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Charles Darwin proposed that facial expressions are an evolutionary adaptation for communication. He argued that these expressions are not influenced by culture but are universal across species. For example, a snarling expression with exposed teeth signals a threat in many animals, including humans. Darwin also suggested that displaying an emotion can intensify the feeling. Smiling, for example, could enhance one's sense of happiness. This idea laid the foundation for understanding the role of...
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Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease
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Simulated depression risk classification from Parkinson's voice features using a self-attention-enhanced MLP

Nalineekumari Arasavali1, Mohammed Ashik2, Vaddadi Nirmal3

  • 1Department of Electronics & Communication Engineering, Gayatri Vidya Parishad College of Engineering, Visakhapatnam, India.

Scientific Reports
|February 8, 2026
PubMed
Summary

No abstract available in PubMed .

Keywords:
Depression classificationExplainable artificial intelligenceParkinson’s diseaseSelf attention neural networkVoice biomarkers

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