Deep Learning Electronic Health Records

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Deep representation learning of electronic health records …

(9 days ago) WebDeriving disease subtypes from electronic health records (EHRs) can guide next-generation personalized medicine. Rajkomar, A. et al. Scalable and accurate …

https://www.nature.com/articles/s41746-020-0301-z

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Deep learning for electronic health records: A …

(7 days ago) WebRecent digitalisation of health records, however, has provided a great platform for the assessment of the usability of such techniques in healthcare. As a result, …

https://www.sciencedirect.com/science/article/pii/S1532046419302564

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Deep Learning for Electronic Health Records - Google Research

(2 days ago) WebWe used deep learning models to make a broad set of predictions relevant to hospitalized patients using de-identified electronic health records. Importantly, we were …

http://research.google/blog/deep-learning-for-electronic-health-records/

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Scalable and accurate deep learning with electronic …

(3 days ago) WebThe use of deep learning on EHR data burgeoned after adoption of EHRs 20 and development of deep learning methods. 13 In a well-known work, investigators …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6550175/

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A Survey of Deep Learning for Electronic Health Records

(2 days ago) WebFinally, this survey will discuss the existing limitations and provide some suggestions for the development of deep learning applications based on EHR. 2. Evolution of EHR. In recent years, the …

https://www.mdpi.com/2076-3417/12/22/11709

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Deep Stable Representation Learning on Electronic …

(4 days ago) Webnearly 96% of hospitals had a digital electronic health records (EHR) in 2015 [1], which emphasizes the importance of learning EHR. The comprehensive patient information …

https://arxiv.org/pdf/2209.01321v1

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Deep representation learning of patient data from …

(7 days ago) WebFor study characteristics, only study designs related to developing a deep learning- or neural network-based patient representation from electronic health …

https://www.sciencedirect.com/science/article/pii/S1532046420302999

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Deep learning in Electronic Health Records - CDSS 2

(6 days ago) WebThere are 4 modules in this course. Overview of the main principles of Deep Learning along with common architectures. Formulate the problem for time-series classification and …

https://www.coursera.org/learn/cdss2

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Scalable and accurate deep learning with electronic health records

(1 days ago) WebWe validated our approach using de-identified EHR data from two US academic medical centers with 216,221 adult patients hospitalized for at least 24 h. In …

https://pubmed.ncbi.nlm.nih.gov/31304302/

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Deep EHR: A Survey of Recent Advances in Deep Learning …

(4 days ago) WebThe past decade has seen an explosion in the amount of digital information stored in electronic health records (EHRs). While primarily designed for archiving …

https://ieeexplore.ieee.org/document/8086133

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Electronic Health Record-Based Deep Learning Prediction of Death …

(1 days ago) WebA total of 350 million electronic health record (EHR) datapoints were used to develop a deep learning model predicting 1-year death or severe decompensation in heart failure …

https://www.jacc.org/doi/10.1016/j.jchf.2022.05.010

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Deep Learning on Electronic Health Records to Improve Disease …

(3 days ago) WebThus, improving the accuracy of coded diagnoses will have a significant effect on many aspects of health care. The use of electronic health records (EHRs) has …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6568065/

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Domain Knowledge Guided Deep Learning with Electronic Health …

(4 days ago) WebDue to their promising performance in clinical risk prediction with Electronic Health Records (EHRs), deep learning methods have attracted significant interest from …

https://ieeexplore.ieee.org/document/8970777

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Deep Learning for Electronic Health Records Analytics

(5 days ago) WebRecent technological advancements have led to a deluge of medical data from various domains. However, the recorded data from divergent sources comes poorly …

https://ieeexplore.ieee.org/document/8760225/

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A comprehensive benchmark for COVID-19 predictive modeling …

(1 days ago) WebThe COVID-19 pandemic highlighted the need for predictive deep-learning models in health care. However, practical prediction task design, fair comparison, and …

https://pubmed.ncbi.nlm.nih.gov/38645764/

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Deep Learning With Electronic Health Records for Short-Term …

(1 days ago) WebMethods: Using retrospective electronic health record data from over 1,000,000 patients, we developed Crystal Bone, an algorithm that applies machine …

https://pubmed.ncbi.nlm.nih.gov/32956069/

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[2404.14815] Time-aware Heterogeneous Graph Transformer with …

(2 days ago) WebThe widespread application of Electronic Health Records (EHR) data in the medical field has led to early successes in disease risk prediction using deep learning …

https://arxiv.org/abs/2404.14815

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Time-aware Heterogeneous Graph Transformer with Adaptive …

(2 days ago) WebThe widespread application of Electronic Health Records (EHR) data in the medical field has led to early successes in disease risk prediction using deep learning methods. …

https://ui.adsabs.harvard.edu/abs/2024arXiv240414815L/abstract

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Deep Representation Learning from Electronic Medical Records

(9 days ago) WebMethods: This study included a total of 14,139 longitudinal electronic medical records (EMRs) obtained from four hospitals in Hubei Province, China, …

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4797717

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Prediction of adverse events risk in patients with comorbid post

(2 days ago) WebAbstract. Background Identifying co-occurring mental disorders and elevated risk is vital for optimization of healthcare processes. In this study, we will use DeepBiomarker2, an …

https://www.rti.org/publication/prediction-adverse-events-risk-patients-comorbid-post-traumatic-stress-disorder-alcohol-use-disorder

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Understanding Pediatric Electronic Health Records (EHRs)

(4 days ago) WebThe Basics of Pediatric Electronic Health Records (EHRs) Pediatric Electronic Health Records (EHRs) are no longer just a trend; they're a game-changer …

https://www.healthtechzone.com/topics/healthcare/articles/2024/04/25/459348-understanding-pediatric-electronic-health-records-ehrs.htm

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DoD’s New Electronic Health Records System Gets Low Scores

(Just Now) WebEditor’s note: This article by Patricia Kime originally appeared on Military.com, a leading source of news for the military and veteran community.. Military health …

https://www.moaa.org/content/publications-and-media/news-articles/2024-news-articles/health-care-and-earned-benefits/dods-new-electronic-health-records-system-gets-low-scores-from-providers/

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Ms. Christine M Welsch - Edison NJ, Nurse Practitioner - Healthcare6

(3 days ago) WebThe Electronic Health Records (EHR) Incentive Program encourages health care professionals to use certified EHR technology in ways that may improve …

https://www.healthcare6.com/physician/edison-nj/christine-marie-welsch-1328441.html

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Mr. Olasunkanmi O Arogundade - Madison NJ, Nurse Practitioner

(4 days ago) WebThe Electronic Health Records (EHR) Incentive Program encourages health care professionals to use certified EHR technology in ways that may improve health care. …

https://www.healthcare6.com/physician/madison-nj/olasunkanmi-arogundade-2739349.html

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Dr. David A Wrone - Somerset NJ, Dermatology - Healthcare6

(4 days ago) WebThe Electronic Health Records (EHR) Incentive Program encourages health care professionals to use certified EHR technology in ways that may improve …

https://www.healthcare6.com/physician/somerset-nj/david-a-wrone-46677.html

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Causal machine learning for predicting treatment outcomes

(Just Now) WebKalia, S. et al. Emulating a target trial using primary-care electronic health records: sodium glucose cotransporter 2 inhibitor medications and hemoglobin A1c. Am. …

https://www.nature.com/articles/s41591-024-02902-1

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