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• W3191072521 endingPage "e29871" @default.
• W3191072521 startingPage "e29871" @default.
• W3191072521 abstract "Data science offers an unparalleled opportunity to identify new insights into many aspects of human life with recent advances in health care. Using data science in digital health raises significant challenges regarding data privacy, transparency, and trustworthiness. Recent regulations enforce the need for a clear legal basis for collecting, processing, and sharing data, for example, the European Union's General Data Protection Regulation (2016) and the United Kingdom's Data Protection Act (2018). For health care providers, legal use of the electronic health record (EHR) is permitted only in clinical care cases. Any other use of the data requires thoughtful considerations of the legal context and direct patient consent. Identifiable personal and sensitive information must be sufficiently anonymized. Raw data are commonly anonymized to be used for research purposes, with risk assessment for reidentification and utility. Although health care organizations have internal policies defined for information governance, there is a significant lack of practical tools and intuitive guidance about the use of data for research and modeling. Off-the-shelf data anonymization tools are developed frequently, but privacy-related functionalities are often incomparable with regard to use in different problem domains. In addition, tools to support measuring the risk of the anonymized data with regard to reidentification against the usefulness of the data exist, but there are question marks over their efficacy.In this systematic literature mapping study, we aim to alleviate the aforementioned issues by reviewing the landscape of data anonymization for digital health care.We used Google Scholar, Web of Science, Elsevier Scopus, and PubMed to retrieve academic studies published in English up to June 2020. Noteworthy gray literature was also used to initialize the search. We focused on review questions covering 5 bottom-up aspects: basic anonymization operations, privacy models, reidentification risk and usability metrics, off-the-shelf anonymization tools, and the lawful basis for EHR data anonymization.We identified 239 eligible studies, of which 60 were chosen for general background information; 16 were selected for 7 basic anonymization operations; 104 covered 72 conventional and machine learning-based privacy models; four and 19 papers included seven and 15 metrics, respectively, for measuring the reidentification risk and degree of usability; and 36 explored 20 data anonymization software tools. In addition, we also evaluated the practical feasibility of performing anonymization on EHR data with reference to their usability in medical decision-making. Furthermore, we summarized the lawful basis for delivering guidance on practical EHR data anonymization.This systematic literature mapping study indicates that anonymization of EHR data is theoretically achievable; yet, it requires more research efforts in practical implementations to balance privacy preservation and usability to ensure more reliable health care applications." @default.
• W3191072521 created "2021-08-16" @default.
• W3191072521 creator A5008009411 @default.
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• W3191072521 creator A5023829701 @default.
• W3191072521 creator A5061755008 @default.
• W3191072521 date "2021-10-15" @default.
• W3191072521 modified "2023-09-27" @default.
• W3191072521 title "Data Anonymization for Pervasive Health Care: Systematic Literature Mapping Study" @default.
• W3191072521 cites W1501956529 @default.
• W3191072521 cites W1563384150 @default.
• W3191072521 cites W1658920975 @default.
• W3191072521 cites W1766753189 @default.
• W3191072521 cites W1815252973 @default.
• W3191072521 cites W1891298814 @default.
• W3191072521 cites W1898915641 @default.
• W3191072521 cites W1964493386 @default.
• W3191072521 cites W1965555277 @default.
• W3191072521 cites W1967525428 @default.
• W3191072521 cites W1973085875 @default.
• W3191072521 cites W1974589499 @default.
• W3191072521 cites W1975675278 @default.
• W3191072521 cites W1982183556 @default.
• W3191072521 cites W1983958448 @default.
• W3191072521 cites W1997690112 @default.
• W3191072521 cites W1998091733 @default.
• W3191072521 cites W1999798506 @default.
• W3191072521 cites W2009331946 @default.
• W3191072521 cites W2010123940 @default.
• W3191072521 cites W2014593312 @default.
• W3191072521 cites W2019206873 @default.
• W3191072521 cites W2021679349 @default.
• W3191072521 cites W2026160696 @default.
• W3191072521 cites W2033472483 @default.
• W3191072521 cites W2041069220 @default.
• W3191072521 cites W2042469398 @default.
• W3191072521 cites W2044857719 @default.
• W3191072521 cites W2047002475 @default.
• W3191072521 cites W2052806235 @default.
• W3191072521 cites W2054662124 @default.
• W3191072521 cites W2063742835 @default.
• W3191072521 cites W2065612125 @default.
• W3191072521 cites W2070122487 @default.
• W3191072521 cites W2073471108 @default.
• W3191072521 cites W2080137107 @default.
• W3191072521 cites W2080844952 @default.
• W3191072521 cites W2081611990 @default.
• W3191072521 cites W2084695544 @default.
• W3191072521 cites W2086975263 @default.
• W3191072521 cites W2088422930 @default.
• W3191072521 cites W2088969708 @default.
• W3191072521 cites W2091815328 @default.
• W3191072521 cites W2096296626 @default.
• W3191072521 cites W2099716665 @default.
• W3191072521 cites W2103268859 @default.
• W3191072521 cites W2104264129 @default.
• W3191072521 cites W2104536218 @default.
• W3191072521 cites W2105289139 @default.
• W3191072521 cites W2118049274 @default.
• W3191072521 cites W2119047901 @default.
• W3191072521 cites W2120582309 @default.
• W3191072521 cites W2124849257 @default.
• W3191072521 cites W2128248866 @default.
• W3191072521 cites W2130091624 @default.
• W3191072521 cites W2132172731 @default.
• W3191072521 cites W2132678785 @default.
• W3191072521 cites W2133665775 @default.
• W3191072521 cites W2134479759 @default.
• W3191072521 cites W2135581534 @default.
• W3191072521 cites W2136114025 @default.
• W3191072521 cites W2138737362 @default.
• W3191072521 cites W2139864694 @default.
• W3191072521 cites W2142406320 @default.
• W3191072521 cites W2145616864 @default.
• W3191072521 cites W2146453464 @default.
• W3191072521 cites W2159024459 @default.
• W3191072521 cites W2161030490 @default.
• W3191072521 cites W2161229593 @default.
• W3191072521 cites W2163882872 @default.
• W3191072521 cites W2166074149 @default.
• W3191072521 cites W2166658587 @default.
• W3191072521 cites W2166939545 @default.
• W3191072521 cites W2171104722 @default.
• W3191072521 cites W2242218935 @default.
• W3191072521 cites W2278452099 @default.
• W3191072521 cites W2326225068 @default.
• W3191072521 cites W2336383631 @default.
• W3191072521 cites W2345552204 @default.
• W3191072521 cites W2400857455 @default.
• W3191072521 cites W2427735843 @default.
• W3191072521 cites W2466455802 @default.
• W3191072521 cites W2473418344 @default.
• W3191072521 cites W2478460150 @default.
• W3191072521 cites W2487928410 @default.
• W3191072521 cites W2493941654 @default.
• W3191072521 cites W2496214462 @default.

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