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Record W4405499064 · doi:10.1088/1748-9326/ad8cf1

Co-producing water service delivery: a scoping review and typology of informal water vending in Sub-Saharan Africa

2024· review· en· W4405499064 on OpenAlexfundno aff
Gina Gilson, Dustin Garrick

Bibliographic record

VenueEnvironmental Research Letters · 2024
Typereview
Languageen
FieldNursing
TopicChild Nutrition and Water Access
Canadian institutionsnot available
FundersH2020 Marie Skłodowska-Curie ActionsRoyal Geographical SocietyInternational Development Research CentreGreen Templeton College, University of Oxford
KeywordsTypologyService delivery frameworkBusinessService (business)Informal settlementsEnvironmental planningWater resource managementGeographyEconomic growthEnvironmental scienceEconomicsMarketing

Abstract

fetched live from OpenAlex

Abstract Informal water providers play a critical role in addressing water supply gaps, especially where rapid urbanisation outpaces the expansion of water networks. They are widespread in Sub-Saharan Africa (SSA), where over 80% of workers are informally employed, and approximately 70% of the population lack access to improved drinking water. Amidst lags in progress towards SDG 6.1 of universal and equitable access to safe and affordable drinking water, there has been growing interest in the role of these vendors and how co-production between formal and informal water supply actors might improve outcomes for different types of consumers. However, we know little about the coordination mechanisms in place and how they operate in practice. We conduct a scoping review of empirical research over the last 20 years to develop insights regarding the different types of co-production that may increase water access. We reviewed published sources to develop a better understanding of the water sources and delivery methods of informal water vendors, and the mechanisms of coordination between formal and informal sectors. To supplement the findings, we develop illustrative examples of the evolution and dynamics of different coordination mechanisms. The article shows how formal (often public utilities) and informal (often private and small scale) water providers are co-producing service delivery in SSA, with insights regarding the different coordination mechanisms that might help or hinder efforts to increase water access. We find that enforcement capacity is crucial for effective coordination, which creates a dilemma: many regions most dependent on informal water providers are least capable of monitoring, let alone enforcing rules. Consumers can benefit from coordination mechanisms that require less effort, such as quality testing, technical assistance, and preferential rates for bulk resale. By specifying how the formal and informal sectors are linked, further studies on co-produced water systems can contribute to evidence regarding what coordinated service delivery options might offer short- and medium-term solutions.

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)0.015
metaresearch head score (Gemma)0.060
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.027
Threshold uncertainty score0.080

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0150.060
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0270.041
Science and technology studies0.0020.003
Scholarly communication0.0050.006
Open science0.0010.003
Research integrity0.0020.002
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 head0.076
GPT teacher head0.377
Teacher spread0.301 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations2
Published2024
Admission routes1
Has abstractyes

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