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Anonymization of Longitudinal Electronic Medical Records

A. Tamersoy, G. Loukides, M. E. Nergiz, Y. Saygin, B. Malin
2012 IEEE Transactions on Information Technology in Biomedicine  
Electronic medical record (EMR) systems have enabled healthcare providers to collect detailed patient information from the primary care domain.  ...  We demonstrate that the proposed approach can generate anonymized data that permit effective biomedical analysis using several patient cohorts derived from the EMR system of the Vanderbilt University Medical  ...  Gkoulalas-Divanis (IBM Research) for helpful discussions on the formulation of this problem.  ... 
doi:10.1109/titb.2012.2185850 pmid:22287248 pmcid:PMC3779068 fatcat:k5sfryem7zdtdg5lrkiwzbwezu

Harmonising data from different sources to conduct research using linked survey and routine datasets

Amrita Bandyopadhyay, Karen Tingay, Mario Cortina Borja, Lucy Griffiths, Ashley Akbari, Helen Bedford, Sinead Brophy, Suzanne Walton, Carol Dezateux, Ronan Lyons
2018 International Journal of Population Data Science  
population based anonymously linkable longitudinal cohort.  ...  IntroductionHarmonization of different data sources from various electronic health records across systems enhances the potential scope and granularity of data available to health data research, providing  ...  population based anonymously linkable longitudinal cohort.  ... 
doi:10.23889/ijpds.v3i4.750 fatcat:dwbbdgdfufapdggubrdulovwvu

The CAMH Neuroinformatics Platform: A Hospital-Focused Brain-CODE Implementation

David J Rotenberg, Qing Chang, Natalia Potapova, Andy Wang, Marcia Hon, Marcos Sanches, Nikola Bogetic, Nathan Frias, Tommy Liu, Brendan Behan, Rachad El-Badrawi, Stephen C Strother (+11 others)
2018 Frontiers in Neuroinformatics  
Investigations of mental illness have been enriched by the advent and maturation of neuroimaging technologies and the rapid pace and increased affordability of molecular sequencing techniques, however,  ...  Aggregation of high-dimensional datasets across brain disorders can increase sample sizes and may help identify underlying causes of brain dysfunction, however, additional barriers exist for effective  ...  Funding for the Neuroinformatics Platform provided by the Government of Ontario.  ... 
doi:10.3389/fninf.2018.00077 pmid:30459587 pmcid:PMC6232622 fatcat:ecbxaeuqtjhjlcqylhlkjb5qae

Privacy Preserving Data Mining for Healthcare Record: A Survey of Algorithms

Musavir Hassan, Muheet Ahmed Butt, Majid Zaman
2017 International Journal of Trend in Scientific Research and Development  
The emerging privacy concern has become a major obstacle in storing and sharing of medical data.  ...  In this paper, we present a survey of the state algorithms that have been proposed for publishing medical data in a privacy preserving way.  ...  An Electronic Health Record (EHR) digital version of a patient's medical history.  ... 
doi:10.31142/ijtsrd7191 fatcat:xcwrsotqcfe7balytme5o6wohe

Management of Medical Data Access Using Blockchain Technology

D. Aminat Adeogun, E. Oluwayemisi Ogunseye, S. Olalekan Akinola
2020 Zenodo  
While there is still a considerable amount of debate around the superiority of electronic medical records over paper records, the research literature paints a more realistic picture of the benefits and  ...  Key words: Blockchain technology, Medical patients' records, Medical data access, K-means algorithm, K-anonymity  ...  segmentation of the medical data Electronic Health Record (EHR) databases contain vast amounts of information about patients.  ... 
doi:10.5281/zenodo.4425050 fatcat:apvdhvr2qne5nnehwvj3nj6w3y

An Improved Collaborative Pruning Using Ant Colony Optimization and Pessimistic Technique of C5.0 Decision Tree Algorithm

D. Aminat Adeogun, E. Oluyemisi Ogunseye, S. Olalekan Akinola
2020 Zenodo  
While there is still a considerable amount of debate around the superiority of electronic medical records over paper records, the research literature paints a more realistic picture of the benefits and  ...  Key words: Blockchain technology, Medical patients' records, Medical data access, K-means algorithm, K-anonymity  ...  Figure 4 : 4 A general architecture of the longitudinal data anonymization process.  ... 
doi:10.5281/zenodo.4427209 fatcat:znvf3sh3zjdylbq2h5gtx2lgeq

The electronic health record as a primary source of clinical phenotype for genetic epidemiological studies

Yoshiji Yamada
2008 Genomic Medicine  
The electronic health record (EHR) is a longitudinal electronic record of a patient's health information generated by one or more encounters in any care delivery setting.  ...  The main advantages of the EHR include the following: (1) Information can be continuously updated. (2) Data from the EHR system can be used anonymously in statistical evaluation for purposes of quality  ... 
doi:10.1007/s11568-008-9021-1 pmid:18716916 pmcid:PMC2518657 fatcat:edocnohucndhxcl5735pkmnqqm

Databases for pediatric medicine research in Europe-assessment and critical appraisal

