Evidence map›Paper›PMID 41495438›Full record

ArticleScientific reports2026

Impact of extreme weather events on faecal sludge management based on standardized precipitation index in Dar es Salaam.

Anna Mremi, Richard Kimwaga, Deogratias M M Mulungu, Fides Izdori

Abstract read
In one paragraph

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

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

4 authors.

Anna MremiCollege of Engineering and Technology, Department of Water Resources Engineering, University of Dar es Salaam, P. O. Box 35131, Dar es Salaam, Tanzania. annest85@yahoo.com.
Richard KimwagaCollege of Engineering and Technology, Department of Water Resources Engineering, University of Dar es Salaam, P. O. Box 35131, Dar es Salaam, Tanzania.
Deogratias M M MulunguCollege of Engineering and Technology, Department of Water Resources Engineering, University of Dar es Salaam, P. O. Box 35131, Dar es Salaam, Tanzania.
Fides IzdoriCollege of Engineering and Technology, Department of Water Resources Engineering, University of Dar es Salaam, P. O. Box 35131, Dar es Salaam, Tanzania.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In developing countries, climate variability poses significant challenges to urban water resource management and faecal sludge management, particularly in flood- and drought-prone areas. Inadequate consideration of climate variability in faecal sludge management planning has led to service disruptions in flood- and drought-prone urban areas. This study integrates multi-timescale climate trend analysis with faecal sludge management challenges, providing novel insights into climate-resilient sanitation strategies. The extreme climate events and their implications on faecal sludge management were assessed by applying the Standardized Precipitation Index (SPI) at multiple timescales (SPI-12, SPI-6, and SPI-3). The Mann-Kendall test and Sen's slope estimator were applied to analyse long-term trends and the magnitude of change at annual, seasonal, and monthly levels. Climate Hazards Group InfraRed Precipitation with Station rainfall data (1981-2021) from four stations were used, with validation conducted through Pearson correlation against observed data from Dar es Salaam International Airport. Results indicate increasing precipitation variability, with statistically significant positive trends in some seasons, particularly during the long rains. Extreme wet periods (2019-2020, SPI: 2.48-2.92) have increased flood risks, while severe droughts (2002-2003, SPI: -1.57 to -2.08) have exacerbated water scarcity, thereby impacting the reliability of faecal sludge management services. The Sinza River Catchment, a lowland urban area where over 99% of residents rely on onsite sanitation, remains highly vulnerable to climate extremes, causing pit latrine failures due to flooding and limited desludging options during droughts. Addressing these issues requires climate-resilient faecal sludge management strategies, including flood-resistant latrines, water-efficient sanitation technologies, and the integration of policy into urban resilience planning.

Indexed as

Climate variabilityExtreme eventsFaecal sludge managementSinza river catchmentStandardized precipitation index

Identifiers

PMID41495438
PMCPMC12864831

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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.