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Nurses’ Experience Regarding Barriers to Providing Internet Plus Continuous Nursing: Mixed Methods Study

Nurses’ Experience Regarding Barriers to Providing Internet Plus Continuous Nursing: Mixed Methods Study

P1 stated, “After joining the team, I not only need to deal with the previous affairs, but also need to spend extra personal time to study and attend training, which increases the workload virtually.” Patients often seek support outside standard working hours, contributing to burnout. “The frequency of overtime work is higher, because some patients may contact you after work hours” (P15). Home visits for remote patients also add physical and logistical strain.

Huanhuan Huang, Zhiyu Chen, Lijuan Chen, Xingyao Du, Qi Huang, Wenbi Jia, Qinghua Zhao

JMIR Med Inform 2025;13:e65445

ChatGPT-Assisted Deep Learning Models for Influenza-Like Illness Prediction in Mainland China: Time Series Analysis

ChatGPT-Assisted Deep Learning Models for Influenza-Like Illness Prediction in Mainland China: Time Series Analysis

Mathematically, the forecast y^t+1:t+H is obtained by summing the outputs of each stack: where Fi represents the forward projection function of the i-th stack, and xt−L+1:t denotes the historical input sequence of length L. The TFT model was used to predict ILI positive rates, using its hybrid structure that merges recurrent neural networks with attention mechanisms to grasp both short-term and long-term patterns.

Weihong Huang, Wudi Wei, Xiaotao He, Baili Zhan, Xiaoting Xie, Meng Zhang, Shiyi Lai, Zongxiang Yuan, Jingzhen Lai, Rongfeng Chen, Junjun Jiang, Li Ye, Hao Liang

J Med Internet Res 2025;27:e74423

Examining the Impact of Digital Inclusion on Depression Among Older Adults in China: Mediating Role of Noncognitive Abilities

Examining the Impact of Digital Inclusion on Depression Among Older Adults in China: Mediating Role of Noncognitive Abilities

Integrating Yang and Chu’s [28] digital literacy framework with the media intervention model of Chen et al [38], we pioneer evidence of their mediating role in holistic digital inclusion. Digital engagement enhances psychological resilience through three pathways: remodeling social interactions, optimizing learning strategies, and diversifying recreational activities.

Xinru Li, Chengyu Chen, Xiyan Li, Yuyang Li, Shujuan Xiao, Jianan Han, Yanan Wang, Chichen Zhang

J Med Internet Res 2025;27:e71441

Exploring the Potential of Electroencephalography Signal–Based Image Generation Using Diffusion Models: Integrative Framework Combining Mixed Methods and Multimodal Analysis

Exploring the Potential of Electroencephalography Signal–Based Image Generation Using Diffusion Models: Integrative Framework Combining Mixed Methods and Multimodal Analysis

Training set images were initially passed through a pretrained image encoder, which transforms the images into latent representations, referred to as image embeddings I. In this work, we used a pretrained Vi T [45] from the CLIP model [28] as the image encoder, producing embeddings of size .1 × 1024 for each image. Simultaneously, the corresponding EEG signals are processed by a custom EEG encoder, generating EEG embeddings E.

Chi-Sheng Chen, Shao-Hsuan Chang, Che-Wei Liu, Tung-Ming Pan

JMIR Med Inform 2025;13:e72027