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The End of Subjective Grading? Artificial Intelligence-Driven Objective Metrics for Facial Paralysis

Catherine F Roy1,2, Tessa A Hadlock1,2

  • 1Department of Facial Plastic & Reconstructive Surgery, Massachusetts Eye and Ear Infirmary, Harvard Medical School, Boston, Massachusetts, USA.

Facial Plastic Surgery & Aesthetic Medicine
|February 19, 2026
PubMed
Summary

No abstract available in PubMed .

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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...
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