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A decorrelated, clinician-aligned symptom signal readable directly from internal activations is revealed, offering a mechanistic foundation for interpretable depression-assessment tools.
The system reduces supervisory triage latency from 72 hours to real time (~10 seconds per session), enabling proactive intervention in high-risk cases and addresses the cold-start problem through Bayesian priors and implements timestamp-based modality synchronization for robust multi-modal fusion.
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