Evidence map›Paper›PMID 42424414›Full record

ArticlePLoS neglected tropical diseases2026

Socioeconomic and ecological drivers of contagious pig diseases in free-range systems: Evidence from Gwembe Valley, Zambia.

Catherine Besnart Dzombe, Herman Chambaro, Karl Rich, Magda Rich, Chisoni Mumba

Abstract read
In one paragraph

Article in PLoS neglected tropical diseases, 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

5 authors.

Catherine Besnart DzombeDepartment of Disease Control, School of Veterinary Medicine, University of Zambia, Lusaka, Zambia.
Herman ChambaroDepartment of Pathobiology, College of Veterinary Medicine, University of Illinois Urbana-Champaign, Champaign, Illinois, United States of America.
Karl RichDepartment of Agricultural and Applied Economics, College of Agriculture and Life Sciences, Virginia Tech, Blacksburg, Virginia, United States of America.
Magda RichCollege of Veterinary Medicine, Oklahoma State University, Stillwater, Oklahoma, United States of America.
Chisoni MumbaDepartment of Disease Control, School of Veterinary Medicine, University of Zambia, Lusaka, Zambia.ORCID https://orcid.org/0000-0002-4662-0876

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Free-range pig systems support rural livelihoods in Zambia but increase exposure to contagious diseases through unrestricted movement, environmental contamination, and informal trade. We explored non-biological drivers of disease risk in Gwembe District to inform practical control strategies. We used Spatial Group Model Building (SGMB) with LayerStack mapping to engage 12 purposively selected value-chain actors (farmers, traders, transporters, and veterinary personnel). Participants co-produced spatial layers (settlements, production zones, markets, disease occurrence, service points), behavior-over-time graphs, and causal loop diagrams (CLD). Findings highlighted intersecting non-biological drivers: free-range husbandry, open defecation and shallow-well contamination, seasonal water scarcity, limited veterinary access, informal marketing, and economic pressures that shape herd management and pig movement. Discrepancies between transporters' reported volumes and district records suggested unreported flows that could undermine surveillance. Participants recognized risks consistent with African swine fever (ASF) spread via pig movement and porcine cysticercosis (PCC) via sanitation failures, but awareness of PCC pathways was limited. Disease dynamics in free-range systems arise from feedback across human practices, animal behavior, environment conditions, within markets interactions acting as key transmission paths that shape both local persistence and wider disease spread. Low-cost housing, community sanitation, participatory surveillance, and tailored farmer education are feasible entry points for improving disease prevention and control in free-range pig production systems. In Gwembe valley, SGMB effectively elicited local knowledge and revealed leverage points for integrated One Health interventions that align with community realities and can strengthen rural livelihoods. Disease dynamics in free-range systems arise from feedback across human practices, animal behavior, and environmental conditions, with market interactions acting as key transmission nodes that shape both local persistence and wider disease spread.

Indexed as

African Swine FeverCysticercosisSwine DiseasesAnimal HusbandryAnimalsHumansRural PopulationSocioeconomic FactorsSwineZambia

Identifiers

PMID42424414
PMCPMC13379124

What OpenQuestion holds

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LicenceCC BY
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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 OpenQuestion graph.