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ОБЪЯСНИМЫЕ И БЕЗОПАСНЫЕ ПЛАТФОРМЫ ИСКУССТВЕННОГО ИНТЕЛЛЕКТА ДЛЯ ГЕНОМИКИ CRISPR: ДОСТИЖЕНИЯ, ОГРАНИЧЕНИЯ, СИСТЕМЫ МОДЕЛИРОВАНИЯ И ТРАНСЛЯЦИОННАЯ ИНТЕГРАЦИЯ НА ОСНОВЕ БЛОКЧЕЙНА

List of Acronyms and their Descriptions

​Acronym

​Full Form

​Description

​AI

​Artificial Intelligence

​Computational techniques used for prediction and decision-making in CRISPR systems

​CRISPR

​Clustered Regularly Interspaced Short Palindromic Repeats

​Genome editing technology used for precise DNA modification

​gRNA

​Guide RNA

​RNA sequence that directs Cas proteins to specific DNA targets

​XAI

​Explainable Artificial Intelligence

​Techniques that improve transparency and interpretability of AI models

​SHAP

​Shapley Additive ExPlanations

​Method for explaining individual predictions using feature importance

​LIME

​Local Interpretable ModelAgnostic Explanations

​Technique to approximate and explain black-box model predictions locally

​DiCE

​Diverse Counterfactual Explanations

​Method for generating counterfactual explanations to interpret AI decisions

​DL

​Deep Learning

​Subfield of AI using neural networks for complex pattern recognition

​FL

​Federated Learning

​Distributed learning approach where models are trained across multiple datasets without sharing raw data

​DP

​Differential Privacy

​Technique to preserve privacy by adding noise to data or model updates

​ILDC

​Integrated Learning and Decision Controller

​Proposed module for combining prediction and decision-making in CRISPR pipelines

​PPDS

​Privacy -Preserving Data Sharing

​Framework for secure and compliant genomic data exchange

​SCGDI

​Smart Contract-based Genomic Data Infrastructure

​Blockchain -based system for managing genomic data securely

​HSC3

​Hybrid Secure CRISPR Control Chain

​Proposed blockchain-enabled framework for CRISPR governance and auditability

​GDPR

​General Data Protection Regulation

​European regulation governing data privacy and protection

​HIPAA

​Health Insurance Portability and Accountability Act

​US regulation for protecting sensitive health information