Research graph
References from Privacy-Preserving Federated Learning with Layer 2 Blockchain Anchoring for Auditable Clinical Trial Eligibility Screening. Local targets link to admitted publications; unresolved targets remain external evidence.
Leveraging Blockchain and LLMs for Patient–Clinical Trial Matching
10.1016/j.array.2025.100657 · 2026 · External reference
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The Future of Digital Health with Federated Learning
10.1038/s41746-020-00323-1 · 2020 · External reference
10.1186/s12874-020-01109-5
10.1186/s12874-020-01109-5 · External reference
10.1109/aiccsa47632.2019.9035341
10.1109/aiccsa47632.2019.9035341 · External reference
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Federated Learning: Challenges, Methods, and Future Directions
2020 · External reference
10.1561/9781680837896
10.1561/9781680837896 · External reference
10.1145/2976749.2978318
10.1145/2976749.2978318 · External reference
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10.1109/sp.2017.41
10.1109/sp.2017.41 · External reference
10.1109/csf.2018.00027
10.1109/csf.2018.00027 · External reference
10.14722/ndss.2019.23119
10.14722/ndss.2019.23119 · External reference
10.1109/sp46214.2022.9833649
10.1109/sp46214.2022.9833649 · External reference
10.1007/978-3-030-63076-8_2
10.1007/978-3-030-63076-8_2 · External reference
Blockchain Protocols in Clinical Trials: Transparency and Traceability of Consent
10.12688/f1000research.10531.5 · 2018 · External reference
Using Blockchain for Electronic Health Records
10.1109/access.2019.2946373 · 2019 · External reference
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10.6028/nist.ir.8202
10.6028/nist.ir.8202 · External reference
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10.1007/978-3-030-51280-4
10.1007/978-3-030-51280-4 · External reference
Practical Limitations of Ethereum’s Layer-2
10.1109/access.2023.3237897 · 2023 · External reference
Blockchain Scaling Using Rollups: A Comprehensive Survey
10.1109/access.2022.3200051 · 2022 · External reference
10.3390/computers14090359
10.3390/computers14090359 · External reference
10.1109/das69882.2026.11553350
10.1109/das69882.2026.11553350 · External reference
10.3390/app15063225
10.3390/app15063225 · External reference
10.3390/info14080446
10.3390/info14080446 · External reference
10.3390/electronics10233003
10.3390/electronics10233003 · External reference
Bio-Rollup: A New Privacy Protection Solution for Biometrics Based on Two-Layer Scalability-Focused Blockchain
10.7717/peerj-cs.2268 · 2024 · External reference
10.3390/fi16090315
10.3390/fi16090315 · External reference
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Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing
10.1145/3458754 · 2022 · External reference
10.18653/v1/w19-1909
10.18653/v1/w19-1909 · External reference
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10.1007/978-1-4612-4380-9_41
10.1007/978-1-4612-4380-9_41 · External reference
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A Systematic Analysis of Performance Measures for Classification Tasks
10.1016/j.ipm.2009.03.002 · 2009 · External reference
10.1007/3-540-49430-8
10.1007/3-540-49430-8 · External reference
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10.1007/3-540-49430-8
10.1007/3-540-49430-8 · ExternalCitation · doi-reference
10.1007/978-1-4612-4380-9_41
10.1007/978-1-4612-4380-9_41 · ExternalCitation · doi-reference
10.1007/978-3-030-51280-4
10.1007/978-3-030-51280-4 · ExternalCitation · doi-reference
10.1007/978-3-030-63076-8_2
10.1007/978-3-030-63076-8_2 · ExternalCitation · doi-reference
Leveraging Blockchain and LLMs for Patient–Clinical Trial Matching
10.1016/j.array.2025.100657 · ExternalCitation · doi-reference
A Systematic Analysis of Performance Measures for Classification Tasks
10.1016/j.ipm.2009.03.002 · ExternalCitation · doi-reference
The Future of Digital Health with Federated Learning
10.1038/s41746-020-00323-1 · ExternalCitation · doi-reference
Using Blockchain for Electronic Health Records
10.1109/access.2019.2946373 · ExternalCitation · doi-reference
Blockchain Scaling Using Rollups: A Comprehensive Survey
10.1109/access.2022.3200051 · ExternalCitation · doi-reference
Practical Limitations of Ethereum’s Layer-2
10.1109/access.2023.3237897 · ExternalCitation · doi-reference
10.1109/aiccsa47632.2019.9035341
10.1109/aiccsa47632.2019.9035341 · ExternalCitation · doi-reference
10.1109/csf.2018.00027
10.1109/csf.2018.00027 · ExternalCitation · doi-reference
10.1109/das69882.2026.11553350
10.1109/das69882.2026.11553350 · ExternalCitation · doi-reference
10.1109/sp.2017.41
10.1109/sp.2017.41 · ExternalCitation · doi-reference
10.1109/sp46214.2022.9833649
10.1109/sp46214.2022.9833649 · ExternalCitation · doi-reference
10.1145/2976749.2978318
10.1145/2976749.2978318 · ExternalCitation · doi-reference
Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing
10.1145/3458754 · ExternalCitation · doi-reference
10.1186/s12874-020-01109-5
10.1186/s12874-020-01109-5 · ExternalCitation · doi-reference
Blockchain Protocols in Clinical Trials: Transparency and Traceability of Consent
10.12688/f1000research.10531.5 · ExternalCitation · doi-reference
10.14722/ndss.2019.23119
10.14722/ndss.2019.23119 · ExternalCitation · doi-reference
10.1561/9781680837896
10.1561/9781680837896 · ExternalCitation · doi-reference
10.18653/v1/w19-1909
10.18653/v1/w19-1909 · ExternalCitation · doi-reference
10.3390/app15063225
10.3390/app15063225 · ExternalCitation · doi-reference
10.3390/computers14090359
10.3390/computers14090359 · ExternalCitation · doi-reference
10.3390/electronics10233003
10.3390/electronics10233003 · ExternalCitation · doi-reference
10.3390/fi16090315
10.3390/fi16090315 · ExternalCitation · doi-reference
10.3390/info14080446
10.3390/info14080446 · ExternalCitation · doi-reference
10.6028/nist.ir.8202
10.6028/nist.ir.8202 · ExternalCitation · doi-reference
Bio-Rollup: A New Privacy Protection Solution for Biometrics Based on Two-Layer Scalability-Focused Blockchain
10.7717/peerj-cs.2268 · ExternalCitation · doi-reference
