AIMC Topic: Borderline Personality Disorder

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Predicting the outcome of psychological treatments for borderline personality disorder and posttraumatic stress disorder: a machine learning approach to predict long-term outcome of Narrative Exposure Therapy vs. Dialectical Behavioral Therapy based treatment.

European journal of psychotraumatology May 7, 2025
: A comorbidity between Borderline Personality Disorder (BPD) and Posttraumatic Stress Disorder (PTSD) is common, severely disabling, and hard to treat. The choice of an optimal psychotherapy based on patient characteristics remains challenging. This...
Humans Machine Learning Treatment Outcome Borderline Personality Disorder Implosive Therapy Dialectical Behavior Therapy Narrative Therapy Female Adult Male Middle Aged Stress Disorders, Post-Traumatic
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A Longitudinal Prediction of Suicide Attempts in Borderline Personality Disorder: A Machine Learning Study.

Journal of clinical psychology Jan 3, 2025
Borderline personality disorder (BPD) is associated with a high risk of suicide. Despite several risk factors being known, identifying vulnerable patients in clinical practice remains a challenge so far. The current study aimed at predicting suicide ...
Impulsive Behavior Aggression Emotional Regulation Suicide, Attempted Longitudinal Studies Temperament Borderline Personality Disorder Humans Machine Learning Female Young Adult Adult Male Middle Aged
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A machine learning approach for differentiating bipolar disorder type II and borderline personality disorder using electroencephalography and cognitive abnormalities.

PloS one Jun 21, 2024
This study addresses the challenge of differentiating between bipolar disorder II (BD II) and borderline personality disorder (BPD), which is complicated by overlapping symptoms. To overcome this, a multimodal machine learning approach was employed, ...
Electroencephalography Borderline Personality Disorder Male Bipolar Disorder Cognition Diagnosis, Differential Humans Machine Learning Algorithms Female Young Adult Adult
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A machine-learning approach for differentiating borderline personality disorder from community participants with brain-wide functional connectivity.

Journal of affective disorders May 26, 2024
BACKGROUND: Functional connectivity has garnered interest as a potential biomarker of psychiatric disorders including borderline personality disorder (BPD). However, small sample sizes and lack of within-study replications have led to divergent findi...
Humans Machine Learning Brain Case-Control Studies Magnetic Resonance Imaging Brain Mapping Connectome Borderline Personality Disorder Female Young Adult Adult Male
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Temporal prediction of suicidal ideation in an ecological momentary assessment study with recurrent neural networks.

Journal of affective disorders May 23, 2024
INTRODUCTION: Ecological Momentary Assessment (EMA) holds promise for providing insights into daily life experiences when studying mental health phenomena. However, commonly used mixed-effects linear statistical models do not fully utilize the richne...
Adult Borderline Personality Disorder Humans Male Neural Networks, Computer Ecological Momentary Assessment Female Suicidal Ideation Young Adult Linear Models Adaptation, Psychological
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Machine Learning Facial Emotion Classifiers in Psychotherapy Research: A Proof-of-Concept Study.

Psychopathology Nov 27, 2023
BACKGROUND: New advances in the field of machine learning make it possible to track facial emotional expression with high resolution, including micro-expressions. These advances have promising applications for psychotherapy research, since manual cod...
Facial Expression Proof of Concept Study Borderline Personality Disorder Male Middle Aged Treatment Outcome Emotions Psychotherapy Machine Learning Female Young Adult Adult Humans
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Natural Language Processing Reveals Vulnerable Mental Health Support Groups and Heightened Health Anxiety on Reddit During COVID-19: Observational Study.

Journal of medical Internet research Oct 12, 2020
BACKGROUND: The COVID-19 pandemic is impacting mental health, but it is not clear how people with different types of mental health problems were differentially impacted as the initial wave of cases hit.
Humans Pandemics COVID-19 Female SARS-CoV-2 Stress Disorders, Post-Traumatic Global Health Social Media Middle Aged Young Adult Natural Language Processing Borderline Personality Disorder Anxiety Adult Coronavirus Infections Self-Help Groups Adolescent Mental Health Betacoronavirus Suicidal Ideation Male Pneumonia, Viral
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A deep learning model for detecting mental illness from user content on social media.

Scientific reports Jul 16, 2020
Users of social media often share their feelings or emotional states through their posts. In this study, we developed a deep learning model to identify a user's mental state based on his/her posting information. To this end, we collected posts from m...
Humans Bipolar Disorder Female Male Phonetics Anxiety Borderline Personality Disorder Adult Social Media Deep Learning Blogging Mental Health Schizophrenia Depression Psycholinguistics Semantics Autistic Disorder
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A signature-based machine learning model for distinguishing bipolar disorder and borderline personality disorder.

Translational psychiatry Dec 13, 2018
Mobile technologies offer new opportunities for prospective, high resolution monitoring of long-term health conditions. The opportunities seem of particular promise in psychiatry where diagnoses often rely on retrospective and subjective recall of mo...
Female Adult Male Bipolar Disorder ROC Curve Humans Borderline Personality Disorder Smartphone Machine Learning Mobile Applications Prospective Studies Self Report Affect
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The centrality of affective instability and identity in Borderline Personality Disorder: Evidence from network analysis.

PloS one Oct 17, 2017
We argue that the series of traits characterizing Borderline Personality Disorder samples do not weigh equally. In this regard, we believe that network approaches employed recently in Personality and Psychopathology research to provide information ab...
Depression Passive-Aggressive Personality Disorder Adult Humans Affective Symptoms Adolescent Male Borderline Personality Disorder Neural Networks, Computer Middle Aged Dependency, Psychological Avoidance Learning Female Case-Control Studies Identity Crisis Psychiatric Status Rating Scales Aged Narcissism Obsessive Behavior
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