AIMC Topic: Personality Assessment

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Text speaks louder: Insights into personality from natural language processing.

PloS one Jun 18, 2025
In recent years, advancements in natural language processing (NLP) have enabled new approaches to personality assessment. This article presents an interdisciplinary investigation that leverages explainable AI techniques, particularly Integrated Gradi...
Natural Language Processing Personality Assessment Humans Personality
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Speech-based personality prediction using deep learning with acoustic and linguistic embeddings.

Scientific reports Dec 3, 2024
This study introduces a novel method for predicting the Big Five personality traits through the analysis of speech samples, advancing the field of computational personality assessment. We collected data from 2045 participants who completed a self-rep...
Humans Linguistics Personality Assessment Personality Acoustics Male Middle Aged Deep Learning Speech Young Adult Adult Neural Networks, Computer Female
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Using Machine Learning to Identify Suicide Risk: A Classification Tree Approach to Prospectively Identify Adolescent Suicide Attempters.

Archives of suicide research : official journal of the International Academy for Suicide Research Jun 10, 2019
This study applies classification tree analysis to prospectively identify suicide attempters among a large adolescent community sample, to demonstrate the strengths and limitations of this approach for risk identification. Data were drawn from the Na...
Impulsive Behavior Personality Assessment Risk Assessment Suicide, Attempted Adolescent Longitudinal Studies Risk Factors Male Machine Learning Female Humans
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Using Machine Learning to Advance Personality Assessment and Theory.

Personality and social psychology review : an official journal of the Society for Personality and Social Psychology, Inc May 23, 2018
Machine learning has led to important advances in society. One of the most exciting applications of machine learning in psychological science has been the development of assessment tools that can powerfully predict human behavior and personality trai...
Machine Learning Psychological Theory Personality Assessment Humans
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Personality biomarkers of pathological gambling: A machine learning study.

Journal of neuroscience methods Nov 1, 2017
BACKGROUND: The application of artificial intelligence to extract predictors of Gambling disorder (GD) is a new field of study. A plethora of studies have suggested that maladaptive personality dispositions may serve as risk factors for GD.
Sensitivity and Specificity Male Middle Aged Personality Female Adult Humans Gambling Support Vector Machine Personality Assessment
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Automated Assessment of Patients' Self-Narratives for Posttraumatic Stress Disorder Screening Using Natural Language Processing and Text Mining.

Assessment Jul 28, 2016
Patients' narratives about traumatic experiences and symptoms are useful in clinical screening and diagnostic procedures. In this study, we presented an automated assessment system to screen patients for posttraumatic stress disorder via a natural la...
Personality Assessment Decision Trees Reproducibility of Results Narration Adult Diagnosis, Computer-Assisted Data Mining Stress Disorders, Post-Traumatic Humans Algorithms Adolescent Natural Language Processing Early Diagnosis Mass Screening Female Self Report
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Identifying Splitting Through Sentiment Analysis.

Journal of personality disorders Feb 1, 2023
In Kernerg's Object Relations Theory model of personality pathology, splitting, the mutual polarization of aspects of experience, is thought to result in a failure of identity integration. The authors sought to identify a clinician-independent, autom...
Humans Personality Sentiment Analysis Personality Assessment Personality Disorders
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