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Record W4411139174 · doi:10.63315/jrcd.v20i2.2502

Composting Latrines and Community-led Sanitation Solutions in Rural Nicaragua

2025· article· en· W4411139174 on OpenAlexvenueno aff
Elene Cloete, Luz Dania Velasquez, Juan Carlos López, Mario R. Calderon, Lenin Rivera

Bibliographic record

VenueJournal of rural and community development · 2025
Typearticle
Languageen
FieldNursing
TopicChild Nutrition and Water Access
Canadian institutionsnot available
Fundersnot available
KeywordsSanitationLatrineWater resource managementEnvironmental scienceRural communityPit latrineOpen defecationEnvironmental engineeringNatural resource economicsEnvironmental protectionBusinessEconomicsSocioeconomics

Abstract

fetched live from OpenAlex

Safe sanitation services are a basic human right, yet almost half the world's population lacks them. The traditional on-site sanitation solutions require properfecal sludge management to avoid health risks. Composting latrines, on the other hand, are a promising and waterless solution that can also sanitize waste for potential use as fertilizer. However, implementing organizations and agencies have yet towidely adopt these toilets due to high costs, low user adaptability, and acceptance rates. Drawing from the experiences of four community groups in Nicaragua, this article explores the impact of composting latrines for rural and peri-urban families. Following community-led processes, these groups successfully implemented and sustained their composting latrine initiatives since 2010, providing initial evidence of how, where, and why their interventions have been successful. Keywords: fecal sludge management, composting latrines, community-led development, sanitation sustainability, community-led sanitation ____________________________________________________________________ Latrines à compostage et solutions d’assainissement communautaires dans les zones rurales du Nicaragua RésuméDes services d'assainissement sûrs constituent un droit humain fondamental, mais près de la moitié de la population mondiale en est privée. Les solutions traditionnelles d'assainissement sur site nécessitent une bonne gestion des boues fécales pour éviter les risques sanitaires. Les latrines à compostage, en revanche, sont une solution prometteuse et sans eau qui peut également assainir les déchets pour les utiliser potentiellement comme engrais. Cependant, les organisations et agences de mise en œuvre n’ont pas encore largement adopté ces toilettes en raison de leurs coûts élevés, de la faible adaptabilité des utilisateurs et des taux d'acceptation. S'appuyant sur les expériences de quatre groupes communautaires au Nicaragua, cet article explore l'impact des latrines à compostage pour les famillesrurales et périurbaines. En suivant des processus menés par la communauté, ces groupes ont mis en œuvre et soutenu avec succès leurs initiatives de latrines à compostage depuis 2010, fournissant ainsi des premières preuves de comment, où et pourquoi leurs interventions ont été couronnées de succès. Mots clés : gestion des boues fécales, latrines à compostage, développement mené par la communauté, durabilité de l'assainissement, assainissement mené par la communauté

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.232
Threshold uncertainty score0.462

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0040.002
Scholarly communication0.0010.001
Open science0.0010.004
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.027
GPT teacher head0.289
Teacher spread0.263 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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