A machine learning approach to identifying suicide risk among text-based crisis counseling encounters

A machine learning approach to identifying suicide risk among text-based crisis counseling encounters

IntroductionWith the increasing utilization of text-based suicide crisis counseling, new means of identifying at risk clients must be explored. Natural language processing (NLP) holds promise for evaluating the content of crisis counseling; here we use a data-driven approach to evaluate NLP methods...

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Bibliographic Details
Main Authors: Meghan Broadbent, Mattia Medina Grespan, Katherine Axford, Xinyao Zhang, Vivek Srikumar, Brent Kious, Zac Imel
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-03-01
Series:Frontiers in Psychiatry
Subjects:
machine learning
suicide
crisis text-line
text content
natural language processing
Online Access:https://www.frontiersin.org/articles/10.3389/fpsyt.2023.1110527/full

Internet

https://www.frontiersin.org/articles/10.3389/fpsyt.2023.1110527/full

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