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AEMS-One Health Indicator Matrix v2.0: Operational, Epidemiological and Bayesian Specification Framework for Sudan Ebolavirus Spillover Prediction

Domaine:

healthcare

Type de record:

model
Créateur:
SoaIbr
Éditeur:
Zenodo
Hôte:avatar
This document defines the operational indicators, observation models, probabilistic assumptions, and uncertainty structures that feed the AEMS-One Health Bayesian Architecture for Sudan ebolavirus (SUDV) spillover prediction. The indicator matrix covers five integrated domains:• Domain 1: Intermediate Host Exposure System (Biosecurity Compliance Index)• Domain 2: Wildlife Sentinel System (Sylvatic Sentinel Mortality Rate)• Domain 3: Environmental Disturbance System (NDVI Deviation, Tree Cover Loss)• Domain 4: Bat-Human Interface System (Roosting Proximity, Foraging Encroachment)• Domain 5: Integrated Bayesian Risk Engine Each indicator is explicitly linked to institutional data pipelines, observation processes, spatial-temporal resolution, statistical distributions, Bayesian prior specifications, and expected causal contributions within the spillover Directed Acyclic Graph (DAG). The framework is validated against the 2022 Uganda SUDV outbreak (142 confirmed cases in Mubende and Kassanda districts) using posterior predictive checks, Bayesian calibration curves, ROC-AUC, precision-recall analysis, Brier score, and spatial cross-validation.

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doi.orgzenodo.org

Tags

indicator matrixBayesian specificationobservation modelSudan ebolavirusSUDVoperational indicatorsepidemiological surveillanceenvironmental disturbancewildlife sentinelbat-human interface+4

Licenses

Creative Commons Attribution 4.0 Internationalhttps://creativecommons.org/licenses/by/4.0/legalcode