEG Analysis

  • Elena-Anca Paraschiv,
  • Lidia Băjenaru,
  • Cristian Petrache,
  • Ovidiu Bica and
  • Dragoș-Nicolae Nicolau

16 November 2024

Schizophrenia is a complex neuropsychiatric disorder characterized by disruptions in brain connectivity and cognitive functioning. Continuous monitoring of neural activity is essential, as it allows for the detection of subtle changes in brain connec...

  • Article
  • Open Access
45 Citations
14,606 Views
12 Pages

Intermittent monitoring of health risk behaviours at the population level is important for the planning and evaluation of national health promotion intervention programmes. The study aimed to provide trend estimates on the prevalence of various healt...

  • Article
  • Open Access
2,545 Views
31 Pages

18 September 2025

This paper presents a real-time smart mirror system combining multiple AI modules for multimodal health monitoring. The proposed platform integrates three core components: facial expression analysis, remote photoplethysmography (rPPG), and conversati...

  • Review
  • Open Access
9 Citations
5,023 Views
31 Pages

The integration of Internet of Things (IoT) devices and Artificial Intelligence (AI) has opened new frontiers in mental health, particularly in stress detection and management. This review explores the current literature, examining how IoT-enabled we...

  • Article
  • Open Access
413 Views
15 Pages

A Pilot Study on a Reliable and Accessible Approach to Remote Mental Health Assessment: Lessons from Italian Pregnant Women During the COVID-19 Pandemic

  • Chiara Colliva,
  • Veronica Rivi,
  • Pierfrancesco Sarti,
  • Alice Ferretti,
  • Giulia Ganassi,
  • Lorenzo Aguzzoli and
  • Johanna Maria Catharina Blom

30 October 2025

Objective: This pilot study assessed the psychological and physical impact of the COVID-19 pandemic on postpartum women that gave birth during the pandemic, and evaluated the feasibility of remote monitoring for maternal mental health. The study also...

  • Review
  • Open Access
6 Citations
5,420 Views
30 Pages

23 January 2025

Cognitive rumination, a transdiagnostic symptom across mental health disorders, has traditionally been assessed through self-report measures. However, these measures are limited by their temporal nature and subjective bias. The rise in wearable techn...

  • Editorial
  • Open Access
6 Citations
3,553 Views
4 Pages

Routine outcome monitoring (ROM) provides information to practitioners and others providing healthcare support to demonstrate the impact of interventions and for service evaluation [...]

  • Article
  • Open Access
7 Citations
3,121 Views
20 Pages

26 November 2022

The research described in this article is a continuation of work on a computational model of quality of life (QoL) satisfaction. In the proposed approach, overall life satisfaction is aggregated to personal life satisfaction (PLUS). The model describ...

  • Article
  • Open Access
29 Citations
5,739 Views
27 Pages

Public’s Mental Health Monitoring via Sentimental Analysis of Financial Text Using Machine Learning Techniques

  • Saad Awadh Alanazi,
  • Ayesha Khaliq,
  • Fahad Ahmad,
  • Nasser Alshammari,
  • Iftikhar Hussain,
  • Muhammad Azam Zia,
  • Madallah Alruwaili,
  • Alanazi Rayan,
  • Ahmed Alsayat and
  • Salman Afsar

Public feelings and reactions associated with finance are gaining significant importance as they help individuals, public health, financial and non-financial institutions, and the government understand mental health, the impact of policies, and count...

  • Review
  • Open Access
231 Citations
43,671 Views
17 Pages

Smart Devices and Wearable Technologies to Detect and Monitor Mental Health Conditions and Stress: A Systematic Review

  • Blake Anthony Hickey,
  • Taryn Chalmers,
  • Phillip Newton,
  • Chin-Teng Lin,
  • David Sibbritt,
  • Craig S. McLachlan,
  • Roderick Clifton-Bligh,
  • John Morley and
  • Sara Lal

16 May 2021

Recently, there has been an increase in the production of devices to monitor mental health and stress as means for expediting detection, and subsequent management of these conditions. The objective of this review is to identify and critically apprais...

  • Article
  • Open Access
749 Views
13 Pages

Effects of Continuous Glucose Monitoring on Glycemic Control, Mental Health and Self-Management in Adults with Type 1 Diabetes: A Randomized Controlled Trial

  • Rocío Romero-Castillo,
  • Manuel Pabón-Carrasco,
  • Shakira Kaknani-Uttumchandani and
  • José Antonio Ponce-Blandón

5 December 2025

Background/Objectives: Adults with type 1 diabetes (T1D) often experience psychological distress that interferes with their ability to maintain optimal self-care. The purpose of this study was to evaluate the effectiveness of the Diabself-care, a nur...

