A trimodal, longitudinal, multi-task LLM pipeline predicts adolescent depression with 70.8% balanced accuracy on the private DEW dataset, but the gain over simpler baselines is modest and lacks external validation.
Sleep’s role in the development and resolution of adolescent depression,
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Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction
A trimodal, longitudinal, multi-task LLM pipeline predicts adolescent depression with 70.8% balanced accuracy on the private DEW dataset, but the gain over simpler baselines is modest and lacks external validation.