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Validation for real-time deployment

Ascertain whether the stochastic, stress-modulated compartmental stochastic differential equation model can be validated for real-time clinical deployment, including its performance with streaming inputs and adaptive simulation updates.

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Background

The authors propose that the model could enable individualized, dynamic risk assessment and hint at future integration with streaming behavioral or physiological data. However, they explicitly note that the framework has not been validated for real-time use.

Establishing real-time validation involves demonstrating reliable, timely performance, robustness to data streams, and clinical safety for decision support scenarios.

References

While not yet validated for real-time deployment, our framework opens new directions for suicide prevention by aligning mathematical modeling with the temporal and personalized nature of mental health risk.

A Stochastic Compartmental Model of Suicide Risk Dynamics in U.S. Veterans (2508.18553 - Singley et al., 25 Aug 2025) in Discussion (Section 4)