A group of medical professionals are gathered around a patient on an operating table in a hospital room. They are wearing surgical scrubs, masks, and caps, working under bright surgical lights. The room is equipped with various medical instruments including IVs and a monitoring device. The scene conveys a sense of focus and teamwork.
A group of medical professionals are gathered around a patient on an operating table in a hospital room. They are wearing surgical scrubs, masks, and caps, working under bright surgical lights. The room is equipped with various medical instruments including IVs and a monitoring device. The scene conveys a sense of focus and teamwork.

Innovation

Exploring hybrid methodologies for advanced surgical data analysis.

A surgeon wearing a surgical mask, cap with a pattern, and operating garments is focused intently on a procedure. Surgical lights are illuminating the scene, and various medical equipment is visible in the background.
A surgeon wearing a surgical mask, cap with a pattern, and operating garments is focused intently on a procedure. Surgical lights are illuminating the scene, and various medical equipment is visible in the background.
Several surgeons, dressed in blue surgical gowns and protective masks, are performing a medical procedure in an operating room. Surgical instruments, such as scalpels and forceps, are visible in the foreground. The environment is clinical and filled with medical equipment.
Several surgeons, dressed in blue surgical gowns and protective masks, are performing a medical procedure in an operating room. Surgical instruments, such as scalpels and forceps, are visible in the foreground. The environment is clinical and filled with medical equipment.
Two surgeons wearing blue surgical gowns and caps perform an operation under bright surgical lights. Medical equipment and monitors surround them in a sterile operating room environment.
Two surgeons wearing blue surgical gowns and caps perform an operation under bright surgical lights. Medical equipment and monitors surround them in a sterile operating room environment.
A surgeon wearing a blue surgical gown, cap, mask, and gloves is intently focused on a procedure. They are holding a surgical instrument while performing surgery. The scene is well-lit with a soft, clinical ambiance.
A surgeon wearing a blue surgical gown, cap, mask, and gloves is intently focused on a procedure. They are holding a surgical instrument while performing surgery. The scene is well-lit with a soft, clinical ambiance.

"Federated Learning-Based Collaborative Alert System for Emergency Medical Devices" (IEEE IoT Journal 2024):

Resolves data silos across hospitals via lightweight CNN-LSTM models predicting defibrillator battery failures (92.3% accuracy). Techniques are transferable to privacy-preserving computing in OR IoT systems.

"RFID-Computer Vision Fusion for Surgical Instrument Tracking" (Nature Communications 2023):

Proposes a dual-frequency RFID/YOLOv7 calibration algorithm, reducing instrument localization error from ±15cm to ±2cm. Provides methodological foundations for multi-source data fusion.

"Quantifying Ethical Decision Boundaries for Medical Large Models" (ACM FAccT 2024):

Models AI acceptance rates versus surgeon experience using Bayesian networks, finding 40% higher compliance challenges from senior doctors. Supports responsibility boundary design in this project.

Methodology

Hybrid approach utilizing IoT and AI technologies.

© 2025. All rights reserved.