2021
DOI: 10.1021/acs.estlett.1c00537
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Predictive Environmental Microbiology for Safe Use of Sanitation Products in Agriculture: Challenges and Perspectives

Abstract: Human excreta is a local resource of plant nutrients. The recovery of resources from human excreta and the use of excreta-derived organic fertilizer (sanitation products) for agriculture are compatible with the principle of the Circular Economy. Infectious disease risk associated with resource recovery activities is reduced by following the practices recommended in the guidelines for safe use of sanitation products. This study briefly reviews the domestic and international regulations and specifies the need fo… Show more

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Cited by 5 publications
(4 citation statements)
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“…The inactivation rate of pathogens is influenced by physicochemical factors of matrices. 17 Therefore, CLs of storage time and environmental factors were determined using regression tree which allowed to categorize the required storage time according to the environmental condition of storage. This review provides with the potential CCPs in a non-sewer sanitation system, what to be monitored at CCPs, and the concept of determining CLs which needs to be achieved at CCPs.…”
Section: Wakana Oishimentioning
confidence: 99%
See 1 more Smart Citation
“…The inactivation rate of pathogens is influenced by physicochemical factors of matrices. 17 Therefore, CLs of storage time and environmental factors were determined using regression tree which allowed to categorize the required storage time according to the environmental condition of storage. This review provides with the potential CCPs in a non-sewer sanitation system, what to be monitored at CCPs, and the concept of determining CLs which needs to be achieved at CCPs.…”
Section: Wakana Oishimentioning
confidence: 99%
“…14–16 However, individual technologies are yet to be characterized for implementing the HACCP approach in SSP. To fully implement HACCP-based management in SSP, the following procedures are needed for technological barriers in advance: 8,17 1) identification of CCPs in a sanitation system, 2) selection of monitoring parameters that affect pathogen inactivation, 3) development of a pathogen inactivation kinetics model, and 4) determination of the CLs for sufficient inactivation of pathogens.…”
Section: Introductionmentioning
confidence: 99%
“…One promising approach is using an inactivation kinetics model that represents the log-reduction values (LRVs) of microorganisms as a function of variables related to the matrix and environmental conditions (20). Machine learning algorithms are advantageous for predicting LRVs because they can avoid overfitting training datasets using dimensional reduction, regularisation, and cross-validation (21).…”
Section: Introductionmentioning
confidence: 99%
“…In a non-sewered sanitation system, human excreta is stored in a pit or container at least 1 year to make the material safe to handle ( WHO, 2015 ; Oishi et al, 2021 ). Without this long-term storage, farm workers and sanitation workers can be directly exposed to viruses by oral transmission during collection, irrigation, and application of the excreta to farmland ( Julian et al, 2018 ; Bischel et al, 2019 ).…”
Section: Introductionmentioning
confidence: 99%