Methods and dimensions of electronic health record data quality assessment: enabling reuse for clinical research

NG Weiskopf, C Weng - Journal of the American Medical …, 2013 - academic.oup.com
… As the adoption of electronic health records (EHRs) has made it easier to access and aggregate
clinical data, there has been growing interest in conducting research with data collected …

[HTML][HTML] What every reader should know about studies using electronic health record data but may be afraid to ask

IS Kohane, BJ Aronow, P Avillach… - Journal of medical …, 2021 - jmir.org
… studies using real-world data, including those obtained from the electronic health record (EHR). …
and quality of the studies and the EHR data they purported to analyze. These retractions …

Opportunities and challenges in developing deep learning models using electronic health records data: a systematic review

C Xiao, E Choi, J Sun - Journal of the American Medical …, 2018 - academic.oup.com
… To conduct a systematic review of deep learning models for electronic health record (EHR)
data, and illustrate various deep learning architectures for analyzing different data sources …

“Big data” and the electronic health record

MK Ross, W Wei… - Yearbook of medical …, 2014 - thieme-connect.com
… “big data AND Electronic Health Records” and “data mining AND Electronic Health Records”…
mining of electronic health record data. J Am Med Inform Assoc 2013;20(e1):e118-24. 87. …

Opportunities and challenges in leveraging electronic health record data in oncology

ML Berger, MD Curtis, G Smith, J Harnett… - Future …, 2016 - Taylor & Francis
electronic health records (EHRs) and the growing wealth of digitized information sources about
patients is ushering in an era of ‘Big Data… limitations: important data elements are missing …

Innovative information visualization of electronic health record data: a systematic review

VL West, D Borland… - Journal of the American …, 2015 - academic.oup.com
… Conclusions With the burgeoning increase in the amount of electronic healthcare data,
the potential for knowledge discovery is significant if data are managed in innovative and …

Potential biases in machine learning algorithms using electronic health record data

MA Gianfrancesco, S Tamang, J Yazdany… - JAMA internal …, 2018 - jamanetwork.com
… support tools that use electronic health record data and proposes potential solutions to …
data, and algorithms that do not provide information that is clinically meaningful. Existing health

[HTML][HTML] Ethics and subsequent use of electronic health record data

LM Lee - Journal of biomedical informatics, 2017 - Elsevier
… validity, patient obligation to participate in the learning health system, and … health data.
Attention to these ethical issues is paramount to our realizing the benefits of electronic health data

Biases in electronic health record data due to processes within the healthcare system: retrospective observational study

D Agniel, IS Kohane, GM Weber - Bmj, 2018 - bmj.com
… Strengths and limitations of this study In this study, we show the importance of healthcare
processes in analysis of electronic health record (EHR) data using a large patient population …

[HTML][HTML] A data quality assessment guideline for electronic health record data reuse

NG Weiskopf, S Bakken, G Hripcsak, C Weng - Egems, 2017 - ncbi.nlm.nih.gov
… methods for electronic health record (EHR) data quality … of EHR data, which we define as
all data potentially recorded within the patient record, including billing and administrative data, …