Related Experiment Video
Updated: May 5, 2026

Simulation of a Scaled Assembly Process with Collaboration of a Robotic Arm and Monitoring through a Vision System for Quality Control
Published on: August 29, 2025
[Perspectives on Device Selection in Japan:Artificial Intelligence Utilization, Distribution Systems, and Future
Keiichiro Ohara1, Soichiro Fujimura, Toshihiro Ishibashi
1Department of Neurosurgery, The Jikei University School of Medicine.
None:
Device selection in neuroendovascular therapy has traditionally relied on operator experience and institutional routines, leading to variability and limited reproducibility. Advances in artificial intelligence (AI), particularly machine learning, now allow analysis of complex clinical and morphological data to support optimal device selection. AI can visualize and share tacit expert knowledge, enhance decision-making, and promote procedural standardization and education. However, its recommendations remain probabilistic, and final clinical responsibility must rest with the physician. Reliable application requires adequate multi-institutional data and improved interpretability. In addition to supporting clinical judgment, AI-based prediction can optimize medical device logistics by forecasting necessary items and reducing excessive deliveries and returns. Such efficiency is increasingly important in the context of workforce shortages and transportation constraints, including Japan's "2024 logistics problem." We developed an integrated system combining AI-driven device selection with an electronic ordering platform, enabling real-time information sharing among physicians, distributors, and logistics providers. In preliminary validation involving unruptured aneurysm cases, this approach reduced delivered items by 20-55% without compromising safety. AI-assisted device selection therefore represents both a clinical advancement and a pathway toward more sustainable medical supply chains, linking healthcare, industry, and logistics through data-driven optimization.
Related Concept Videos
Current Trends in Nursing II
Issues And Trends In Healthcare Delivery System
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Decision Making: Traditional Method
First, a specific claim about the population parameter is decided based on the research question and is stated in a simple form. Further, an opposing statement to this claim is also stated. These statements can act as null and alternative hypotheses, out of which a null hypothesis would be a...
Ampere-Maxwell's Law: Problem-Solving
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of the...
Control Systems: Applications
In modern vehicles, control systems manage various functions to enhance performance and safety. The steering wheel and accelerator are primary inputs in a car's control system. The...
Distribution Reliability and Automation