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Recent advances in multimodal ECG representation learning center on aligning ECG signals with paired free-text reports.
Publicly available clinical bert embeddings
Emily Alsentzer, John R Murphy, Willie Boag, Wei-Hung Weng, Di Jin, Tristan Naumann, and Matthew McDermott. 2019 · 1904
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Hierarchy of risk based on history and location of prior myocardial infarction in the thrombolytic era
David B Brieger, Koon-Hou Mak, David P Miller, Robert M Califf, Eric J Topol, GUSTO-I Investigators, et al. 2000 · 2000
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Clinical usefulness of the easi 12-lead continuous electrocardiographic monitoring system
Mary Jahrsdoerfer, Karen Giuliano, and Dean Stephens. 2005 · 2005
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Prehospital 12-lead ecg: efficacy or effectiveness?
Robert Swor, Stacey Hegerberg, Ann McHugh-McNally, Mark Goldstein, and Christine C McEachin. 2006 · 2006
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Abstract p182: Usefulness of mobile telemedicine system in real-time transmission of out-of-hospital 12-lead ecg
Hiroshi Nonogi, Hiroyuki Yokoyama, Yoritaka Otsuka, Yoichiro Kasahara, Yu Kataoka, Nobuaki Kokubu, and Kazuhiro Sase. 2008 · 2008
Earlier work this paper cites.
Textile-based, contactless ecg monitoring for non-icu clinical settings
Bhavin Chamadiya, Kunal Mankodiya, Manfred Wagner, and Ulrich G Hofmann. 2013 · 2013
Earlier work this paper cites.
Accurate and reliable 3-lead to 12-lead ecg reconstruction methodology for remote health monitoring applications
Sidharth Maheshwari, Amit Acharyya, Pachamuthu Rajalakshmi, Paolo Emilio Puddu, and Michele Schiariti. 2014 · 2014
Earlier work this paper cites.
Peripartum cardiomyopathy and hypertensive pregnancy subtypes among 1.6 million pregnancies in california independently predict subsequent incident myocardial infarction, heart failure, and stroke
Rima Arnaout, Gregory Nah, Gregory M Marcus, Zian H Tseng, Elyse Foster, Ian Harris, Punag Divanji, Jeffrey Olgin, Liviu Klein, Juan Gonzalez, et al. 2016 · 2016
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A low-power and miniaturized electrocardiograph data collection system with smart textile electrodes for monitoring of cardiac function
Ming Dai, Xueliang Xiao, Xin Chen, Haoming Lin, Wanqing Wu, and Siping Chen. 2016 · 2016
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Approach to the adult with interstitial lung disease: Diagnostic testing
Talmadge E King Jr. 2017 · 2017
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An open access database for evaluating the algorithms of electrocardiogram rhythm and morphology abnormality detection
Feifei Liu, Chengyu Liu, Lina Zhao, Xiangyu Zhang, Xiaoling Wu, Xiaoyan Xu, Yulin Liu, Caiyun Ma, Shoushui Wei, Zhiqiang He, et al. 2018 · 2018
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Fourth universal definition of myocardial infarction (2018)
Kristian Thygesen, Joseph S Alpert, Allan S Jaffe, Bernard R Chaitman, Jeroen J Bax, David A Morrow, Harvey D White, and Executive Group on behalf of the Joint European Society of Cardiology (ESC)/American College of Cardiology (ACC)/American Heart Association (AHA)/World Heart Federation (WHF) Task Force for the Universal Definition of Myocardial Infarction. 2018 · 2018
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Clinical applicability of a textile 1-lead ecg device for overnight monitoring
Piero Fontana, Neusa R Adão Martins, Martin Camenzind, René M Rossi, Florent Baty, Maximilian Boesch, Otto D Schoch, Martin H Brutsche, and Simon Annaheim. 2019 · 2019
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Attention based glaucoma detection: A large-scale database and cnn model
Liu Li, Mai Xu, Xiaofei Wang, Lai Jiang, and Hanruo Liu. 2019 · 2019
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P5352 the main characteristics and multimorbidity in patients with history of stroke, myocardial infarction and their combination (hospital registry data)
EY Okshina, MM Lukiyanov, OM Drapkina, VG Klyashtorny, EV Kudryashov, EN Belova, AD Deev, AN Makoveeva, and SA Boytsov. 2019 · 2019
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All-ecg: A least-number of leads ecg monitor for standard 12-lead ecg tracking during motion
Qingxue Zhang and Kyle Frick. 2019 · 2019
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Multichannel ecg recording from waist using textile sensors
Milad Alizadeh Meghrazi, Yupeng Tian, Amin Mahnam, Presish Bhattachan, Ladan Eskandarian, Sara Taghizadeh Kakhki, Milos R Popovic, and Milad Lankarany. 2020 · 2020
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A simple framework for contrastive learning of visual representations
Ting Chen, Simon Kornblith, Mohammad Norouzi, and Geoffrey Hinton. 2020 · 2020
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Dual-ray net: automatic diagnosis of thoracic diseases using frontal and lateral chest x-rays
Xin Huang, Yu Fang, Mingming Lu, Fengqi Yan, Jun Yang, and Yilu Xu. 2020 · 2020
Cited alongside, same era.
