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Evaluating Diagnostic Accuracy and Treatment Efficacy in Mental Health: A Comparative Analysis of Large Language Model Tools and Mental Health Professionals

Authors: Inbar Levkovich
Publisher: MDPI AG
Publish date: 2025-1-18
ISSN: 2254-9625 DOI: 10.3390/ejihpe15010009
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The paper has significant methodological and statistical weaknesses. The reliance on keyword-based analysis for diagnostic accuracy is overly simplistic and introduces bias. Comparisons with professionals are based on outdated studies rather than real-world clinical validation, potentially misrepresenting LLM capabilities. These issues call into question the reliability of the findings and the validity of the conclusions. I recommend that the authors address these concerns to enhance the study’s methodological rigor and ensure greater clarity and reliability in its conclusions.

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