Antje Neubert, Miriam CJM Sturkenboom, Macey L. Murray, Katia MC Verhamme, Alfredo Nicolosi, Carlo Giaquinto, Adriana Ceci, Ian CK Wong
2008 Pharmacoepidemiology and Drug Safety  
For drug safety studies it is more appropriate to use electronic patient record databases because of the available clinical information and the potential to obtain additional information.  ...  Ten databases are based on electronic patient records from primary care physicians and five databases are predominantly claims oriented.  ...  Practice Research Database (GPRD) The GPRD is a computerized database of anonymized longitudinal medical records from primary care.  ... 
doi:10.1002/pds.1661 pmid:18979461 fatcat:ao7hjwqjirdsnlv3c4rlg7llqa

Ethical Issues in Secondary Use of Personal Health Information

Thomas Gallagher, Kudakwashe Dube, Scott McLachlan
2018 IEEE Technology Policy and Ethics  
PHI describes the biological attributes of the human being, often containing longitudinal records of wellness, illness, test results, and treatments [3] .  ...  Although PHI for secondary uses is generally anonymized, its widespread distribution on the Internet raises ethical concerns.  ...  Technologies like the Electronic Health Record (EHR) provide a digital archive of patient PHI.  ... 
doi:10.1109/ntpe.2018.9778123 fatcat:m3bsbsusuvbw7dlmcsn3m7n5ti

Integration of Biobanks in National eHealth Ecosystems Facilitating Long-Term Longitudinal Clinical-Omics Studies and Citizens' Engagement in Research Through eHealthBioR

Athos Antoniades, Maria Papaioannou, Apostolos Malatras, Gregory Papagregoriou, Heimo Müller, Petr Holub, Constantinos Deltas, Christos N. Schizas
2021 Frontiers in Digital Health  
Electronic health record (EHR) registries have long existed in healthcare providers.  ...  In some countries, even at the national level, these record the state of the health of citizens through time for the purposes of healthcare and data portability between different providers.  ...  European Union's, Horizon 2020 research and Innovation program, under Grant Agreement No. 857122, and the eHealth4U project which is co-funded by the European Regional Development Fund and the Republic of  ... 
doi:10.3389/fdgth.2021.628646 pmid:34713101 pmcid:PMC8521893 fatcat:vozze2goxbc3hn36znf3hbbn4u

Bidirectional Data Collaborations in Distributed Research

Kevin Haynes, Nandini Selvam, Mark J. Cziraky
2016 eGEMs  
of care, availability of longitudinal data resources through data linkage, and the processes to share data and link data resources while ensuring privacy and proprietary control of data.  ...  Perspective: These activities will require enhanced levels of trust between entities involved in the delivery of healthcare (Trust 2.0) in addition to the trust health plans and health systems have with  ...  Acknowledgements The authors wish to thank Marcus Wilson and Michael Pollack for reviews on earlier drafts of this commentary.  ... 
doi:10.13063/2327-9214.1205 pmid:27141518 pmcid:PMC4827790 fatcat:sc3vzzisnbc47py6ypeqlbrcfy

Protection of personal information in real-world data in Japan

Hideo Yasunaga
2020 Annals of Clinical Epidemiology  
Realworld data (administrative claims data, health check-ups data, the Diagnosis Procedure Combination data, and electronic medical records) originally include these personal data.  ...  The Diagnosis Procedure Combination data and electronic medical records are collected from hospitals and clinics, and patient identification numbers are replaced by dummy identifiers.  ... 
doi:10.37737/ace.2.1_1 fatcat:piaqu5wu75gnhbnfbmsfqnmhr4

Data systems and record linkage: considerations for pharmacoepidemiologic studies examining cancer risk

Jacqueline M. Major, Lynne Penberthy, Katherine A. McGlynn
2016 Annals of Epidemiology  
This commentary focuses on challenges in the epidemiologic evaluation of cancer risk in the postapproval drug setting in the United States when using data systems and linkages.  ...  No sources of funding were used to assist in the preparation of this study.  ...  Marsha Reichman, Office of Surveillance and Epidemiology Center for Drug Evaluation and Research, FDA, for her thoughtful comments and suggestions.  ... 
doi:10.1016/j.annepidem.2016.08.015 pmid:27639347 pmcid:PMC5671775 fatcat:qj3fpkoc3zcwznffwujm5udumm

SHARE: system design and case studies for statistical health information release

J. Gardner, L. Xiong, Y. Xiao, J. Gao, A. R. Post, X. Jiang, L. Ohno-Machado
2013 JAMIA Journal of the American Medical Informatics Association  
Figure 6 Average counts and query errors of longitudinal queries with respect to time length for the Emory electronic medical record (EeMR) dataset.  ...  We performed a variety of experiments on two real datasets, the surveillance, epidemiology and end results (SEER) breast cancer dataset and the Emory electronic medical record (EeMR) dataset, to demonstrate  ...  A data custodian for a medical institution typically has access to structured and unstructured components of electronic health records (EHR).  ... 
doi:10.1136/amiajnl-2012-001032 pmid:23059729 pmcid:PMC3555328 fatcat:ghrwohia6ve2za5cv3vx5quy7u

Electronic Health Records Should Support Clinical Research

John Powell, Iain Buchan
2005 Journal of Medical Internet Research  
One aspect of electronic care records which has received little attention is the potential benefit to clinical research.  ...  Electronic records could facilitate new interfaces between care and research environments, leading to great improvements in the scope and efficiency of research.  ...  In addition, electronic records which "follow" the patient are likely to provide an efficient method of capturing outcome data in clinical trials and longitudinal studies.  ... 
doi:10.2196/jmir.7.1.e4 pmid:15829476 pmcid:PMC1550635 fatcat:plbrouwcubevfkmoio3b4zbz3a
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