Jun 1, 2011 · Although it appears complex, CaRDIA-X is a simple yet comprehensive stepwise CRMD identification algorithm. The first step is to see whether the patient has a device identification card or knows the device manufacturer. If such information is not available, then access or obtain a chest X-ray (step 2).

AccessGUDID is a searchable database of device identification information, such as the device identifier on the label, device name, company name, MR safety status, and premarket submission...

Prompt radiographic identification of an unknown cardiac implantable electronic device (CIED) manufacturer can facilitate urgent pacemaker or defibrillator interrogation with the appropriate manufacturer-specific computer programmer.

3 days ago · In this study, we introduce LFIoTDI, a lightweight and fine-grained device identification method leveraging machine learning to enhance IoT security. Based on an innovative feature set, LFIoTDI can accomplish device identification on resources-constraint IoT devices with just a single network-layer packet.

Oct 29, 2017 · Cardiac Rhythm Device Identification Algorithm using X-rays (CaRDIA-X, see below) The study participants using this algorithm showed an overall accuracy of 96.9%. This study was published in 2011 but only now caught our attention.

Mar 11, 2025 · To overcome this complication, a novel approach for IoT device identification using an anti-interference dynamic integral neural network (AIDINN) and a multiobjective fitness-dependent optimizer algorithm (MOFDOA) (IoT-DTI-AIDINN-MOFDOA) is proposed.

Jun 1, 2011 · Chest X-ray offers an untapped, easily available tool that can help reliable identification of the type and manufacturer of CRMD (Figure 2). Each CRMD has certain distinctive morphological features that make its radiological identification possible.

Medical staff often need to determine the model of a pacemaker or defibrillator (cardiac rhythm device) quickly and accurately. Current approaches involve comparing a device’s radiographic appearance with a manual flow chart. In this study, radiographic images of 1,676 devices, comprising 45 models from 5 manufacturers were extracted.

comprehensive stepwise CRMD identification algorithm. The first step is to see whether the patient has a device identification card or knows the device manufacturer. If such information is not available, then access or obtain a chest X-ray (step 2). Step 3 involves identifying the ra-diopaque manufacturer-specific ANC; if not identifiable,

Smartphone-based applications like Pacemaker ID application (PMIDa) and Cardiac Rhythm Management Device-Finder (CRMD-f) have been designed to aid with quicker recognition of device manufacturers so that manufacturer-specific equipment is …