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15:31, 19 January 2026
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Russian Scientists Go Ahead With Voice-Based Depression Diagnosis

The technology is designed to help identify serious mental health disorders at an early stage.

Photo: Novosibirsk State University official website

Researchers at Novosibirsk State University have set up a digital tool for diagnosing depression, the university’s press service said. Faculty members and students from NSU’s Institute of Medicine and Psychology proposed an automated approach based on analyzing a person’s vocal intonation. Speech is treated as a natural biomarker of mental state, with changes in vocal energy offering clues about a speaker’s mood and condition.

Trained on Interviews

The research team trained a neural network on 90 interviews with different participants, including people diagnosed with depression. Using the wav2vec architecture, the scientists extracted vector-based acoustic features from voice recordings.

“For practical use, we developed a prototype GUI application called NeuroVoice, built on the PyQt5 framework. The interface supports the full data workflow – from uploading or recording audio to visualizing results and exporting files. The prototype can analyze existing recordings or run assessments in real time,” said Alexander Fyodorov, head of the Department of Clinical Psychology at NSU’s Institute of Medicine and Psychology.

The tool is expected to help clinicians make diagnoses faster and more accurately. According to the researchers, its potential use is not limited to depression. With additional data, the model could be trained to detect other mental health disorders based on voice patterns.

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