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Skip search results from other journals and go to results- 1119 Journal of Medical Internet Research
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The Application and Ethical Implication of Generative AI in Mental Health: Systematic Review
JMIR Ment Health 2025;12:e70610
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The mean squared error (MSE) was used as the loss function for training all deep learning models in this study, and it is defined as MSE=1n∑i=1n(yi−y^i)2 , where y^i represents the predictive value and yi represents the actual value, and n is the total number of observations.
The model’s parameters were fine-tuned using gradient descent learning, particularly using the Adam optimizer alongside backpropagation.
J Med Internet Res 2025;27:e74423
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For example, Wang et al [12] found that 97.15% of Chinese older adults experience digital exclusion, which strongly correlates with cognitive impairment. However, cognitive abilities show relative stability in early life [13], although they can adapt to individual experiences in middle and later life [14]. In contrast, noncognitive abilities exhibit greater plasticity over time [15]. This has shifted research attention to noncognitive abilities, such as personality traits.
J Med Internet Res 2025;27:e71441
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