Deep Learning Electronic Health Records

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Deep learning for electronic health records: A comparative review …

(7 days ago) WEB1. Introduction. Electronic health records (EHR) systems store data associated with each individual’s health journey (including demographic information, …

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

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Scalable and accurate deep learning with electronic health records …

(9 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 used …

https://www.nature.com/articles/s41746-018-0029-1

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Deep Learning for Electronic Health Records - Google Research

(2 days ago) WEBA deep learning model was used to render a prediction 24 hours after a patient was admitted to the hospital. The timeline (top of figure) contains months of …

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

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A Survey of Deep Learning for Electronic Health …

(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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Marrying Medical Domain Knowledge With Deep Learning on …

(3 days ago) WEBKeywords: electronic health records, interpretable deep learning, knowledge graph, visual analytics Introduction Clinical risk prediction is an important task in …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7551124/

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Deep learning for electronic health records: : A comparative review …

(8 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, the field is …

https://dl.acm.org/doi/10.1016/j.jbi.2019.103337

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Deep learning for temporal data representation in electronic …

(1 days ago) WEBObjective: Temporal electronic health records (EHRs) contain a wealth of information for secondary uses, such as clinical events prediction and chronic disease management. …

https://pubmed.ncbi.nlm.nih.gov/34974189/

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Deep learning for temporal data representation in electronic …

(7 days ago) WEB1. Introduction. An electronic health record (EHR) [1] collects patients' health information in structured and unstructured digital formats. While the primary objective of …

https://www.sciencedirect.com/science/article/pii/S1532046421003099

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Scalable and accurate deep learning for electronic health records

(2 days ago) WEBScalable and accurate deep learning for electronic health records. Predictive modeling with electronic health record (EHR) data is anticipated to drive personalized …

https://arxiv.org/abs/1801.07860

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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 healthcare …

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

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Scalable and accurate deep learning with electronic health …

(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 used …

https://www.nature.com/articles/s41746-018-0029-1.pdf

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Fusion of medical imaging and electronic health records using …

(Just Now) WEBTo achieve a similar goal using deep learning, medical imaging pixel-based models must also achieve the capability to process contextual data from electronic …

https://www.nature.com/articles/s41746-020-00341-z

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Deep Learning Techniques for Electronic Health Record (EHR

(1 days ago) WEBAccording to statistical report, the deep learning software market is estimated to reach 180 million US dollars in size by 2020. The availability of a huge amount of …

https://link.springer.com/chapter/10.1007/978-981-15-5495-7_5

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Deep representation learning of patient data from Electronic …

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

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

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Deep Learning for Analysis of Electronic Health Records (EHR)

(1 days ago) WEBThe first distribution of Fig. 1 contains overall results “deep-learning” and “electronic-health-records”, which illuminates the general yearly increment in the number …

https://link.springer.com/chapter/10.1007/978-3-030-33966-1_8

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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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Deep learning for temporal data representation in electronic …

(2 days ago) WEBObjective: Temporal electronic health records (EHRs) can be a wealth of information for secondary uses, such as clinical events prediction or chronic disease …

https://arxiv.org/abs/2107.09951

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Deep learning in Electronic Health Records - CDSS 2 - Coursera

(6 days ago) WEBDeep learning in Electronic Health Records - CDSS 2. This course is part of Informed Clinical Decision Making using Deep Learning Specialization. Taught in English. …

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

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Marrying Medical Domain Knowledge With Deep Learning on …

(1 days ago) WEBBackground: Deep learning models have attracted significant interest from health care researchers during the last few decades. There have been many studies that …

https://pubmed.ncbi.nlm.nih.gov/32985996/

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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 representation learning of electronic health records to …

(3 days ago) WEBARTICLE OPEN Deep representation learning of electronic health records to unlock patient stratification at scale Isotta Landi 1,2, Benjamin S. Glicksberg 3,4,5, Hao-Chih Lee 4,5, …

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

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