Multimodal Deep Learning for Lymph Node Metastasis Prediction and Physician Performance Assessment in T1 Gastric Cancer

Recruiting Observational Study
T1 Gastric Cancer Lymph Node Metastasis Early Gastric Cancer Artificial Intelligence-Assisted Diagnosis Multimodal Data Integration
No Study Drug Researchers observe your health over time — no experimental treatment is given.
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At a Glance
Age
18 and older
Sex
Any
Study type
Observational
Participants needed
300 (estimated)
Sponsor
Qun Zhao · Other
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About This Trial
This study aims to develop and validate an artificial intelligence (AI) model that integrates clinical, pathological, and imaging data to predict the presence of lymph node metastasis (LNM) in patients with T1-stage gastric cancer. The study will also compare the diagnostic performance of physicians with and without AI assistance, including clinicians with varying levels of experience. The goal …
Trial Locations
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Eligibility Criteria
Inclusion Criteria: Age 18 years or older Histologically confirmed primary gastric adenocarcinoma Clinical stage T1 (T1a or T1b) confirmed by endoscopy and imaging Undergoing radical gastrectomy with lymph node dissection Preoperative data available: clinical variables, CT imaging, and patholog…
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