The early warning lead time of 22.1 days represents perhaps our most practically significant finding, as this temporal buffer provides student entrepreneurs with what we term “actionable anticipation windows”—sufficient advance notice to implement meaningful interventions before crises become irreversible.
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Digital twin-based intelligent risk assessment and decision support system for university student entrepreneurial projects.
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