Has the proportion of patients diagnosed with myocardial infarction that receives a 12 ecg in the prehospital setting in the uk changed over time?
T Quinn, A Watkins, C Hampton, M Halter, C Weston, CP Gale, L Gavalova, T Driscoll, G Davies, and HA Snooks. 2020 · 2020
Cited alongside, same era.
Automatic diagnosis of the 12-lead ecg using a deep neural network
Antônio H Ribeiro, Manoel Horta Ribeiro, Gabriela MM Paixão, Derick M Oliveira, Paulo R Gomes, Jéssica A Canazart, Milton PS Ferreira, Carl R Andersson, Peter W Macfarlane, Wagner Meira Jr, et al. 2020 · 2020
Cited alongside, same era.
Ptb-xl, a large publicly available electrocardiography dataset
Patrick Wagner, Nils Strodthoff, Ralf-Dieter Bousseljot, Dieter Kreiseler, Fatima I Lunze, Wojciech Samek, and Tobias Schaeffter. 2020 · 2020
Cited alongside, same era.
Frozen language model helps ecg zero-shot learning
Jun Li, Che Liu, Sibo Cheng, Rossella Arcucci, and Shenda Hong. 2023 · 2023
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Guiding masked representation learning to capture spatio-temporal relationship of electrocardiogram
Yeongyeon Na, Minje Park, Yunwon Tae, and Sunghoon Joo. 2023 · 2023
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Med-unic: Unifying cross-lingual medical vision-language pre-training by diminishing bias
Zhongwei Wan, Che Liu, Mi Zhang, Jie Fu, Benyou Wang, Sibo Cheng, Lei Ma, César Quilodrán-Casas, and Rossella Arcucci. 2023 · 2023
Later among the works it cites.
Adversarial spatiotemporal contrastive learning for electrocardiogram signals
Ning Wang, Panpan Feng, Zhaoyang Ge, Yanjie Zhou, Bing Zhou, and Zongmin Wang. 2023 · 2023
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Medklip: Medical knowledge enhanced language-image pre-training in radiology
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Jianwei Zheng, Huimin Chu, Daniele Struppa, Jianming Zhang, Sir Magdi Yacoub, Hesham El-Askary, Anthony Chang, Louis Ehwerhemuepha, Islam Abudayyeh, Alexander Barrett, et al. 2020 · 2020
Cited alongside, same era.
Single-lead ecgs (alivecor) are a feasible, cost-effective and safer alternative to 12-lead ecgs in community diagnosis and monitoring of atrial fibrillation
Jonathan James Hyett Bray, Elin Fflur Lloyd, Firdaus Adenwalla, Sarah Kelly, Kathie Wareham, and Julian PJ Halcox. 2021 · 2021
Cited alongside, same era.
Clocs: Contrastive learning of cardiac signals across space, time, and patients
Dani Kiyasseh, Tingting Zhu, and David A Clifton. 2021 · 2021
Cited alongside, same era.
12-lead electrocardiograms acquired and transmitted by emergency medical technicians are of diagnostic quality and positively impact patient care
Vladimir Kotelnik, Kevin Pesce, William M Masterton, Robert T Marshall, Gregson Pigott, Nathaniel Bialek, Jason Winslow, and Lauren M Maloney. 2021 · 2021
Cited alongside, same era.
