Open Questions for Future Research: A Medical AI Research Agenda for Ukrainian Healthcare By Oleh Ivchenko, PhD Candidate | Odessa National Polytechnic University | Stabilarity Hub | February 11, 2026 Abstract After twelve weeks examining machine learning applications in medical imaging diagnosis, significant knowledge gaps remain that demand systematic investigation. This concluding article synthesizes open…
Category: Medical ML Diagnosis
ML for Medical Imaging Diagnosis
Medical ML: Training Curriculum for Medical AI — Healthcare Professional Development Framework
Training Curriculum for Medical AI: A Comprehensive Framework for Healthcare Professional Development By Oleh Ivchenko, PhD Candidate | Odessa National Polytechnic University | Stabilarity Hub | February 11, 2026 Abstract The integration of artificial intelligence into medical imaging diagnosis demands comprehensive training programs that prepare healthcare professionals for effective human-AI collaboration. This paper presents a…
Medical ML: Clinical Protocol Templates for ML-Assisted Medical Imaging Diagnosis
Clinical Protocol Templates for ML-Assisted Medical Imaging Diagnosis 🏥 Clinical Protocol Templates for ML-Assisted Medical Imaging Diagnosis By Oleh Ivchenko, PhD Candidate | Odessa National Polytechnic University | Stabilarity Hub | February 11, 2026 Abstract The successful integration of machine learning (ML) into medical imaging diagnosis requires robust, standardized clinical protocols that ensure patient safety,…
Medical ML: ScanLab Integration Specifications — Technical Architecture for Ukrainian Healthcare AI
ScanLab Integration Specifications: Technical Architecture for AI-Enhanced Medical Imaging in Ukraine 🔧 ScanLab Integration Specifications: Technical Architecture for AI-Enhanced Medical Imaging in Ukraine Author: Oleh Ivchenko, PhD Candidate Affiliations: Odessa National Polytechnic University (ONPU) | Stabilarity Hub Series: Machine Learning for Medical Diagnosis in Ukraine — Article 32 of 35 Date: February 2026 Document Version:…
Medical ML: Comprehensive Framework for ML-Based Medical Imaging Diagnosis — Ukrainian Implementation Guide
Comprehensive Framework for ML-Based Medical Imaging Diagnosis: A Ukrainian Implementation Guide Comprehensive Framework for ML-Based Medical Imaging Diagnosis: A Ukrainian Implementation Guide By Oleh Ivchenko, PhD Candidate | Odesa National Polytechnic University | Stabilarity Hub | February 11, 2026 Abstract This paper presents the UMAID Framework (Ukrainian Medical AI Deployment) — a comprehensive, evidence-based implementation…
Medical ML: Cost-Benefit Analysis of AI Implementation for Ukrainian Hospitals
Cost-Benefit Analysis of Medical AI for Ukrainian Hospitals 💰 Cost-Benefit Analysis of Medical AI Implementation for Ukrainian Hospitals Author: Oleh Ivchenko, PhD Candidate Affiliations: Odessa National Polytechnic University (ONPU) | Stabilarity Hub Series: Machine Learning for Medical Diagnosis in Ukraine — Article 29 of 35 Date: February 2026 Abstract The adoption of artificial intelligence in…
Medical ML: Legal Framework for AI in Ukrainian Healthcare — Regulations, Liability, and EU Harmonization
Legal Framework for AI in Ukrainian Healthcare: Navigating Regulations, Liability, and EU Harmonization Legal Framework for AI in Ukrainian Healthcare: Navigating Regulations, Liability, and EU Harmonization Author Information Oleh Ivchenko, PhD Candidate Odesa National Polytechnic University (ONPU) Stabilarity Hub Research Initiative Medical ML Diagnostic Systems Research Program Article 28 of 35 | Phase 5: Ukrainian…
Medical ML: Language Localization for Ukrainian Medical AI User Interfaces
Language Localization for Ukrainian Medical AI User Interfaces: A Comprehensive Framework Language Localization for Ukrainian Medical AI User Interfaces: A Comprehensive Framework for Clinical Software Adaptation Author Information Oleh Ivchenko, PhD Candidate Odessa National Polytechnic University (ONPU) Innovation Tech Lead, Capgemini Engineering Stabilarity Hub Research Initiative Published: February 10, 2026 | Article 26 of 35…
Medical ML: Ukrainian Medical Imaging Infrastructure — Current State and AI Readiness Assessment
Ukrainian Medical Imaging Infrastructure: Current State and AI Readiness Assessment Ukrainian Medical Imaging Infrastructure: Current State and AI Readiness Assessment Research Article | Medical ML Diagnosis Series #25 Author: Oleh Ivchenko, PhD Candidate Affiliations: Odessa National Polytechnic University (ONPU) | Stabilarity Hub Published: February 10, 2026 Series: Machine Learning for Medical Diagnosis in Ukrainian Healthcare…
Medical ML: Training Programs for Physicians — Building AI Competency in Medical Imaging
Training Programs for Physicians: Building AI Competency in Medical Imaging Training Programs for Physicians: Building AI Competency in Medical Imaging Article #23 | Medical ML Research Series Author: Oleh Ivchenko, PhD Candidate Affiliations: Odesa National Polytechnic University (ONPU) | Stabilarity Hub Research Focus: Machine Learning Applications in Healthcare Decision Systems Publication Date: February 10, 2026…