Knowledge-point classification using simple LSTM-based and siamese-based networks for virtual patient simulation

Knowledge-point classification using simple LSTM-based and siamese-based networks for virtual patient simulation

Abstract Background In medical education, enhancing thinking skills is vital. The Virtual Diagnosis and Treatment Platform (VP) refines medical students’ diagnostic abilities through interactive patient interviews (simulated patient interactions). By analyzing the questions asked during these interv...

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Bibliographic Details
Main Authors: Yih-Lon Lin, Yu-Min Chiang, Tsuen-Chiuan Tsai, Sheng-Gui Su
Format: Article
Language:English
Published: BMC 2025-01-01
Series:BMC Medical Informatics and Decision Making
Subjects:
Knowledge points
Siamese networks
Convolutional neural network (CNN)
Long short-term memory (LSTM)
K-fold cross-validation
Online Access:https://doi.org/10.1186/s12911-025-02866-3
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