Research Article
Advancing Pandemic Preparedness in Healthcare 5.0: A Survey of Federated Learning Applications
Table 4
Existing pandemic preparedness mechanisms.
| Mechanism | Strengths | Limitations |
| Surveillance systems | Early detection of outbreaks | Limited coverage and timeliness | Vaccination programs | Effective in reducing disease spread | Limited availability and production capacity | Healthcare infrastructure | Adequate treatment facilities | Overwhelmed during large-scale pandemics | Quarantine measures | Containment of infected individuals | Compliance challenges and economic impact | Contact tracing | Identification of exposed individuals | Relies on accurate and timely reporting | Stockpiling medical supplies | Quick response to outbreaks | Limited shelf life and availability of specific items |
|
|