Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

Bipolar Disorder01:30

Bipolar Disorder

154
Bipolar disorder is a chronic mental health condition marked by significant mood fluctuations, including episodes of mania and depression. Elevated energy levels, heightened mood or irritability, impulsive behavior, reduced sleep needs, rapid speech, racing thoughts, inflated self-esteem, and distractibility characterize mania. Individuals with bipolar disorder often alternate between depressive and manic states, with periods of emotional stability lasting an average of six months to a year.
154
Mania and Antimanic Drugs: Overview01:24

Mania and Antimanic Drugs: Overview

337
Mania, a psychological condition characterized by elevated mood, increased energy, and reduced sleep need, is part of the bipolar disorder cycle. The exact cause of mania isn't entirely known, but it is thought to be a combination of genetic, environmental, and neurological factors. Bipolar disorder involves alternating manic and depressive episodes. Mood stabilizers like lithium, antipsychotics, and anticonvulsants help manage these episodes. Lithium carbonate is particularly effective as...
337
Theoretical Approaches to Psychological Disorder01:29

Theoretical Approaches to Psychological Disorder

363
The development of psychological disorders, which are characterized by deviant, maladaptive, and personally distressing behaviors, has been explored through several theoretical approaches.
Biological approach
The biological approach posits that internal, organic factors are the primary causes of such disorders. This perspective emphasizes brain structure and function, genetic predispositions, and neurotransmitter imbalances. For example, schizophrenia has been associated with both genetic...
363
Treatment Strategies for Psychological Disorders01:24

Treatment Strategies for Psychological Disorders

295
Treatment approaches for psychological disorders fall into three main categories: psychological, biological, and sociocultural. Each approach targets different aspects of mental health, requiring varying levels of education and training.
Psychological therapies focus on modifying emotions, thoughts, and behaviors through talking, interpreting, listening, rewarding, challenging, and modeling. Clinical psychologists, counselors, and social workers commonly practice psychotherapy. Clinical...
295
Depressive Disorders: Etiology01:27

Depressive Disorders: Etiology

176
Depressive disorders result from a complex interplay of biological, psychological, and sociocultural factors, each contributing uniquely to the development and persistence of the condition. Understanding these factors provides critical insight into the multifaceted nature of depression.
Biological Factors in Depression
Biological predispositions significantly influence the risk of developing depressive disorders. Genetic studies highlight the role of variations in the serotonin transporter...
176
Diagnostic and Statistical Manual of Mental Disorders (DSM)01:27

Diagnostic and Statistical Manual of Mental Disorders (DSM)

224
The Diagnostic and Statistical Manual of Mental Disorders (DSM) serves as the primary classification system for mental health disorders, providing standardized diagnostic criteria for clinicians and researchers. First published by the American Psychiatric Association (APA) in 1952, the DSM has undergone several revisions to reflect evolving psychiatric understanding. The fifth edition, DSM-5, released in 2013, introduced key updates that expanded diagnostic categories and modified diagnostic...
224

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

A randomised feasibility trial of an intervention involving mental health support workers as link workers to improve dental visiting in people with severe mental illness: The Mouth Matters in Mental Health Study.

Health and social care delivery research·2026
Same author

Evaluating Peer Online Forums to Support Health: Ethical and Practical Challenges.

Journal of medical Internet research·2025
Same author

Experiences of Using Online Peer Forums Among People With Postpartum Psychosis: Interpretative Phenomenological Study.

JMIR human factors·2025
Same author

Factors Influencing Online Mental Health Forum Use for People from Ethnic Minority Backgrounds in the United Kingdom: A Mixed Methods Study.

International journal of environmental research and public health·2025
Same author

'In my experience …': The use of the word <i>experience</i> in peer online forums for mental health.

Digital health·2025
Same author

Impacts of Using Peer Online Forums in Mental Health: Realist Evaluation Using Mixed Methods.

Journal of medical Internet research·2025
Same journal

From Alliance to Nexus: Rethinking Digital Therapeutic Relationships.

JMIR mental health·2026
Same journal

Governing Ethical Tensions in Youth Digital Mental Health Research.

JMIR mental health·2026
Same journal

Use of a Conversational Agent for Training Mental Health Professionals in Suicide Safety Planning: Pilot Feasibility and Acceptability Study.

