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 |
