Hybrid Methodology

Utilizing IoT data for surgical procedure optimization and analysis.

A surgeon is focused on an operation, wearing protective gear including a mask, gloves, and a hair cap. The hands are stained with blood, indicating active involvement in a surgical procedure. Medical instruments are visible, highlighting the clinical setting.

A surgeon is focused on an operation, wearing protective gear including a mask, gloves, and a hair cap. The hands are stained with blood, indicating active involvement in a surgical procedure. Medical instruments are visible, highlighting the clinical setting.

Data Collection

Collecting IoT data from operating rooms for analysis.

An assortment of medical equipment including monitors, dials, and gauges is present, possibly used for anesthesia or patient monitoring in a healthcare setting. There are various knobs and labels indicating settings for oxygen and nitrous oxide management. A tray contains a packaged medical device labeled 'Hand Piece.'

An assortment of medical equipment including monitors, dials, and gauges is present, possibly used for anesthesia or patient monitoring in a healthcare setting. There are various knobs and labels indicating settings for oxygen and nitrous oxide management. A tray contains a packaged medical device labeled 'Hand Piece.'

Medical professionals wearing surgical gowns and masks are engaged in a surgical procedure in an operating room. Various surgical instruments are neatly arranged on a blue surgical drape. Overhead surgical lights illuminate the scene, and medical equipment is visible in the background.

Medical professionals wearing surgical gowns and masks are engaged in a surgical procedure in an operating room. Various surgical instruments are neatly arranged on a blue surgical drape. Overhead surgical lights illuminate the scene, and medical equipment is visible in the background.

A surgeon wearing a mask and headlamp is focused on performing a procedure in an operating room. The room is dimly lit, and the patient is lying on an operating table, covered with a sterile cloth. Instruments and medical equipment are visible in the background.

A surgeon wearing a mask and headlamp is focused on performing a procedure in an operating room. The room is dimly lit, and the patient is lying on an operating table, covered with a sterile cloth. Instruments and medical equipment are visible in the background.

Model Training

Training domain adapters using surgical ontologies and device manuals.