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Large Language Model Adaptation Strategies in Speech-Based Cognitive Screening: Systematic Evaluation

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Background: Over half of US adults with Alzheimer disease and related dementias (ADRD) remain undiagnosed. Speech-based screening algorithms offer a scalable approach, but the relative value of large language model (LLM) adaptati... ...