A proposed hybrid pipeline combining RE2 regex, Aho-Corasick exact matching, and AI named entity recognition reportedly detects PII and PHI with a 91.6 percent F1 score.
Balancing Patient Privacy and Health Data Security: The Role of Compliance in Protected Health Information (PHI) Sharing
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abstract
Protected Health Information (PHI) sharing significantly enhances patient care quality and coordination, contributing to more accurate diagnoses, efficient treatment plans, and a comprehensive understanding of patient history. Compliance with strict privacy and security policies, such as those required by laws like HIPAA, is critical to protect PHI. Blockchain technology, which offers a decentralized and tamper-evident ledger system, hold promise in policy compliance. This system ensures the authenticity and integrity of PHI while facilitating patient consent management. In this work, we propose a blockchain technology that integrates smart contracts to partially automate consent-related processes and ensuring that PHI access and sharing follow patient preferences and legal requirements.
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Decoding Complexity: Intelligent Pattern Exploration with CHPDA (Context Aware Hybrid Pattern Detection Algorithm)
A proposed hybrid pipeline combining RE2 regex, Aho-Corasick exact matching, and AI named entity recognition reportedly detects PII and PHI with a 91.6 percent F1 score.