S
Sabrina Cipullo
Researcher at Cranfield University
Publications - 18
Citations - 733
Sabrina Cipullo is an academic researcher from Cranfield University. The author has contributed to research in topics: Bioremediation & Soil test. The author has an hindex of 11, co-authored 18 publications receiving 427 citations.
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Journal ArticleDOI
A novel machine learning-based approach for the risk assessment of nitrate groundwater contamination
Farzaneh Sajedi-Hosseini,Arash Malekian,Bahram Choubin,Omid Rahmati,Sabrina Cipullo,Frederic Coulon,Biswajeet Pradhan +6 more
TL;DR: The resultant groundwater pollution risk indicated that the central regions of the plain have high and very high risk of nitrate pollution further confirmed by the exiting landuse map.
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Predicting uncertainty of machine learning models for modelling nitrate pollution of groundwater using quantile regression and UNEEC methods.
Omid Rahmati,Bahram Choubin,Abolhasan Fathabadi,Frederic Coulon,Elinaz Soltani,Himan Shahabi,Eisa Mollaefar,John P. Tiefenbacher,Sabrina Cipullo,Baharin Bin Ahmad,Dieu Tien Bui +10 more
TL;DR: Three state-of-the-art ML models including support vector machine, random forest, and k-nearest neighbor were selected and it is highlighted that the kNN model is the best model because it has the lowest uncertainty based on the PICP statistic in both the QR and UNEEC methods.
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Assessing bioavailability of complex chemical mixtures in contaminated soils: Progress made and research needs.
TL;DR: This review focuses on the role of biotic and abiotic factors affecting bioavailability along with soil physicochemical properties and contaminant composition and the advantages and disadvantages of different extraction techniques.
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Prediction of bioavailability and toxicity of complex chemical mixtures through machine learning models.
TL;DR: The use of ML models could improve the understanding of rate-limiting processes affecting the freely available fraction (bioavailable) of contaminants in soil, therefore contributing to mitigate potential risks and to inform appropriate response and recovery methods.
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Linking oral bioaccessibility and solid phase distribution of potentially toxic elements in extractive waste and soil from an abandoned mine site:Case study in Campello Monti, NW Italy
Neha Mehta,Tatiana Cocerva,Sabrina Cipullo,Elio Padoan,Giovanna Antonella Dino,Franco Ajmone-Marsan,Siobhan Cox,Frederic Coulon,Domenico Antonio De Luca +8 more
TL;DR: How oral bioaccessibility, solid phase distribution and mineralogical analysis can provide insights into the distribution, fate and behaviour of PTE in waste streams from abandoned mine sites and inform human health risk posed by such sites is demonstrated.