Source Data Storage |
The COVID-19 data are stored in a centralized cloud-based storage system, like PACS. |
The COVID-19 data are stored in decentralized storage systems, such as IPFS. |
Database Sharing Mechanism and Integrity |
Depends on a cloud-based mechanism and EHR databases managed by a third-party clearinghouse. Thus, there are possibilities of data tampering. |
Depends on a blockchain-based sharing mechanism and EHR databases managed by the participants of the healthcare ecosystem. Thus, databases are immutable. |
Administration Performance and Scalability |
More transactions are processed per second and enable great scalability. |
Process minimal transactions per second, and there are scalability issues since the framework is at its developing stage. |
Implementation Cost |
Easy to implement and maintain due to its large-scale adoption. |
Uncertainty in the operating costs. |
Incentive Mechanism for Sharing Data |
Not available. |
The patient can receive an incentive for sharing their medical data for research purposes. |
Data Accessibility |
Depend on healthcare entities. |
Patients have complete access to and control over their data. |
Anonymity |
High risk of privacy leakage and identity theft. |
The identity of the patients and the transactions between healthcare participants remain anonymous since blockchain public addresses do not link to anyone’s identity. |
Data Auditability |
Always depends on administrators to audit the data. |
The moment the blockchain reaches a predetermined state, any node in the blockchain network can track and trace the data right from its origin based on cryptography technology. |
Computational Performance of AI |
Computationally expensive for training large datasets acquired from different sources in a centralized server. |
The federated learning approach reduces the computational power by enabling collaborations between several healthcare organizations to train the distributed global AI models without relying on any centralized server. |
Decision Making |
Human involvement. |
Human involvement, AI, and a smart contract. |
Fault Tolerance |
Risk of a single point of failure. |
A distributed blockchain ledger is highly fault-tolerant because of the consensus mechanism. |