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Record W7043229696

Social relations of water access among the poor in urban Malawi

2025· article· en· W7043229696 on OpenAlexaff

Bibliographic record

VenueDOAJ (DOAJ: Directory of Open Access Journals) · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicWater Governance and Infrastructure
Canadian institutionsCarleton University
Fundersnot available
KeywordsWater supplyCommodityContext (archaeology)PopulationSocial relationGrounded theoryColonialismPolitics
DOInot available

Abstract

fetched live from OpenAlex

This paper examines some intimate ways that water constitutes and is constitutive of social relations in urban Malawi in a context where the government-sponsored water supply system has left a large section of the population off the municipal supply grid. Specifically, the paper focuses on the ambiguous role of ganyu, an informal and ad hoc form of labour with deep roots in Malawi’s colonial history. Based on qualitative research (n = 30) and grounded in perspectives rooted in urban political ecology, our findings indicate that ganyu helps poor households cope with acute water shortages. On the other hand, it also binds them to problematic and often exploitative social relationships. Specifically, the findings show that ganyu relations give rise to usufruct rights through which the urban poor can obtain potable water on a day-to-day basis from the homes of the individuals for whom they work. However, material control over potable water by those who own it fosters indentured relations, as it allows these individuals to wield enormous control over the productive labour of the people who work for them. And as these providers of ganyu hold all the cards, they also sometimes weave sexual demands into these ad hoc contracts, locking poor women into a cycle of both labour exploitation and sexual servitude. Underscoring the relational nature of water, overall, these findings contradict simplistic notions of water as a market commodity and show that in urban Malawi water is a mechanism for the generation and exercise of social power, a marker of social differentiation, a force for material reproduction for the well-off, and an instrument for further subordination of women.

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)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.059
Threshold uncertainty score0.117

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0080.006
Scholarly communication0.0020.002
Open science0.0000.004
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 head0.136
GPT teacher head0.525
Teacher spread0.389 · 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 designQualitative
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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