Biomarkers for Progression in Diabetic Retinopathy: Expanding Personalized Medicine through Integration of AI with Electronic Health Records.
Biomarkers for Progression in Diabetic Retinopathy: Expanding Personalized Medicine through Integration of AI with Electronic Health Records.
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DOI：
10.1080/08820538.2021.1893351
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发表时间：
2021-05-19
影响因子：
1.7
通讯作者：
Silva PS
中科院分区：
文献类型：
--
作者：
Jacoba CMP;Celi LA;Silva PS
个性化糖尿病眼部护理的目标是实时准确预测糖尿病视网膜病变 (DR) 进展和视力丧失的风险。电子健康记录 (EHR) 的使用为人工智能 (AI) 算法提供了一个平台，可以预测 DR 进展并纳入临床决策。通过对每位患者的数据点实施算法，可以对他们的视网膜病变进展和视力丧失的风险进行建模，使他们能够及时接受治疗。数据可以指导算法创建疾病和治疗模型，这可能为更加个性化的护理铺平道路。目前，在可靠地构建和部署人工智能算法之前，存在许多需要解决的挑战，包括数据质量、隐私、知识产权和知情同意等问题。
The goal of personalized diabetes eye care is to accurately predict in real-time the risk of diabetic retinopathy (DR) progression and visual loss. The use of electronic health records (EHR) provides a platform for artificial intelligence (AI) algorithms that predict DR progression to be incorporated into clinical decision-making. By implementing an algorithm on data points from each patient, their risk for retinopathy progression and visual loss can be modeled, allowing them to receive timely treatment. Data can guide algorithms to create models for disease and treatment that may pave the way for more personalized care. Currently, there exist numerous challenges that need to be addressed before reliably building and deploying AI algorithms, including issues with data quality, privacy, intellectual property, and informed consent.
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DOI：
10.1056/nejmoa1001288
发表时间：
2010-07-15
期刊：
The New England journal of medicine
影响因子：
--
作者：
ACCORD Study Group;ACCORD Eye Study Group;Chew EY;Ambrosius WT;Davis MD;Danis RP;Gangaputra S;Greven CM;Hubbard L;Esser BA;Lovato JF;Perdue LH;Goff DC Jr;Cushman WC;Ginsberg HN;Elam MB;Genuth S;Gerstein HC;Schubart U;Fine LJ
通讯作者：
Fine LJ
影响因子：
5.4
作者：
Bhaskaranand, Malavika;Ramachandra, Chaithanya;Solanki, Kaushal
通讯作者：
Solanki, Kaushal
影响因子：
3.4
作者：
Hardarson，Sveinn Hakon
通讯作者：
Hardarson，Sveinn Hakon
DOI：
10.1900/rds.2015.12.159
发表时间：
2015-03-01
期刊：
The review of diabetic studies : RDS
影响因子：
--
作者：
Jenkins, Alicia J;Joglekar, Mugdha V;Januszewski, Andrzej S
通讯作者：
Januszewski, Andrzej S
影响因子：
168.9
作者：
Keech, A. C.;Mitchell, P.;Colman, P. G.
通讯作者：
Colman, P. G.