Evidence map›Paper›PMID 42454312›Full record

ArticleFrontiers in public health2026

Rethinking cholera response: an orchestration framework for future preparedness in fragile conflict-affected settings, a case study from Sudan, 2025.

Fatima Abdalrahman Ayyad, Ahmad Izzoddeen, Maisoon Elbukhari Ibrahim, Heitham Awadalla

Abstract read
In one paragraph

Article in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Fatima Abdalrahman AyyadFederal Ministry of Health, Khartoum, Sudan.
Ahmad IzzoddeenFederal Ministry of Health, Khartoum, Sudan.
Maisoon Elbukhari IbrahimGeneva Center for Humanitarian Studies, University of Geneva, Geneva, Switzerland.
Heitham AwadallaFederal Ministry of Health, Khartoum, Sudan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: The ongoing conflict in Sudan has intensified the country's already fragile public health landscape. Since July 2024, Sudan has faced one of the most extensive cholera outbreaks in its modern history, affecting 17 states and 109 localities and resulting in 83,245 reported cases and 2,124 deaths by June 2025. Traditional, hierarchical outbreak response systems have proven insufficient in such a dynamic, volatile environment. Methods: Using Sudan's 2024-2025 cholera outbreak as a case study, this paper proposes the Results: The model conceptualizes the Ministry of Health as a conductor leading an orchestra of diverse stakeholders. Each stakeholder represents an instrument section whose coordinated actions create a harmonized and adaptive response. Grounded in systems thinking theory, particularly the Iceberg and Biomatrix models, this framework identifies leverage points for governance, coordination, and resource optimization. Conclusion: The Orchestrated Symphony Model is proposed as a policy reform and practice improvement framework for cholera outbreak response generally and in conflict-affected settings particularly.

Indexed as

CholeraDisease OutbreaksHumansSudancholera responsecomplex adaptive systemsconflicthealth systemOrchestrated Symphony Modelorchestration governanceresilienceSudan

Identifiers

PMID42454312
PMCPMC13364977

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.