Endoscopy Data Analysis

We construct and annotate datasets for enhanced diagnostic insights in gastric health and cancer outcomes.

A medical professional is performing a surgical procedure on a patient's nose. Both individuals are wearing sterile attire, including gloves and masks. The surgeon focuses intently while using surgical instruments. The environment is clinical, with the patient lying down and partially covered.
A medical professional is performing a surgical procedure on a patient's nose. Both individuals are wearing sterile attire, including gloves and masks. The surgeon focuses intently while using surgical instruments. The environment is clinical, with the patient lying down and partially covered.
A close-up view of an overhead surgical light with multiple LED bulbs. The image focuses on the fixture's central column and the lights, which emit a bright white glow.
A close-up view of an overhead surgical light with multiple LED bulbs. The image focuses on the fixture's central column and the lights, which emit a bright white glow.
Prompt Engineering

Hierarchical prompts enhance retrieval of relevant cases and guidelines for accurate diagnostic suggestions.

Data Annotation

Experts collaboratively annotate endoscopy reports to improve staging, dysplasia grading, and cancer outcome predictions.

Endoscopy Analysis

A comprehensive study on endoscopy reports and pathology outcomes.

A group of surgeons are performing an operation in a well-equipped, sterile environment. The focus is on the patient's open chest cavity where the surgical procedure is taking place. Surgeons are wearing blue surgical scrubs, masks, and caps. Bright lighting is used to illuminate the area being operated on.
A group of surgeons are performing an operation in a well-equipped, sterile environment. The focus is on the patient's open chest cavity where the surgical procedure is taking place. Surgeons are wearing blue surgical scrubs, masks, and caps. Bright lighting is used to illuminate the area being operated on.
Data Collection

Phase 1 involves gathering and annotating 3,000 endoscopy reports for analysis.

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.
Prompt Engineering

Phase 2 focuses on designing prompts for extracting key information and retrieving similar cases.

Innovative AI for Gastroenterology Insights

Transforming endoscopy reports into actionable insights through advanced data annotation and retrieval techniques for improved diagnostic accuracy and patient outcomes.

Research

Innovative study on endoscopy and pathology insights.

© 2025. All rights reserved.