  • Article
  • Open Access
3 Citations
3,015 Views
33 Pages

Mental health is an important aspect of an individual’s overall well-being. Positive mental health is correlated with enhanced cognitive function, emotional regulation, and motivation, which, in turn, foster increased productivity and personal...

  • Article
  • Open Access
40 Citations
8,184 Views
18 Pages

“How Come You Don’t Call Me?” Smartphone Communication App Usage as an Indicator of Loneliness and Social Well-Being across the Adult Lifespan during the COVID-19 Pandemic

  • Britta Wetzel,
  • Rüdiger Pryss,
  • Harald Baumeister,
  • Johanna-Sophie Edler,
  • Ana Sofia Oliveira Gonçalves and
  • Caroline Cohrdes

Loneliness and lack of social well-being are associated with adverse health outcomes and have increased during the COVID-19 pandemic. Smartphone communication data have been suggested to help monitor loneliness, but this requires further evidence. We...

  • Article
  • Open Access
3 Citations
3,200 Views
15 Pages

To date, PHMR has often relied on male/female stratification, but rarely considers the complex, intersecting social positions of men and women in describing the prevalence of health and disease. Stratification on an Intersectional Gender-Score (IG-Sc...

  • Article
  • Open Access
23 Citations
22,095 Views
51 Pages

Work is part of our wellbeing and a key driver of a person’s health. Pilots need to be fit for duty and aware of risks that compromise their health/wellbeing. Recent studies suggest that work-related stress (WRS) impacts on pilot health and wel...

  • Article
  • Open Access
31 Citations
7,542 Views
9 Pages

Heart and Breathing Rate Variations as Biomarkers for Anxiety Detection

  • Florian Ritsert,
  • Mohamed Elgendi,
  • Valeria Galli and
  • Carlo Menon

With advances in portable and wearable devices, it should be possible to analyze and interpret the collected biosignals from those devices to tailor a psychological intervention to help patients. This study focuses on detecting anxiety by using a por...

  • Article
  • Open Access
3 Citations
3,112 Views
22 Pages

Towards Youth Mental Health System Reform: An Evaluation of Participatory Systems Modelling in the Australian Capital Territory

  • Grace Yeeun Lee,
  • Ian Bernard Hickie,
  • Yun Ju C. Song,
  • Sam Huntley,
  • Nicholas Ho,
  • Victoria Loblay,
  • Louise Freebairn,
  • Adam Skinner,
  • Paul Crosland and
  • Jo-An Occhipinti
  • + 10 authors

28 July 2023

Australia’s mental health system is failing young people. Calls for accountability, strategic long-term policy planning, and regional leadership have been identified as solutions to guide mental health reform. Developing system dynamics models...

  • Article
  • Open Access
22 Citations
6,180 Views
12 Pages

Compensation for Adolescents’ School Mental Load by Physical Activity on Weekend Days

  • Michal Kudláček,
  • Karel Frömel,
  • Lukáš Jakubec and
  • Dorota Groffik

Introduction and objective: Increasing mental load and inadequate stress management significantly affect the efficiency, success and safety of the educational/working process in adolescents. The objective of this study is to determine the extent that...

  • Study Protocol
  • Open Access
4 Citations
6,211 Views
16 Pages

Partnering with Aboriginal and Torres Strait Islander Peoples: An Evaluation Study Protocol to Strengthen a Comprehensive Multi-Scale Evaluation Framework for Participatory Systems Modelling through Indigenous Paradigms and Methodologies

  • Grace Yeeun Lee,
  • Julie Robotham,
  • Yun Ju C. Song,
  • Jo-An Occhipinti,
  • Jakelin Troy,
  • Tanja Hirvonen,
  • Dakota Feirer,
  • Olivia Iannelli,
  • Victoria Loblay and
  • Ian Bernard Hickie
  • + 4 authors

The social and emotional wellbeing of young Aboriginal and Torres Strait Islander peoples should be supported through an Indigenous-led and community empowering approach. Applying systems thinking via participatory approaches is aligned with Aborigin...

  • Article
  • Open Access
32 Citations
6,039 Views
15 Pages

It remains unclear whether the time-use composition of 24-h movement behaviours (sleep, sedentary time (ST), physical activity (PA)) and recreational screen use are independently associated with psychosocial health. This study examined the cross-sect...

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