Enhancing Early Detection of Neurodegenerative Disease Through Advanced Verbal Fluency Analysis

Both automated and novel manual VFT analyses show promise for detecting early cognitive decline. Automated methods offer advantages in processing speed and consistency, while manual approaches provide clinical interpretability and flexibility. Future work should focus on developing transparent, validated automated tools through clinician co-design, with emphasis on utility across diverse populations and seamless integration into clinical workflows.