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The Role of Humanization and Robustness of Large Language Models in Conversational Artificial Intelligence for Individuals With Depression: A Critical Analysis

Date

Date

Date
2024
Journal Article
Published version

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Ferrario, A., Sedlakova, J., & Trachsel, M. (2024). The Role of Humanization and Robustness of Large Language Models in Conversational Artificial Intelligence for Individuals With Depression: A Critical Analysis. JMIR Mental Health, 11, e56569. https://doi.org/10.2196/56569

Abstract

Abstract

Abstract

Large language model (LLM)–powered services are gaining popularity in various applications due to their exceptional performance in many tasks, such as sentiment analysis and answering questions. Recently, research has been exploring their potential use in digital health contexts, particularly in the mental health domain. However, implementing LLM-enhanced conversational artificial intelligence (CAI) presents significant ethical, technical, and clinical challenges. In this viewpoint paper, we discuss 2 challenges that affect the use of

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64 since deposited on 2024-07-08
Acq. date: 2025-11-13

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98 since deposited on 2024-07-08
Acq. date: 2025-11-13

Additional indexing

Creators (Authors)

Journal/Series Title

Journal/Series Title

Journal/Series Title

Volume

Volume

Volume
11

Page range/Item number

Page range/Item number

Page range/Item number
e56569

Item Type

Item Type

Item Type
Journal Article

Dewey Decimal Classifikation

Dewey Decimal Classifikation

Dewey Decimal Classifikation

Keywords

AI, LLM, LLMs, ML, NLP, artificial intelligence, deep learning, depression, digital health, digital intervention, digital interventions, digital technology, ethics, generative AI, large language model, large language models, machine learning, mental disease, mental diseases, mental health, mental illness, mental illnesses, natural language processing

Language

Language

Language
English

Publication date

Publication date

Publication date
2024-07-02

Date available

Date available

Date available
2024-07-08

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Publisher

Publisher

ISSN or e-ISSN

ISSN or e-ISSN

ISSN or e-ISSN
2368-7959

OA Status

OA Status

OA Status
Gold

Free Access at

Free Access at

Free Access at
DOI

PubMed ID

PubMed ID

PubMed ID

Metrics

Downloads

64 since deposited on 2024-07-08
Acq. date: 2025-11-13

Views

98 since deposited on 2024-07-08
Acq. date: 2025-11-13

Citations

Citation copied

Ferrario, A., Sedlakova, J., & Trachsel, M. (2024). The Role of Humanization and Robustness of Large Language Models in Conversational Artificial Intelligence for Individuals With Depression: A Critical Analysis. JMIR Mental Health, 11, e56569. https://doi.org/10.2196/56569

Gold Open Access
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