Evidence map›Paper›PMID 42758682›Full record

ArticlePLOS global public health2026

Spatiotemporal clustering and epidemiological characterization of suicides in Ecuador, 2015-2023.

Karina Lalangui-Vivanco, Emmanuelle Quentin, Yekaterina Altuna-Roshkova, Juan Marcos Parise-Vasco, Jaen Cagua-Ordoñez, Claudia Reytor-González, Daniel Simancas-Racines, Ricardo Hidalgo

Abstract read
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Article in PLOS global 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.

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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

8 authors.

Karina Lalangui-VivancoCentro de Investigación en Salud Pública y Epidemiología Clínica (CISPEC), Facultad Ciencias de la Salud Eugenio Espejo, Universidad UTE, Quito, Ecuador.ORCID https://orcid.org/0000-0001-8506-4107
Emmanuelle QuentinCentro de Investigación en Salud Pública y Epidemiología Clínica (CISPEC), Facultad Ciencias de la Salud Eugenio Espejo, Universidad UTE, Quito, Ecuador.ORCID https://orcid.org/0000-0001-5600-2361
Yekaterina Altuna-RoshkovaCentro de Investigación en Salud Pública y Epidemiología Clínica (CISPEC), Facultad Ciencias de la Salud Eugenio Espejo, Universidad UTE, Quito, Ecuador.ORCID https://orcid.org/0000-0002-0921-9135
Juan Marcos Parise-VascoCentro de Investigación en Salud Pública y Epidemiología Clínica (CISPEC), Facultad Ciencias de la Salud Eugenio Espejo, Universidad UTE, Quito, Ecuador.ORCID https://orcid.org/0000-0002-5223-3370
Jaen Cagua-OrdoñezCentro de Investigación en Salud Pública y Epidemiología Clínica (CISPEC), Facultad Ciencias de la Salud Eugenio Espejo, Universidad UTE, Quito, Ecuador.ORCID https://orcid.org/0000-0002-1684-5206
Claudia Reytor-GonzálezCentro de Investigación en Salud Pública y Epidemiología Clínica (CISPEC), Facultad Ciencias de la Salud Eugenio Espejo, Universidad UTE, Quito, Ecuador.
Daniel Simancas-RacinesCentro de Investigación en Salud Pública y Epidemiología Clínica (CISPEC), Facultad Ciencias de la Salud Eugenio Espejo, Universidad UTE, Quito, Ecuador.ORCID https://orcid.org/0000-0002-3641-1501
Ricardo HidalgoCentro de Investigación en Salud Pública y Epidemiología Clínica (CISPEC), Facultad Ciencias de la Salud Eugenio Espejo, Universidad UTE, Quito, Ecuador.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Suicide is an important public health issue worldwide, especially among the young population. This study aimed to analyze the epidemiological characteristics and the spatial and temporal distribution of suicide at the provincial level in Ecuador between 2015 and 2023, using national mortality registries and spatiotemporal clustering methods. Crude rates were calculated by sex, age group, and province, and cluster analysis was applied using the K-means algorithm. A total of 10,297 suicides were recorded, with a clear predominance of males (78%), especially in the 20-29 age group, while among females the highest concentration occurred in the 10-19 age group in 2023. The most common method of suicide was hanging (73%). The highest rates were concentrated in provinces located in the Highlands (Sierra) and Amazon regions of the country. Five clusters of provinces were identified, with different levels and trends: (C1) provinces with very high but temporarily unstable suicide rates, which showed sharp peaks followed by sharp declines; (C2) provinces with persistently high rates during the study period; (C3) provinces with moderate and relatively stable rates over time; (C4) mainly coastal provinces with consistently low rates and minimal temporal variation; and (C5) the island region, characterized by a low rate with greater temporal dispersion. These findings highlight the need for territorially differentiated public policies, with emphasis on adolescent suicide prevention and improved access to mental health services.

Identifiers

PMID42758682
PMCPMC13588372

What Socratic 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 Socratic graph.