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ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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SYMPHONEY results_ppmi

Authors: Hemedan, Ahmed;

SYMPHONEY results_ppmi

Abstract

SYMPHONY is a clinic-oriented digital twin application designed for structured exploration of longitudinal neurological data. The system provides deterministic clinical risk computation, progression visualization, and formalized report export within a governed browser-based environment. It is implemented as a modular React application with a supporting Node-based server layer responsible for authentication scaffolding, security hardening, and electronic health record (EHR) connectivity abstraction. The current implementation supports structured ingestion of patient data, deterministic transformation through validated numerical utilities, interactive visualization of trajectories, and client-side generation of formal PDF reports. The system is designed to preserve source data integrity and to ensure that computed outputs are reproducible, testable, and version controlled. The intended use is structured clinical reasoning and reporting within a controlled environment suitable for research demonstration, methodological validation, and institutional review.

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average