Identifying Psychiatric Manifestations In Outpatients With Depression
npj Mental Health Research volume 4, Article number: 63 (2025) Cite this article Accurate psychiatric diagnosis and assessment are crucial for effective treatment. However, current diagnostic approaches heavily rely on subjective observations constrained by time and clinical resources. This study investigates the potential of using Large Language Models (LLMs) to identify the symptoms in psychiatrist-patient dialogues and use them as intermediate features to predict the diagnostic labels. We collected audio recordings of 1160 outpatients with depressive disorder and anxiety disorder. LLMs were trained and utilized to identify clinical symptoms, rate assessment scales, and an ensemble learning pipeline was designed to classify diagnostic results and symptoms with 10-fold cross-validation.
The system achieved 86.9% accuracy for identifying the appearance of clinical annotations and 74.7% (77.2%) accuracy for identifying symptoms of anxiety (depression). In addition, analysis of LLM-generated features shows that depression cases exhibited prominent markers of anhedonia and decreased volition, whereas anxiety disorders were characterized by tension and an inability to relax. Depression and anxiety disorders represent two of the most prevalent mental health conditions globally. Globally, it is estimated that over 300 million people suffer from major depressive disorders, which is equivalent to 4.4% of the world’s population. A similar number of people suffer from anxiety disorders, often with co-occurring depression1. The emerging field of digital phenotyping, which involves the nuanced quantification of human phenotypic expression at the individual level through digital device data, offers a quantitative approach to longitudinal observation2.
The emerging field of digital phenotyping, characterized by continuous and nuanced quantification of human phenotypic expression at the individual level by leveraging digital device data, provides a quantitative approach for longitudinal observation2. Researchers have demonstrated that social signals (e.g., linguistics, speech, etc.) play a crucial role in the diagnosis and assessment of patients with depression and anxiety3,4. In particular, the content of a patient’s speech provides rich information about their mental state, cognitive patterns, and emotional experiences5,6. The linguistic features, topic choices, and narrative structures employed by individuals can offer valuable insights into their psychological well-being6. Recent advances in NLP, particularly in LLMs such as GPT7, Gemini8, and Qwen9, demonstrate diverse capabilities in clinical reasoning, social media analysis, and psychiatric education10, which could potentially provide objective, data-driven insights in psychiatry. Moreover, LLMs are able to process, generate, and respond to natural language inputs, which fit naturally into the NIMH’s Research Domain Criteria (RDoC) framework, which suggests new ways of classifying mental disorders based on...
In recent psychiatric studies, these LLMs excel at understanding and generating complex linguistic patterns with human-like performance, making them widely explored for social media content analysis12,13, treatment performance enhancement14,15,16, chat counselor17,18, and supporting clinical... Although LLMs demonstrate linguistic understanding and generation, they remain relatively scarce in producing objective digital biomarkers in psychiatry21. Studies have shown that the speech of patients with depression and anxiety contains distinctive quantitative verbal and nonverbal digital markers compared to healthy controls4,6, but these characteristics often remain too subtle for humans to... LLM is able to generate diagnostic results and provide reasoning steps, benefiting from a large amount of pre-training data. However, the interpretation and alignment of answers or decisions generated by LLM remain challenging23. Moreover, most studies on depression and anxiety rely primarily on two data sources: social media and structured clinical reports, and are often constrained by limited data availability3.
Distinguishing between depression and anxiety in clinical settings remains challenging due to the overlap of symptoms and the high comorbidity rate, with limited research on the discovery of objective biomarkers for both conditions21. In addition, during clinical interviews, psychiatrists translate patients’ informal symptom descriptions into professional diagnostic terminology; however, there remains a lack of approaches to automatically and effectively bridge this “semantic gap" between patients and clinicians. Received 2022 May 21; Accepted 2022 Sep 8; Collection date 2022. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit... The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from...
To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. Schizophrenia (SCZ) and depression (MDD) are two chronic mental disorders that seriously affect the quality of life of millions of people worldwide. We aim to develop machine-learning methods with objective linguistic, speech, facial, and motor behavioral cues to reliably predict the severity of psychopathology or cognitive function, and distinguish diagnosis groups. We collected and analyzed the speech, facial expressions, and body movement recordings of 228 participants (103 SCZ, 50 MDD, and 75 healthy controls) from two separate studies. We created an ensemble machine-learning pipeline and achieved a balanced accuracy of 75.3% for classifying the total score of negative symptoms, 75.6% for the composite score of cognitive deficits, and 73.6% for the total... The proposed system is also able to differentiate between MDD and SCZ with a balanced accuracy of 84.7% and differentiate patients with SCZ or MDD from healthy controls with a balanced accuracy of 82.3%.
These results suggest that machine-learning models leveraging audio-visual characteristics can help diagnose, assess, and monitor patients with schizophrenia and depression. Subject terms: Human behaviour, Biomarkers, Schizophrenia Schizophrenia (SCZ) and depression (MDD) are two of the top 15 chronic mental disorders with severe impact on the people affected1. SCZ is a chronic and disabling disorder, characterized by positive (e.g., delusions and hallucinations), negative (e.g., anhedonia, asociality, avolition, affective blunting, and alogia), and cognitive (e.g., attention, memory, and problem solving) symptom. Recent studies suggest that negative symptoms may not be unique to SCZ as previously thought, as those symptoms have been observed in people with MDD and other mood disorders2,3. Similarly, cognitive deficits in people with MDD have become a clinically relevant target for treatment4.
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Npj Mental Health Research Volume 4, Article Number: 63 (2025)
npj Mental Health Research volume 4, Article number: 63 (2025) Cite this article Accurate psychiatric diagnosis and assessment are crucial for effective treatment. However, current diagnostic approaches heavily rely on subjective observations constrained by time and clinical resources. This study investigates the potential of using Large Language Models (LLMs) to identify the symptoms in psychiatr...
The System Achieved 86.9% Accuracy For Identifying The Appearance Of
The system achieved 86.9% accuracy for identifying the appearance of clinical annotations and 74.7% (77.2%) accuracy for identifying symptoms of anxiety (depression). In addition, analysis of LLM-generated features shows that depression cases exhibited prominent markers of anhedonia and decreased volition, whereas anxiety disorders were characterized by tension and an inability to relax. Depressio...
The Emerging Field Of Digital Phenotyping, Characterized By Continuous And
The emerging field of digital phenotyping, characterized by continuous and nuanced quantification of human phenotypic expression at the individual level by leveraging digital device data, provides a quantitative approach for longitudinal observation2. Researchers have demonstrated that social signals (e.g., linguistics, speech, etc.) play a crucial role in the diagnosis and assessment of patients ...
In Recent Psychiatric Studies, These LLMs Excel At Understanding And
In recent psychiatric studies, these LLMs excel at understanding and generating complex linguistic patterns with human-like performance, making them widely explored for social media content analysis12,13, treatment performance enhancement14,15,16, chat counselor17,18, and supporting clinical... Although LLMs demonstrate linguistic understanding and generation, they remain relatively scarce in prod...
Distinguishing Between Depression And Anxiety In Clinical Settings Remains Challenging
Distinguishing between depression and anxiety in clinical settings remains challenging due to the overlap of symptoms and the high comorbidity rate, with limited research on the discovery of objective biomarkers for both conditions21. In addition, during clinical interviews, psychiatrists translate patients’ informal symptom descriptions into professional diagnostic terminology; however, there rem...