Frozen self-supervised speech representations transfer poorly across languages and corpora; Parkinson's-trained classifiers treat dementia speech like Parkinson's, indicating corpus-driven rather than disease-specific signal.
The Consortium to Estab- lish a Registry for Alzheimer’s Disease (CERAD). Part I. Clinical and Neuropsychological Assessment of Alzheimer’s Disease,
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Motor, Cognitive, or Corpus? What Survives Cross-Lingual Transfer in Speech-Based Parkinsons Disease Detection
Frozen self-supervised speech representations transfer poorly across languages and corpora; Parkinson's-trained classifiers treat dementia speech like Parkinson's, indicating corpus-driven rather than disease-specific signal.