Chest imagenome dataset
Joy Wu, Nkechinyere Agu, Ismini Lourentzou, Arjun Sharma, Joseph Paguio, Jasper Seth Yao, Edward Christopher Dee, William Mitchell, Satyananda Kashyap, Andrea Giovannini, et al. 2021 · 2021
Cited alongside, same era.
Snippet policy network v2: Knee-guided neuroevolution for multi-lead ecg early classification
Yu Huang and Yen. 2022 · 2022
Cited alongside, same era.
Masked autoencoder-based self-supervised learning for electrocardiograms to detect left ventricular systolic dysfunction
Shinnosuke Sawano, Satoshi Kodera, Hirotoshi Takeuchi, Issei Sukeda, Susumu Katsushika, and Issei Komuro. 2022 · 2022
Cited alongside, same era.
Maefe: Masked autoencoders family of electrocardiogram for self-supervised pretraining and transfer learning
Huaicheng Zhang, Wenhan Liu, Jiguang Shi, Sheng Chang, Hao Wang, Jin He, and Qijun Huang. 2022 · 2022
Cited alongside, same era.
Chaoyi Wu, Xiaoman Zhang, Ya Zhang, Yanfeng Wang, and Weidi Xie. 2023 · 2023
Later among the works it cites.
Knowledge-enhanced visual-language pre-training on chest radiology images
Xiaoman Zhang, Chaoyi Wu, Ya Zhang, Weidi Xie, and Yanfeng Wang. 2023 · 2023
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Llama 3 model card
AI@Meta. 2024 · 2024
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Radgraph-xl: A large-scale expert-annotated dataset for entity and relation extraction from radiology reports
Jean-Benoit Delbrouck, Pierre Chambon, Zhihong Chen, Maya Varma, Andrew Johnston, Louis Blankemeier, Dave Van Veen, Tan Bui, Steven Truong, and Curtis Langlotz. 2024 · 2024
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Reading your heart: Learning ecg words and sentences via pre-training ecg language model
Jiarui Jin, Haoyu Wang, Jun Li, Sichao Huang, Jiahui Pan, and Shenda Hong. 2024 · 2024
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Zero-shot ecg classification with multimodal learning and test-time clinical knowledge enhancement
Che Liu, Zhongwei Wan, Cheng Ouyang, Anand Shah, Wenjia Bai, and Rossella Arcucci. 2024 · 2024
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C-melt: Contrastive enhanced masked auto-encoders for ecg-language pre-training
Manh Pham, Aaqib Saeed, and Dong Ma. 2024 · 2024
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Decomposing disease descriptions for enhanced pathology detection: A multi-aspect vision-language pre-training framework
Vu Minh Hieu Phan, Yutong Xie, Yuankai Qi, Lingqiao Liu, Liyang Liu, Bowen Zhang, Zhibin Liao, Qi Wu, Minh-Son To, and Johan W Verjans. 2024 · 2024
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Biometric contrastive learning for data-efficient deep learning from electrocardiographic images
Veer Sangha, Akshay Khunte, Gregory Holste, Bobak J Mortazavi, Zhangyang Wang, Evangelos K Oikonomou, and Rohan Khera. 2024 · 2024
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Electrocardiogram instruction tuning for report generation
Zhongwei Wan, Che Liu, Xin Wang, Chaofan Tao, Hui Shen, Zhenwu Peng, Jie Fu, Rossella Arcucci, Huaxiu Yao, and Mi Zhang. 2024 · 2024
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Han Yu, Peikun Guo, and Akane Sano. 2024 · 2024
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Ecg-chat: A large ecg-language model for cardiac disease diagnosis
Yubao Zhao, Tian Zhang, Xu Wang, Puyu Han, Tong Chen, Linlin Huang, Youzhu Jin, and Jiaju Kang. 2024 · 2024
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A comparison of 2-lead, 6-lead, and 12-lead ecgs in patients with changing edematous states: implications for the employment of quantitative electrocardiography in research and clinical applications
John E Madias. 2003 · 2063
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