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An observational study with patients diagnosed with bipolar disorder investigates whether data from smartphone sensors can be used to recognize bipolar disorder episodes and detect behavior changes that can signal an onset of an episode…

人机交互 · 计算机科学 2015-10-20 Venet Osmani , Agnes Gruenerbl , Gernot Bahle , Christian Haring , Paul Lukowicz , Oscar Mayora

Bipolar disorder, a severe chronic mental illness characterized by pathological mood swings from depression to mania, requires ongoing symptom severity tracking to both guide and measure treatments that are critical for maintaining…

音频与语音处理 · 电气工程与系统科学 2022-03-28 Zakaria Aldeneh , Mimansa Jaiswal , Michael Picheny , Melvin McInnis , Emily Mower Provost

Bipolar Disorder is a chronic psychiatric illness characterized by pathological mood swings associated with severe disruptions in emotion regulation. Clinical monitoring of mood is key to the care of these dynamic and incapacitating mood…

人机交互 · 计算机科学 2018-06-29 Soheil Khorram , Mimansa Jaiswal , John Gideon , Melvin McInnis , Emily Mower Provost

Mood disorders are common and associated with significant morbidity and mortality. Early diagnosis has the potential to greatly alleviate the burden of mental illness and the ever increasing costs to families and society. Mobile devices…

人机交互 · 计算机科学 2018-08-30 He Huang , Bokai Cao , Philip S. Yu , Chang-Dong Wang , Alex D. Leow

The increasing use of electronic forms of communication presents new opportunities in the study of mental health, including the ability to investigate the manifestations of psychiatric diseases unobtrusively and in the setting of patients'…

Bipolar disorder (BD) and borderline personality disorder (BPD) are both chronic psychiatric disorders. However, their overlapping symptoms and common comorbidity make it challenging for the clinicians to distinguish the two conditions on…

机器学习 · 计算机科学 2021-06-01 Bo Wang , Yue Wu , Niall Taylor , Terry Lyons , Maria Liakata , Alejo J Nevado-Holgado , Kate E A Saunders

Current management of bipolar disorder relies on self-reported questionnaires and interviews with clinicians. The development of objective measures of deteriorating mood may also allow for early interventions to take place to avoid…

信号处理 · 电气工程与系统科学 2020-07-08 Oliver Carr , Fernando Andreotti , Kate E. A. Saunders , Niclas Palmius , Guy M. Goodwin , Maarten De Vos

Mobile technologies offer opportunities for higher resolution monitoring of health conditions. This opportunity seems of particular promise in psychiatry where diagnoses often rely on retrospective and subjective recall of mood states.…

机器学习 · 统计学 2019-05-03 Imanol Perez Arribas , Kate Saunders , Guy Goodwin , Terry Lyons

Language use offers valuable insight into affective disorders such as bipolar disorder (BD), yet past research has been cross-sectional and limited in scale. Here, we demonstrate that social media records can be leveraged to study…

计算与语言 · 计算机科学 2026-03-06 Laurin Plank , Armin Zlomuzica

Bipolar disorder (BD) and borderline personality disorder (BPD) are two chronic mental health conditions that clinicians find challenging to distinguish based on clinical interviews, due to their overlapping symptoms. In this work, we…

机器学习 · 计算机科学 2022-01-02 Bo Wang , Yue Wu , Nemanja Vaci , Maria Liakata , Terry Lyons , Kate E A Saunders

Recurrent major mood episodes and subsyndromal mood instability cause substantial disability in patients with bipolar disorder. Early identification of mood episodes enabling timely mood stabilisation is an important clinical goal. Recent…

Seven out of ten people with bipolar disorder are initially misdiagnosed and thirty percent of individuals with bipolar disorder will commit suicide. Identifying the early phases of the disorder is one of the key components for reducing the…

信息检索 · 计算机科学 2017-12-27 Yen-Hao Huang , Lin-Hung Wei , Yi-Shin Chen

This literature review involves the use of AI communication facilitators to detect mood disorders such as bipolar disorder, a psychiatric condition in which patients experience drastic mood shifts. Due to the ill-defined nature of the…

人机交互 · 计算机科学 2023-04-18 Trisha Guttal

Bipolar disorder is a mental health disorder that causes mood swings that range from depression to mania. Diagnosis of bipolar disorder is usually done based on patient interviews, and reports obtained from the caregivers of the patients.…

计算与语言 · 计算机科学 2021-12-20 Pınar Baki

MoodPupilar introduces a novel method for mood evaluation using pupillary response captured by a smartphone's front-facing camera during daily use. Over a four-week period, data was gathered from 25 participants to develop models capable of…

人机交互 · 计算机科学 2024-08-06 Rahul Islam , Tongze Zhang , Priyanshu Singh Bisen , Sang Won Bae

Bipolar disorder (BD) is closely associated with an increased risk of suicide. However, while the prior work has revealed valuable insight into understanding the behavior of BD patients on social media, little attention has been paid to…

计算与语言 · 计算机科学 2023-07-06 Daeun Lee , Sejung Son , Hyolim Jeon , Seungbae Kim , Jinyoung Han

Early detection of depressive episodes is crucial in managing mental health disorders such as Major Depressive Disorder (MDD) and Bipolar Disorder. However, existing methods often necessitate active participation or are confined to clinical…

人机交互 · 计算机科学 2024-04-24 Rahul Islam , Sang Won Bae

Mental health conditions remain under-diagnosed even in countries with common access to advanced medical care. The ability to accurately and efficiently predict mood from easily collectible data has several important implications towards…

Manic episodes of bipolar disorder can lead to uncritical behaviour and delusional psychosis, often with destructive consequences for those affected and their surroundings. Early detection and intervention of a manic episode are crucial to…

Mental health conditions remain underdiagnosed even in countries with common access to advanced medical care. The ability to accurately and efficiently predict mood from easily collectible data has several important implications for the…

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