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Review the application of risk assessment frameworks and predictive modeling methods to mitigate microbial contamination risks and enhance product safety throughout the dairy supply chain.

January 4, 2025Food Safety and HealthOpen Access

Predictive modeling and risk assessment strategies for enhancing dairy product safety: A comprehensive review

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Authors

PPPrachi PahariyaSouthern Illinois University Carbondale ASAwani ShrivastavIndian Institute of Technology Kharagpur TGTridib Kumar GoswamiGauhati University

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Implication

Comprehensive review shows integrating predictive modeling with risk assessment mitigates contamination across dairy supply chains, highlighting the value of machine learning for food safety.

Key Points

Review the application of risk assessment frameworks and predictive modeling methods to mitigate microbial contamination risks and enhance product safety throughout the dairy supply chain.
Synthesized literature on dairy-associated pathogenic outbreaks and food safety evaluation methods.
Evaluated structured risk assessment frameworks comprising hazard identification, hazard characterization, exposure assessment, and risk characterization.
Analyzed mathematical predictive modeling approaches used to forecast microbial behavior across raw, pre-processed, and post-processed dairy products.
Demonstrated that combining predictive microbial modeling with structured risk assessments improves the precision of contamination prevention across the dairy chain.
Identified data set robustness and the incorporation of advanced machine learning as critical needs to optimize predictive accuracy and safeguard public health.

Cite This Study

Pahariya et al. (2025) studied this question.

synapsesocial.com/papers/6a94ddce5f3b0bfa3be611a4 https://doi.org/10.1002/fsh3.12084

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Implication

Comprehensive review shows integrating predictive modeling with risk assessment mitigates contamination across dairy supply chains, highlighting the value of machine learning for food safety.

Predictive modeling and risk assessment strategies for enhancing dairy product safety: A comprehensive review

Discussion

Member takes

Implication

Key Points

Cite This Study

Predictive modeling and risk assessment strategies for enhancing dairy product safety: A comprehensive review

Discussion

Member takes

Implication

Key Points

Cite This Study

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