Mircea Popa

CEO @ Medicai. Interested in innovation in healthcare, use of cloud, AI in medicine. Previously founded SkinVision, a mobile app designed to detect melanoma (skin cancer) through ML algorithms applied on images taken with smartphones.

Radiology Information System (RIS): Modules, Chain Position, KPIs, and How It Connects HIS and PACS

Healthcare Trends and Innovations Cloud PACS Data Security and Interoperability Patient Empowerment and Data Security Radiology Information System (RIS): Modules, Chain Position, KPIs, and How It Connects HIS and PACS RIS is the administrative and operational nervous system of a radiology department. It manages every event in the patient’s radiology journey, excluding the image itself — the referral, scheduling, patient check-in, exam tracking, report distribution, billing, and department statistics. While... By Mircea Popa Mar 4, 2026

Cloud PACS DICOM Viewer PACS Workflow: RIS PACS Workflow Diagram, PACS Workflow Manager, Failures, KPIs, and Trends PACS workflow is the digital backbone that moves imaging context from RIS and EHR systems into modality worklists, routes DICOM studies to the appropriate archive, and finally exposes them through the appropriate clinical access point. PACS workflow keeps patient identities,... By Mircea Popa Feb 25, 2026

Healthcare Trends and Innovations Cloud PACS Cardiology PACS Systems, Features, CVIS Integration, and Workflow Benefits Cardiology PACS systems keep cardiovascular imaging usable, implied, not just stored. Cardiology PACS systems handle cine loops from echocardiography, angiography runs from catheterization, vascular ultrasound clips, and cardiac MRI series, and make priors easy to compare when the next follow-up... By Mircea Popa Feb 19, 2026

AI in Healthcare Cloud PACS Medical Imaging Technology Why Imaging Infrastructure Matters for AI Generalization in Radiology Artificial intelligence has shown impressive results in radiology research settings. From mammography to CT and MRI, AI models often achieve high accuracy when evaluated on curated datasets. Yet once deployed in real clinical environments, many of these same models struggle... By Mircea Popa Jan 21, 2026

AI in Healthcare Cloud PACS Medical Imaging Technology Does AI Really Deliver Economic Value in Radiology? What the Evidence Says Economic value from radiology AI is not guaranteed. A January 2026 systematic review found that only 21 studies out of 1,879 screened records (about 1%) actually quantified economic outcomes, and the results depended on task complexity, examination volume, and the... By Mircea Popa Jan 5, 2026

Cloud PACS Data Security and Interoperability Why Cloud Dental PACS is Critical for Multi-Site Centralization: The DSO Tech Stack Dental Service Organizations (DSOs) often hit a technological wall in the race to scale. It happens somewhere between the 5th and the 50th location. You acquire a new practice, and along with the patient list, you inherit a server closet... By Mircea Popa Dec 18, 2025

Cloud PACS Healthcare Economics and Costs Structured Reporting How Integrated RIS PACS Synchronization Drives Revenue Radiology Information Systems (RIS) and Picture Archiving and Communication Systems (PACS) are treated as line items on expense reports in most boardrooms. The integrated RIS PACS are viewed as necessary overhead—”the cost of doing business.” This is a fundamental misunderstanding... By Mircea Popa Dec 16, 2025

Cloud PACS Data Security and Interoperability DICOM Viewer Why Cloud-Based Medical Image Sharing Matters More Than Ever Waiting days for a CD just to get a doctor to view your scan is indeed frustrating. Cloud-based medical image sharing helps hospitals, clinics, and patients store and share imaging, such as CTs, MRIs, and X-rays, through secure online platforms... By Mircea Popa Nov 30, 2025

Data Security and Interoperability DICOM Viewer DICOM Format Explained: Understanding Your Medical Imaging Files Medical images can feel confusing, especially when the files look nothing like the scans on your phone. The DICOM format is a specialized medical imaging file format used by hospitals. The format is designed to store images with the clinical... By Mircea Popa Nov 21, 2025

Cloud PACS Data Security and Interoperability DICOM Viewer Medical Imaging Technology DICOM Interoperability Failures (And How Hospitals Fix Them) Why images still fail to open across systems — and how modern cloud PACS like Medicai solve the DICOM interoperability failures. Healthcare assumes medical imaging should be universally compatible, aka interoperability. A CT scan produced in one hospital should load... By Mircea Popa Nov 15, 2025

Cloud PACS DICOM Viewer Healthcare Trends and Innovations Mammography PACS & Tomosynthesis: Solving the "Heavy Data" Problem In the last decade, breast imaging has undergone a massive technological leap. We moved from 2D Digital Mammography (FFDM) to Digital Breast Tomosynthesis (DBT). Clinically, this is a victory—detection rates are up, and recalls are down. IT-wise, it is a... By Mircea Popa Nov 12, 2025

