LANGaware language and speech biomarkers

1. LANGaware language and speech biomarkers predict depression in humans (F1-macro 70.38%).

   “For depression classification, 4421 elicitation tasks (1481 D, 2940 NC) from English‐speaking participants were evaluated, achieving an average F1‐macro score of 70.38%.”

   Humansbinary classification (D vs. NC)

   Achieving Automated Early Detection: Update on LANGaware's Language and Speech Biomarkers in Neurocognitive and Affective Disorders

   AAIC 2025 abstract·8 Jan 2026

More on Depression

1. LANGaware language and speech biomarkers predict mild cognitive impairment in humans (F1-macro 73.0%).

   “while the three‐class one (AD vs. MCI vs. NC) attained a score of 73.0%.”

   Humansthree-class classification (AD vs. MCI vs. NC)

   Achieving Automated Early Detection: Update on LANGaware's Language and Speech Biomarkers in Neurocognitive and Affective Disorders

   AAIC 2025 abstract·8 Jan 2026

More on Mild cognitive impairment

1. LANGaware language and speech biomarkers predict Alzheimer's disease in humans (F1-macro 89.01%).

   “The binary classifier (AD vs. Healthy) achieved an average F1‐macro score of 89.01%”

   Humansbinary classification (AD vs. Healthy)

   Achieving Automated Early Detection: Update on LANGaware's Language and Speech Biomarkers in Neurocognitive and Affective Disorders

   AAIC 2025 abstract·8 Jan 2026

More on Alzheimer's disease