2025 Japanese Heart Rhythm Society / Japanese Circulation Society Consensus Statement on the Appropriate Use of Ambulatory and Wearable Electrocardiographs by Takanori Ikeda, Takashi Ashihara, Yu‐ki Iwasaki, Maki Ono, Nobuyuki Kagiyama, Takehiro Kimura, Kengo Kusano, Ritsuko Kohno, Keita Saku, Tetsuo Sasano, Keitaro Senoo, Seiji Takatsuki, Naohiko Takahashi, Mitsuru Takami, Yukiko Nakano, Kenichi Hashimoto, Katsuhito Fujiu, Tadashi Fujino, Atsushi Mizuno, Koichiro Yoshioka, Eiichi Watanabe, Wataru Shimizu, Koichi Node

Subjects: “…Ambulatory electrocardiogram (ECG) devices…”
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XABH-CNN-GRU: Explainable attention-based hybrid CNN-GRU model for accurate identification of common arrhythmias by Abduljabbar S. Ba Mahel, Fahad Mushabbab G. Alotaibi, Zenebe Markos Lonseko, Ni-Ni Rao

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A Multi-Level Multiple Contrastive Learning Method for Single-Lead Electrocardiogram Atrial Fibrillation Detection by Yonggang Zou, Peng Wang, Lidong Du, Xianxiang Chen, Zhenfeng Li, Junxian Song, Zhen Fang

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A progressive attention-based cross-modal fusion network for cardiovascular disease detection using synchronized electrocardiogram and phonocardiogram signals by Wei Peng Li, Joon Huang Chuah, Guo Jeng Tan, Chengyu Liu, Hua-Nong Ting

Subjects: “…Electrocardiogram (ECG)…”
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Explainable machine learning for neoplasms diagnosis via electrocardiograms: an externally validated study by Juan Miguel Lopez Alcaraz, Wilhelm Haverkamp, Nils Strodthoff

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Enhanced 12-Lead ECG Reconstruction from Single-Lead Data Using WaveNet by Et-Tousy Jamal, Et-Tousy Said, Ait El Aouad Soufiane, Zyane Abdellah

Subjects: “…electrocardiogram (ecg)…”
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Identification of Relevant ECG Features for Epileptic Seizure Prediction Using Interpretable Machine Learning by Azra Abtahi, Philippe Ryvlin, Amir Aminifar

Subjects: “…Electrocardiogram (ECG)…”
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A novel scoring system for heart failure screening utilizing combined electrocardiogram, phonocardiogram, and radial artery features by Junjie Bian, Kok-Han Chee, Chengyu Liu, Hongwei Sun, Shixi Zhang, Peili Chen, Dorjee Renchen, Hua-Nong Ting

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Intra- and Interpatient ECG Heartbeat Classification Based on Multimodal Convolutional Neural Networks with an Adaptive Attention Mechanism by Ítalo Flexa Di Paolo, Adriana Rosa Garcez Castro

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Fabrication and Analysis of Carboxylic Acid-Functionalized SWCNT/PDMS-Based Electrodes for ECG Monitoring via IoT by Bani Gandhi, Raghava Srinivasa Nallanthighal

Subjects: “…electrocardiogram (ECG)…”
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A Resting ECG Screening Protocol Improved with Artificial Intelligence for the Early Detection of Cardiovascular Risk in Athletes by Luiza Camelia Nechita, Dana Tutunaru, Aurel Nechita, Andreea Elena Voipan, Daniel Voipan, Anca Mirela Ionescu, Teodora Simina Drăgoiu, Carmina Liana Musat

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Research on a Lightweight Arrhythmia Classification Model Based on Knowledge Distillation for Wearable Single-Lead ECG Monitoring Systems by Xiang An, Shiwen Shi, Qian Wang, Yansuo Yu, Qiang Liu

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Comparison of ECG Between Gameplay and Seated Rest: Machine Learning-Based Classification by Emi Yuda, Hiroyuki Edamatsu, Yutaka Yoshida, Takahiro Ueno

Subjects: “…electrocardiogram (ECG)…”
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Influence of Posture and Sleep Duration on Heart Rate Variability in Older Subjects by Emi Yuda, Yutaka Yoshida

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NOVEL MULTI-MODAL OBSTRUCTION MODULE FOR DIABETES MELLITUS CLASSIFICATION USING EXPLAINABLE MACHINE LEARNING by Reehana SHAIK, Ibrahim SIDDIQUE

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Deep and Shallow Learning Model-Based Sleep Apnea Diagnosis Systems: A Comprehensive Study by Roksana Akter Raisa, Ayesha Siddika Rodela, Mohammad Abu Yousuf, Akm Azad, Salem A. Alyami, Pietro Lio, Md Zahidul Islam, Ganna Pogrebna, Mohammad Ali Moni

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Time–Frequency Transformations for Enhanced Biomedical Signal Classification with Convolutional Neural Networks by Georgios Lekkas, Eleni Vrochidou, George A. Papakostas

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Prognosis of Sleep Bruxism Using Power Spectral Density Approach Applied on EEG Signal of Both EMG1-EMG2 and ECG1-ECG2 Channels by Dakun Lai, Md Belal Bin Heyat, Faez Iqbal Khan, Yifei Zhang

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Enhancing biometric identification using 12-lead ECG signals and graph convolutional networks by Maram Al Alfi, Pedro Peris-Lopez, Carmen Camara

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Electrocardiogram-based diagnosis of liver diseases: an externally validated and explainable machine learning approachResearch in context by Juan Miguel Lopez Alcaraz, Wilhelm Haverkamp, Nils Strodthoff

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