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The Effects of Acupoint Stimulation Combined With Transcutaneous Electrical Nerve Stimulation on Labor Pain: Protocol for a Stepped Wedge Cluster Randomized Controlled Trial

The Effects of Acupoint Stimulation Combined With Transcutaneous Electrical Nerve Stimulation on Labor Pain: Protocol for a Stepped Wedge Cluster Randomized Controlled Trial

After disinfecting the ear with an alcohol swab, the midwife will apply vaccaria seeds with adhesive tape onto the selected acupoints and press them for 1-2 min per side to enhance stimulation. Timing of application: The procedure will be performed at the onset of contractions. The seeds should be pressed for 1-2 min per contraction or as tolerated until placental delivery. Postprocedure care: The seeds can remain in place for up to 1-2 days post delivery to alleviate uterine contraction pain.

Yiyun Gu, Xiaojiao Wang, Chunxiang Zhu, Hui Min, Jialu Zhang, Liping Mao, Hua Gao, Hangyun Sun, Xinli Zhu, Chunyi Gu

JMIR Res Protoc 2025;14:e63050

A Risk Prediction Model (CMC-AKIX) for Postoperative Acute Kidney Injury Using Machine Learning: Algorithm Development and Validation

A Risk Prediction Model (CMC-AKIX) for Postoperative Acute Kidney Injury Using Machine Learning: Algorithm Development and Validation

Nonbinary data were one-hot encoded, a method for rearranging categorical data into binary variables, and numerical data were normalized using min-max scaling. This would convert all numeric values between or equal to a value of 0 and 1. Min-max scaling is given by: One-hot encoding, min-max scaling, and dataset splitting were accomplished using the Scikit-Learn library (version 0.24.2) [24]. These steps are required to improve the performance of machine learning models and training stability.

Ji Won Min, Jae-Hong Min, Se-Hyun Chang, Byung Ha Chung, Eun Sil Koh, Young Soo Kim, Hyung Wook Kim, Tae Hyun Ban, Seok Joon Shin, In Young Choi, Hye Eun Yoon

J Med Internet Res 2025;27:e62853