Cargando…

A comparison of synthetic data generation and federated analysis for enabling international evaluations of cardiovascular health

Sharing health data for research purposes across international jurisdictions has been a challenge due to privacy concerns. Two privacy enhancing technologies that can enable such sharing are synthetic data generation (SDG) and federated analysis, but their relative strengths and weaknesses have not...

Descripción completa

Detalles Bibliográficos
Autores principales:	Azizi, Zahra, Lindner, Simon, Shiba, Yumika, Raparelli, Valeria, Norris, Colleen M., Kublickiene, Karolina, Herrero, Maria Trinidad, Kautzky-Willer, Alexandra, Klimek, Peter, Gisinger, Teresa, Pilote, Louise, El Emam, Khaled
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Nature Publishing Group UK 2023
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10352377/ https://www.ncbi.nlm.nih.gov/pubmed/37460705 http://dx.doi.org/10.1038/s41598-023-38457-3

Ejemplares similares

Sex and gender aspects in diabetes mellitus: Focus on access to health care and cardiovascular outcomes
por: Gisinger, Teresa, et al.
Publicado: (2023)

Determinants of perceived health and unmet healthcare needs in universal healthcare systems with high gender equality
por: Tadiri, Christina P., et al.
Publicado: (2021)

Identification and inclusion of gender factors in retrospective cohort studies: the GOING-FWD framework
por: Raparelli, Valeria, et al.
Publicado: (2021)

Cardiovascular health through a sex and gender lens in six South Asian countries: Findings from the WHO STEPS surveillance
por: Dev, Rubee, et al.
Publicado: (2022)

Sex and Gender Influence on Cardiovascular Health in Sub-Saharan Africa: Findings from Ghana, Gambia, Mali, Guinea, and Botswana
por: Dev, Rubee, et al.
Publicado: (2022)

Importance of sex and gender factors for COVID-19 infection and hospitalisation: a sex-stratified analysis using machine learning in UK Biobank data
por: Azizi, Zahra, et al.
Publicado: (2022)

Gender dimension in cardio-pulmonary continuum
por: Hernandez, Leah, et al.
Publicado: (2022)

Sex, rurality and socioeconomical status in Spanish centennial population (2017)
por: Fuentes, Pedro, et al.
Publicado: (2021)

Magnesium in Kidney Function and Disease—Implications for Aging and Sex—A Narrative Review
por: Macías Ruiz, María del Carmen, et al.
Publicado: (2023)

Age and Sex Determine Electrocardiogram Parameters in the Octodon degus
por: Cuenca-Bermejo, Lorena, et al.
Publicado: (2023)

Role of GDF-15, YKL-40 and MMP 9 in patients with end-stage kidney disease: focus on sex-specific associations with vascular outcomes and all-cause mortality
por: Laucyte-Cibulskiene, Agne, et al.
Publicado: (2021)

Can synthetic data be a proxy for real clinical trial data? A validation study
por: Azizi, Zahra, et al.
Publicado: (2021)

Need for improving immunization status and preventive care in diabetes mellitus patients
por: Gisinger, Teresa, et al.
Publicado: (2022)

Decompression of Multimorbidity Along the Disease Trajectories of Diabetes Mellitus Patients
por: Haug, Nils, et al.
Publicado: (2021)

Impact of biological sex and gender-related factors on public engagement in protective health behaviours during the COVID-19 pandemic: cross-sectional analyses from a global survey
por: Dev, Rubee, et al.
Publicado: (2022)

Impact of Sex‐ and Gender‐Related Factors on Length of Stay Following Non–ST‐Segment–Elevation Myocardial Infarction: A Multicountry Analysis
por: Bender, Uri, et al.
Publicado: (2023)

Synthetic data as an enabler for machine learning applications in medicine
por: Rajotte, Jean-Francois, et al.
Publicado: (2022)

Sex-Specific Effects of Vitamin D Status on the Metabolic Profile in Prediabetic Subjects
por: Gisinger, Teresa, et al.
Publicado: (2021)

Measuring re-identification risk using a synthetic estimator to enable data sharing
por: Jiang, Yangdi, et al.
Publicado: (2022)

Awareness of sex and gender dimensions among physicians: the European federation of internal medicine assessment of gender differences in Europe (EFIM-IMAGINE) survey
por: Biskup, Ewelina, et al.
Publicado: (2022)

Sex Differences in Clinical Characteristics and Outcomes of Patients with SARS-CoV-2-Infection Admitted to Intensive Care Units in Austria
por: Kautzky-Willer, Alexandra, et al.
Publicado: (2022)

Accelerating AI with Synthetic Data
por: Emam, Khaled
Publicado: (2020)

Practical Synthetic Data Generation
por: Emam, Khaled
Publicado: (2020)

How Specialist Aftercare Impacts Long-Term Readmission Risks in Elderly Patients With Metabolic, Cardiac, and Chronic Obstructive Pulmonary Diseases: Cohort Study Using Administrative Data
por: Kaleta, Michaela, et al.
Publicado: (2020)

The Interplay of Adipokines, Body Composition and Glucose Homeostasis in Pregnant Women with a History of RYGB Operation
por: Bellach, Luise, et al.
Publicado: (2023)

Corrigendum: Major Depressive Disorder (MDD) and Antidepressant Medication Are Overrepresented in High-Dose Statin Treatment
por: Leutner, Michael, et al.
Publicado: (2021)

Major Depressive Disorder (MDD) and Antidepressant Medication Are Overrepresented in High-Dose Statin Treatment
por: Leutner, Michael, et al.
Publicado: (2021)

Insulin as Monotherapy and in Combination with Other Glucose-Lowering Drugs Is Related to Increased Risk of Diagnosis of Pneumonia: A Longitudinal Assessment over Two Years
por: Leutner, Michael, et al.
Publicado: (2021)

Risk of Typical Diabetes-Associated Complications in Different Clusters of Diabetic Patients: Analysis of Nine Risk Factors
por: Leutner, Michael, et al.
Publicado: (2021)

Diabetes mellitus is associated with a higher risk for major depressive disorder in women than in men
por: Deischinger, Carola, et al.
Publicado: (2020)

Quantification of Diabetes Comorbidity Risks across Life Using Nation-Wide Big Claims Data
por: Klimek, Peter, et al.
Publicado: (2015)

Data-driven identification of complex disease phenotypes
por: Strauss, Markus J., et al.
Publicado: (2021)

Does diabetes mellitus mitigate the gender gap in COVID-19 mortality?
por: Kautzky-Willer, Alexandra
Publicado: (2021)

Validating a membership disclosure metric for synthetic health data
por: El Emam, Khaled, et al.
Publicado: (2022)

High-risk multimorbidity patterns on the road to cardiovascular mortality
por: Haug, Nina, et al.
Publicado: (2020)

Authors’ Reply to: Using Caution When Interpreting Gender-Based Relative Risk. Comment on “The Effect of Cardiovascular Comorbidities on Women Compared to Men: Longitudinal Retrospective Analysis”
por: Dervic, Elma, et al.
Publicado: (2022)

The Effect of Cardiovascular Comorbidities on Women Compared to Men: Longitudinal Retrospective Analysis
por: Dervic, Elma, et al.
Publicado: (2021)

Diabetes incidence in Austria: The role of famines on diabetes and related NCDs
por: Kaleta, Michaela, et al.
Publicado: (2023)

Evaluating the utility of synthetic COVID-19 case data
por: El Emam, Khaled, et al.
Publicado: (2021)

Enabling lightweight and federated accounts access in CERNBox
por: Arora, Ishank
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_esgsak5atl7qvgt4r87g21qeiq