Evidence map›Paper›PMID 42040139›Full record

ArticleFrontiers in public health2026

Spatio-temporal patterns and determinants of measles incidence in Ethiopia between 2018 and 2024.

Habtamu Milkias Wolde, Ali Raza, Wakjira Kebede, Beom-Seok Jeong, Yeongjae Kim, Sunyeup Kim, Jae June Dong, Youngoh Bae, Seung Won Lee

Abstract read
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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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1 · What the graph read from it

What it found

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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.

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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Habtamu Milkias WoldeDepartment of Precision Medicine, Sungkyunkwan University School of Medicine, Suwon, Republic of Korea.
Ali RazaDepartment of Precision Medicine, Sungkyunkwan University School of Medicine, Suwon, Republic of Korea.
Wakjira KebedeSchool of Medical Laboratory Sciences, Jimma University, Jimma, Oromia, Ethiopia.
Beom-Seok JeongDepartment of Precision Medicine, Sungkyunkwan University School of Medicine, Suwon, Republic of Korea.
Yeongjae KimDepartment of Artificial Intelligence, Sungkyunkwan University, Suwon, Republic of Korea.
Sunyeup KimDepartment of Precision Medicine, Sungkyunkwan University School of Medicine, Suwon, Republic of Korea.
Jae June DongDepartment of Family Medicine, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea.
Youngoh BaeDepartment of Neurosurgery, Korean Armed Forces Capital Hospital, Seongnam, Republic of Korea.
Seung Won LeeDepartment of Precision Medicine, Sungkyunkwan University School of Medicine, Suwon, Republic of Korea.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Despite the availability of an effective vaccine, measles remains a major public health concern in Ethiopia, with recurrent outbreaks and substantial spatial heterogeneity. Understanding its spatio-temporal patterns and determinants is critical for optimizing control strategies and achieving elimination goals. Methods: A retrospective spatio-temporal analysis was conducted using national measles surveillance data from 2018-2024, aggregated at the zonal level. Geographic clustering was assessed using Moran's I, Getis-Ord Gi Results: Between 2018 and 2024, 71,635 measles cases were reported, with the highest burdens observed in Oromia, Somali, Southern Ethiopia, and parts of Amhara. Significant spatial clustering was detected (Moran's I = 0.154, Conclusion: Measles transmission in Ethiopia exhibits clear spatial clustering and temporal persistence, strongly influenced by socioeconomic inequities, human concentration, and climatic conditions. Incorporating spatio-temporal modeling into routine surveillance can enhance early detection and guide geographically targeted immunization, nutrition, and equity-focused interventions toward measles elimination.

Indexed as

MeaslesDisease OutbreaksEthiopiaHumansIncidenceRetrospective StudiesSpatio-Temporal AnalysisEthiopiahotspotsmeaslesspatial lagsspatio-temporal modelingtemporal lagsvaccination

Identifiers

PMID42040139
PMCPMC13102658

What Socratic holds

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LicenceCC BY
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Registered trials

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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 Socratic graph.