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Data Provenance in Healthcare: Approaches, Challenges, and Future Directions [PDF]
Sensors, 2023 Data provenance means recording data origins and the history of data generation and processing. In healthcare, data provenance is one of the essential processes that make it possible to track the sources and reasons behind any problem with a user’s data.
Mansoor Ahmed +2 more
exaly +4 more sources
The provenance of electronic data [PDF]
Communications of the ACM, 2008 It would include details of the processes that produced electronic data as far back as the beginning of time or at least the epoch of provenance awareness.
Luc Moreau 0001 +10 more
openaire +4 more sources
Data Provenance in Biomedical Research: Scoping Review [PDF]
Journal of Medical Internet Research, 2023 BackgroundData provenance refers to the origin, processing, and movement of data. Reliable and precise knowledge about data provenance has great potential to improve reproducibility as well as quality in biomedical research and ...
Marco Johns +7 more
doaj +2 more sources
Data Science Journal, 2013 The Oxford Dictionary defines provenance as “the place of origin, or earliest known history of something.” The term, when transferred to its digital counterpart, has morphed into a more general meaning.
Stratis D Viglas
doaj +3 more sources
An auditable and source-verified framework for clinical AI decision support: integrating retrieval-augmented generation with data provenance [PDF]
Frontiers in Artificial IntelligenceArtificial intelligence (AI) has shown promise in supporting clinical decision making, yet adoption in healthcare remains limited by concerns regarding transparency, verifiability, and accountability of AI-generated recommendations.
Fidelis Fidelis Alu, Sunkanmi Oluwadare
doaj +2 more sources
Comparative Analysis and Data Provenance for 1,113 Bacterial Genome Assemblies [PDF]
mSphere, 2022 The availability of public genomics data has become essential for modern life sciences research, yet the quality, traceability, and curation of these data have significant impacts on a broad range of microbial genomics research.
David A. Yarmosh +14 more
doaj +2 more sources
Assessing the harmonization of structured electronic health record data to reference terminologies and data completeness through data provenance [PDF]
Learning Health SystemsIntroduction (1) Assess the harmonization of structured electronic health record data (laboratory results and medications) to reference terminologies and characterize the severity of issues.
Keith Marsolo +14 more
doaj +2 more sources
Applied Sciences, 2022 Data provenance is information about where data come from (provenance data) and how they transform (provenance transformation). Data provenance is widely used to evaluate data quality, trace errors, audit data, and understand references among data ...
Deyou Tang +4 more
doaj +1 more source
A Data Provenance Sanitization Mechanism for High Utility [PDF]
Jisuanji gongcheng, 2018 To improve the low provenance utility provided by existed provenance sanitization mechanisms,a data provenance sanitization mechanism is proposed.PROV-DM model is extended to generalize the dependencies into uncertain dependencies.The rationality of ...
WANG Yixing,SUN Lianshan,SHI Libo
doaj +1 more source
ACM SIGMOD Record, 2019 Research into data provenance has been active for almost twenty years. What has it delivered and where will it go next? What practical impact has it had and what might it have? We provide speculative answers to these questions which may be somewhat biased by our initial motivation for studying the topic: the need for provenance information in curated ...
Buneman, Peter; id_orcid 0009-0004-9056-8587 +1 more
openaire +2 more sources