Scalable Big Data Platform With End-to-End Traceability for Health Data Monitoring in Older Adults: Development and Performance Evaluation

DeltaTrace provides a scalable and modular architecture that incorporates traceability as a core component together with functions for model management, orchestration, and visualization. The platform enables complete version control across data and models and maintains performance under limited hardware conditions. These characteristics support reproducible and auditable health data processing and make DeltaTrace suitable for continuous monitoring and preventive health care in aging populations.

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Publication Details

Journal
JMIR Medical Informatics
Published
2025-12-22
DOI
https://doi.org/10.2196/81701
Primary Topic
Healthcare Technology and Patient Monitoring
Type
article
Field-Weighted Citation Impact
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article

Scalable Big Data Platform With End-to-End Traceability for Health Data Monitoring in Older Adults: Development and Performance Evaluation

Cristina Maderuelo, Ander Cejudo, Aitor Almeida, Yone Tellechea et al.
JMIR Medical Informatics
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article

Scalable Big Data Platform With End-to-End Traceability for Health Data Monitoring in Older Adults: Development and Performance Evaluation

Cristina Maderuelo, Ander Cejudo, Aitor Almeida, Yone Tellechea, Andoni Beristain, Amaia Calvo
article en

Abstract

DeltaTrace provides a scalable and modular architecture that incorporates traceability as a core component together with functions for model management, orchestration, and visualization. The platform enables complete version control across data and models and maintains performance under limited hardware conditions. These characteristics support reproducible and auditable health data processing and make DeltaTrace suitable for continuous monitoring and preventive health care in aging populations.

JMIR Medical InformaticsVol. 13
University of the Basque Country (ES), Vicomtech (ES), Biogipuzkoa Health Research Institute (ES), Ente Vasco de la Energía (ES)
Openalex Percentile: Top 27%
Healthcare Technology and Patient Monitoring
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