Data Security and Interoperability Teleradiology and Telemedicine Teleradiology Solutions: Swift, Smart, and Smooth Radiology Services Have you ever dreamed of getting expert diagnoses from radiologists thousands of miles away? Well, with teleradiology solutions, your dream can come true. Teleradiology solutions connect healthcare providers with radiologists remotely. They provide secure data sharing and real-time interpretations of... By Mircea Popa Dec 4, 2024

Articles reviewed by Mircea Popa

Cloud PACS Data Security and Interoperability DICOM Viewer DICOM Modality Worklist (MWL): How It Works, Why It Fails, and What Happens When It Does DICOM Modality Worklist is a DICOM service that allows an imaging device — a CT scanner, MRI machine, X-ray unit, or any DICOM-compliant modality — to query a server (typically the RIS) for the list of scheduled examinations it is... By Alexandru Artimon Mar 9, 2026

Hospital Information System (HIS): Why It Is the Centre of Every PACS Workflow

Medical Imaging Technology Cloud PACS Data Security and Interoperability Hospital Information System (HIS): Why It Is the Centre of Every PACS Workflow Every radiology order that reaches your PACS starts in your Hospital Information System. Every patient identity mismatch that breaks your PACS workflow traces back to a data problem in your HIS. Understanding HIS is not optional knowledge for imaging informatics... By Andrei Blaj Mar 3, 2026

Cloud PACS Healthcare Trends and Innovations The Economics of Speed: How Server-Side Rendering Reduces TAT and Boosts Revenue In the business of radiology, Time is Inventory. Every minute a radiologist spends waiting for a scan to load, toggling between windows, or struggling with a slow VPN connection is a minute of lost inventory. It is billable time that... By Andrei Blaj Jan 19, 2026

AI in Healthcare Cloud PACS Data Security and Interoperability AI Orchestration in PACS: Moving Beyond "Buzzwords" to Real Workflow AI orchestration in PACS is the workflow control layer that triggers inference, applies routing rules, selects models, and delivers AI results back into PACS worklists and reporting in a way clinicians actually use. This guide explains AI orchestration in PACS,... By Alexandru Artimon Jan 14, 2026

The Unified Worklist: How to Connect Disparate PACS Without Replacing Them

Cloud PACS Healthcare Policy and Equity Healthcare Trends and Innovations The Unified Worklist: How to Connect Disparate PACS Without Replacing Them If you walk into the reading room of a typical private radiology practice or a large hospital network today, you will see a chaotic scene. You will see a radiologist sitting at four monitors, using three keyboards, logging into five... By Andrei Blaj Jan 12, 2026

Cloud PACS DICOM Viewer Healthcare Trends and Innovations Cloud-Native vs. Cloud-Enabled PACS: Why the Difference Matters for 2026 In the 2026 healthcare market, you will struggle to find a PACS vendor that doesn’t use the word “Cloud” in their pitch deck. For a CIO or Radiology IT Director, this ubiquity creates a dangerous illusion. It suggests that all... By Andrei Blaj Jan 7, 2026

Cloud PACS DICOM Viewer Healthcare Trends and Innovations PMS Imaging vs. Dedicated PACS: Why Your Practice Management Software Isn't Enough In the dental industry, there is a concept called the “All-in-One Illusion.” When you buy a Practice Management System (PMS) like Dentrix, Eaglesoft, or Open Dental, it usually comes with a built-in imaging module. It’s convenient. It’s included in the... By Andrei Blaj Dec 29, 2025

dental pacs solution for CBCT files management

Cloud PACS Healthcare Trends and Innovations Taming the CBCT Beast: Cloud Strategies for Implantology and Orthodontics For the modern Oral Surgeon or Orthodontist, the CBCT (Cone Beam Computed Tomography) scan is the gold standard of diagnosis. It offers a window into anatomy that 2D X-rays simply cannot provide. But it also comes with a heavy price tag—and I... By Alexandru Artimon Dec 24, 2025

Cloud PACS Data Security and Interoperability Healthcare Trends and Innovations Hybrid PACS Architecture: The Technical Guide for Radiology IT For the past decade, the debate in radiology IT has been binary: Cloud vs. On-Premise. The Cloud camp promises infinite scalability, disaster recovery, and zero hardware maintenance. The On-Premise camp argues for speed, control, and reliability that doesn’t depend on... By Andrei Blaj Nov 5, 2025

Cloud PACS DICOM Viewer Healthcare Trends and Innovations The PACS Migration Checklist: A CIO’s Guide to Switching Vendors Without Data Loss For many healthcare CIOs and IT Directors, the idea of a PACS Migration induces a specific kind of anxiety. It is the digital equivalent of a heart transplant: you must move the lifeblood of your hospital (patient imaging data) into... By Andrei Blaj Nov 4, 2025