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Comparison of three anonymization tools for a health fitness study
ID
Francis, Paul
(
Author
),
ID
Jurak, Gregor
(
Author
),
ID
Leskošek, Bojan
(
Author
),
ID
Otte, Karen
(
Author
),
ID
Prasser, Fabian
(
Author
)
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URL - Source URL, Visit
https://www.nature.com/articles/s41597-025-05823-x
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Abstract
One of many challenges to open science is anonymization of personal data so that it may be shared. This paper presents a case study of the anonymization of a dataset containing cardio-respiratory fitness and commuting patterns for Slovenian school children. It evaluates three different anonymization tools, ARX, SDV, and SynDiffix. The fitness study was selected because its small size (N=713) and generally low statistical significance make it particularly challenging for data anonymization. Unlike most prior anonymization tool evaluations, this paper examines whether the scientific conclusions of the original study would have been supported by the anonymized datasets. It also considers the burden imposed on researchers using the tools both for data generation and data analysis.
Language:
English
Keywords:
sport
,
fitness study
,
anonymization tools
,
comparison
Work type:
Article
Typology:
1.01 - Original Scientific Article
Organization:
FŠ - Faculty of Sport
Publication status:
Published
Publication version:
Version of Record
Year:
2025
Number of pages:
Str. 1-13
Numbering:
Vol. 12, art. 1548
PID:
20.500.12556/RUL-184597
UDC:
796.01
ISSN on article:
2052-4463
DOI:
10.1038/s41597-025-05823-x
COBISS.SI-ID:
250497283
Publication date in RUL:
10.07.2026
Views:
154
Downloads:
79
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Record is a part of a journal
Title:
Scientific data
Publisher:
Springer nature
ISSN:
2052-4463
COBISS.SI-ID:
523393305
Licences
License:
CC BY 4.0, Creative Commons Attribution 4.0 International
Link:
http://creativecommons.org/licenses/by/4.0/
Description:
This is the standard Creative Commons license that gives others maximum freedom to do what they want with the work as long as they credit the author.
Secondary language
Language:
Slovenian
Keywords:
šport
,
primerjava
,
orodja za anonimizacijo
,
študija zdravstvene pripravljenosti
Projects
Funder:
German Ministry of Health
Project number:
2521DAT01C
Acronym:
KI-FDZ
Funder:
German Research Foundation
Project number:
442326535
Acronym:
NFDI4Health
Funder:
European Union
Funding programme:
Horizon Europe programme
Project number:
101080965
Acronym:
SmartCHANGE
Funder:
ARIS - Slovenian Research and Innovation Agency
Project number:
P5-0142
Name:
Bio-psiho-socialni konteksti kineziologije
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