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The core computational mechanism of our LSTM implementation can be expressed as:
Forget gate:
Input gate:
Candidate cell state:
Cell state upstate:
Output gate:
Hidden state:
In these equations, σ denotes the sigmoid activation function, tan h represents the hyperbolic tangent function, and indicates element-wise multiplication.
J Med Internet Res 2025;27:e74423
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Virtual Reality in Obesity Management: Addressing Key Limitations in Clinical Application
J Med Internet Res 2025;27:e68269
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Exploring Social Media Posts on Lifestyle Behaviors: Sentiment and Content Analysis
JMIR Infodemiology 2025;5:e65835
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Public Versus Academic Discourse on ChatGPT in Health Care: Mixed Methods Study
JMIR Infodemiology 2025;5:e64509
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