AIMC Topic: Equipment and Supplies

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New case law and liability risks for manufacturers of medical AI.

Science (New York, N.Y.) Jun 12, 2025
Recent case law can shape how innovation unfolds.
United States Liability, Legal Equipment and Supplies Humans Artificial Intelligence
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Evaluating the Impact of the EU AI Act on Medical Device Regulation.

Studies in health technology and informatics Apr 8, 2025
Artificial Intelligence (AI) is increasingly incorporated into medical devices, revolutionizing diagnostics, treatment planning, and patient monitoring. To ensure AI's safe and ethical use, the European Commission published the AI Act in 2024, which ...
European Union Medical Device Legislation Device Approval Equipment Safety Humans Artificial Intelligence Equipment and Supplies
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A machine learning framework to adjust for learning effects in medical device safety evaluation.

Journal of the American Medical Informatics Association : JAMIA Jan 1, 2025
OBJECTIVES: Traditional methods for medical device post-market surveillance often fail to accurately account for operator learning effects, leading to biased assessments of device safety. These methods struggle with non-linearity, complex learning cu...
Humans Machine Learning Equipment Safety United States Equipment and Supplies Decision Trees Product Surveillance, Postmarketing
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[Discussion about Testing Scheme of Intelligent Medical Devices].

Zhongguo yi liao qi xie za zhi = Chinese journal of medical instrumentation Nov 30, 2024
Intelligent medical devices are flourishing with the deep integration of modern information and artificial intelligence technologies into healthcare. Testing is an important means of performance evaluation and quality control for intelligent medical ...
Robotics Quality Control Artificial Intelligence Software Equipment and Supplies Internet of Things
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[Application of NGO-BP Neural Network in Battery Life Prediction of Portable Medical Devices].

Zhongguo yi liao qi xie za zhi = Chinese journal of medical instrumentation May 30, 2024
The development of portable medical devices cannot be separated from safe and efficient batteries. Accurately predicting the remaining life of batteries can greatly improve the reliability of batteries, which is of great significance for portable med...
Temperature Reproducibility of Results Equipment and Supplies Electric Power Supplies Neural Networks, Computer Algorithms
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Digital Avatars and Personalized Voices-How AI Is Helping to Restore Speech to Patients.

JAMA Apr 16, 2024
Voice Quality Avatar Speech Humans Voice Equipment and Supplies Artificial Intelligence Aphasia
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How machine learning is embedded to support clinician decision making: an analysis of FDA-approved medical devices.

BMJ health & care informatics Apr 1, 2021
OBJECTIVE: To examine how and to what extent medical devices using machine learning (ML) support clinician decision making.
Equipment and Supplies United States Decision Making, Computer-Assisted United States Food and Drug Administration Humans Machine Learning
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How medical AI devices are evaluated: limitations and recommendations from an analysis of FDA approvals.

Nature medicine Apr 1, 2021
Algorithms United States United States Food and Drug Administration Equipment and Supplies Humans Artificial Intelligence Databases as Topic Device Approval
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On collaborative reinforcement learning to optimize the redistribution of critical medical supplies throughout the COVID-19 pandemic.

Journal of the American Medical Informatics Association : JAMIA Mar 18, 2021
OBJECTIVE: This work investigates how reinforcement learning and deep learning models can facilitate the near-optimal redistribution of medical equipment in order to bolster public health responses to future crises similar to the COVID-19 pandemic.
Resource Allocation Public Health Administration Deep Learning Equipment and Supplies Machine Learning Pandemics COVID-19 Algorithms
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Medical Equipment Replacement Prioritisation: A Comparison Between Linear and Fuzzy System Models.

Studies in health technology and informatics Aug 21, 2019
In hospital management, health technology assessment techniques are being increasingly developed. This paper presents a comparison of the results obtained using two models for replacement priority value calculation applied to the Galliera hospital in...
Equipment and Supplies Fuzzy Logic Linear Models Italy
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