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REVIEW article

Front. Psychiatry
Sec. Digital Mental Health
Volume 15 - 2024 | doi: 10.3389/fpsyt.2024.1345916
This article is part of the Research Topic Smart Sensing and Processing for Intelligent Mental Health Detection View all 3 articles

Beyond Clinical Observations: A Scoping Review of AI-detectable Observable Cues in Borderline Personality Disorder

Provisionally accepted
  • 1 Maribor University Medical Centre, Maribor, Slovenia
  • 2 Faculty of Electrical Engineering and Computer Science, University of Maribor, Maribor, Slovenia
  • 3 Faculty of Medicine, University of Maribor, Maribor, Slovenia
  • 4 Department of Psychology, Faculty of Arts, University of Maribor, Maribor, Slovenia

The final, formatted version of the article will be published soon.

    Borderline Personality Disorder (BPD), impacting approximately 2% of adults worldwide, presents a formidable challenge in psychiatric diagnostics. Often underdiagnosed or misdiagnosed, BPD is associated with high morbidity and mortality. This scoping review embarks on a comprehensive exploration of observable cues in BPD, encompassing language patterns, speech nuances, facial expressions, nonverbal communication, and physiological measurements. The findings unveil distinctive features within the BPD population, including language patterns emphasizing external viewpoints and future tense, specific linguistic characteristics, and unique nonverbal behaviors. Physiological measurements contribute to this exploration, shedding light on emotional responses and physiological arousal in individuals with BPD. These cues offer the potential to enhance diagnostic accuracy and complement existing diagnostic methods, enabling early identification and management in response to the urgent need for precise psychiatric care in the digital era. By serving as possible digital biomarkers, they could provide objective, accessible, and stress-reducing assessments, representing a significant leap towards improved psychiatric assessments and an invaluable contribution to the field of precision psychiatry.

    Keywords: borderline personality disorder1, review2, digital biomarkers3, observable cues4, language use5, speech5, facial expression5, physiological measurements5 (Min.5-Max. 8

    Received: 28 Nov 2023; Accepted: 25 Nov 2024.

    Copyright: © 2024 Močnik, Smrke, Mlakar, Močnik, Kumperscak and Plohl. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

    * Correspondence: Sara Močnik, Maribor University Medical Centre, Maribor, Slovenia

    Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.