JMIR mental health·2026
Same journal

Coproduction Without Youth? Closing the Participation Gap in Digital Mental Health Research.

JMIR mental health·2026
Same journal

Functional Outcome Prediction in Young Adults With Mental Health Symptoms Using Machine Learning and Large Language Models: Longitudinal Observational Study.

JMIR mental health·2026
Same journal

Using AI to Detect Psychosis Relapse: Scoping Review.

JMIR mental health·2026
See all related articles

Related Experiment Video

Updated: Sep 26, 2025

Developing a Rat Model for Bipolar Disorder
04:42

Developing a Rat Model for Bipolar Disorder

Published on: May 2, 2025

503

Natural Language Processing Methods and Bipolar Disorder: Scoping Review.

Daisy Harvey1, Fiona Lobban1, Paul Rayson2

  • 1Spectrum Centre for Mental Health Research, Division of Health Research, School of Health and Medicine, Lancaster University, Lancaster, United Kingdom.

JMIR Mental Health
|April 22, 2022
PubMed
Summary
This summary is machine-generated.

Natural Language Processing (NLP) aids in understanding bipolar disorder by analyzing text from social media and electronic health records. This review synthesizes NLP applications, highlighting potential for improved patient care and future research directions.

Keywords:
bipolar disordercomputational linguisticsmental healthmental illnessnatural language processing

More Related Videos

Author Spotlight: Therapeutic Benefit of Closed-Loop Deep Brain Stimulation in Depression Treatment
05:19

Author Spotlight: Therapeutic Benefit of Closed-Loop Deep Brain Stimulation in Depression Treatment

Published on: July 7, 2023

2.6K
Olfactory Neurons Obtained through Nasal Biopsy Combined with Laser-Capture Microdissection: A Potential Approach to Study Treatment Response in Mental Disorders
08:33

Olfactory Neurons Obtained through Nasal Biopsy Combined with Laser-Capture Microdissection: A Potential Approach to Study Treatment Response in Mental Disorders

Published on: December 4, 2014

9.9K

Related Experiment Videos

Last Updated: Sep 26, 2025

Developing a Rat Model for Bipolar Disorder
04:42

Developing a Rat Model for Bipolar Disorder

Published on: May 2, 2025

503
Author Spotlight: Therapeutic Benefit of Closed-Loop Deep Brain Stimulation in Depression Treatment
05:19

Author Spotlight: Therapeutic Benefit of Closed-Loop Deep Brain Stimulation in Depression Treatment

Published on: July 7, 2023

2.6K
Olfactory Neurons Obtained through Nasal Biopsy Combined with Laser-Capture Microdissection: A Potential Approach to Study Treatment Response in Mental Disorders
08:33

Olfactory Neurons Obtained through Nasal Biopsy Combined with Laser-Capture Microdissection: A Potential Approach to Study Treatment Response in Mental Disorders

Published on: December 4, 2014

9.9K

Area of Science:

  • Computational linguistics
  • Psychiatric research
  • Health informatics

Background:

  • Growing use of Natural Language Processing (NLP) in mental health research.
  • Limited synthesis of NLP applications specifically for bipolar disorder.
  • Need to consolidate insights from existing literature.

Purpose of the Study:

  • To explore the application of NLP methods in bipolar disorder research.
  • To identify current research trends and opportunities for NLP in understanding bipolar disorder.
  • To synthesize existing literature on NLP and bipolar disorder.

Main Methods:

  • Systematic search of 5 databases and 1 anthology (MEDLINE, PsycINFO, etc.).
  • Inclusion of index and free-text terms related to bipolar disorder and NLP.
  • Narrative synthesis of 35 selected studies.

Main Results:

  • 35 studies met inclusion criteria out of 507 identified.
  • Studies focused on prediction/classification (25), language characterization (13), EHRs for outcomes (3), and EHRs for phenotyping (2).
  • Ethical considerations were reported in 60% of the studies.

Conclusions:

  • Language analysis via NLP can enhance care for individuals with bipolar disorder.
  • Future research can leverage NLP to explore risk-taking, online behaviors, functioning, and gender representation.
  • Ethical principles must guide future NLP research in bipolar disorder, with careful data handling.