Evidence map›Paper›PMID 42652348›Full record

ArticleInternational journal of environmental research and public health2026

Exploratory Spatial and Temporal Analysis of the Territorial Coexistence of Undernutrition and Excess Weight Among Children Under Five Years of Age in Peru, 2014-2024.

Jaime Cesar Prieto-Luna, Luis Alberto Holgado-Apaza, Mixel Luigui Corrido-Ninahuaman, Nestor Antonio Gallegos Ramos, Nelly Jacqueline Ulloa-Gallardo, Dany Dorian Isuiza-Perez, Roxana Madueño-Portilla, Pierre Vidaurre-Rojas, Miguel Angel Valles-Coral

Abstract read
In one paragraph

Article in International journal of environmental research and 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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

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

9 authors.

Jaime Cesar Prieto-LunaDepartamento Académico de Ingeniería de Sistemas e Informática, Escuela Profesional de Ingeniería de Sistemas e Informática, Facultad de Ingeniería, Universidad Nacional Amazónica de Madre de Dios, Puerto Maldonado 17001, Peru.
Luis Alberto Holgado-ApazaDepartamento Académico de Ingeniería de Sistemas e Informática, Escuela Profesional de Ingeniería de Sistemas e Informática, Facultad de Ingeniería, Universidad Nacional Amazónica de Madre de Dios, Puerto Maldonado 17001, Peru.ORCID 0000-0003-1650-0715
Mixel Luigui Corrido-NinahuamanDepartamento Académico de Ingeniería de Sistemas e Informática, Escuela Profesional de Ingeniería de Sistemas e Informática, Facultad de Ingeniería, Universidad Nacional Amazónica de Madre de Dios, Puerto Maldonado 17001, Peru.ORCID 0009-0000-8700-1927
Nestor Antonio Gallegos RamosDepartamento Académico de Ingeniería de Sistemas e Informática, Escuela Profesional de Ingeniería de Sistemas e Informática, Facultad de Ingeniería, Universidad Nacional Amazónica de Madre de Dios, Puerto Maldonado 17001, Peru.
Nelly Jacqueline Ulloa-GallardoDepartamento Académico de Ingeniería de Sistemas e Informática, Escuela Profesional de Ingeniería de Sistemas e Informática, Facultad de Ingeniería, Universidad Nacional Amazónica de Madre de Dios, Puerto Maldonado 17001, Peru.ORCID 0000-0002-6589-0003
Dany Dorian Isuiza-PerezDepartamento Académico de Ingeniería de Sistemas e Informática, Escuela Profesional de Ingeniería de Sistemas e Informática, Facultad de Ingeniería, Universidad Nacional Amazónica de Madre de Dios, Puerto Maldonado 17001, Peru.ORCID 0000-0002-6132-088X
Roxana Madueño-PortillaDepartamento Académico de Medicina Veterinaria-Zootecnia, Facultad de Ingeniería, Universidad Nacional Amazónica de Madre de Dios, Puerto Maldonado 17001, Peru.
Pierre Vidaurre-RojasGrupo de Investigación en Inteligencia Artificial, Facultad de Ingeniería de Sistemas e Informática, Universidad Nacional de San Martín, Tarapoto 22201, Peru.ORCID 0000-0002-2727-3717
Miguel Angel Valles-CoralGrupo de Investigación en Inteligencia Artificial, Facultad de Ingeniería de Sistemas e Informática, Universidad Nacional de San Martín, Tarapoto 22201, Peru.ORCID 0000-0002-8806-2892

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The coexistence of undernutrition and excess weight is an important child public health challenge. This study described temporal trends and departmental spatial configurations of wasting, stunting, overweight, and obesity among children under five years of age in Peru during 2014-2024. Analyses used anthropometric assessment records from the Nutritional Status Information System (SIEN), collected in public healthcare facilities and aggregated by department and year. Annual Percentage Change summarized average temporal trends, while observed prevalence maps, Global Moran's I, Local Indicators of Spatial Association (LISA), and a median-based bivariate classification were applied independently to 2014, 2019, and 2024. Queen contiguity was the primary spatial specification, along with KNN-4 sensitivity analysis. Wasting and obesity increased on average, stunting decreased, and overweight showed no significant long-term trend. Global autocorrelation was most consistent for wasting, whereas findings for excess-weight indicators were sensitive to the weights matrix. LISA identified local spatial classifications at nominal

Indexed as

Growth DisordersMalnutritionObesityOverweightChild, PreschoolFemaleHumansInfantMalePeruPrevalenceSpatio-Temporal Analysischild malnutritiondigital health systemsdigital public healthgeospatial analysisnutritional surveillancespatial autocorrelation

Identifiers

PMID42652348
PMCPMC13512824

What OpenQuestion holds

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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 OpenQuestion graph.