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Tracking end-of-life stage of chemicals: A scalable data-centric and chemical-centric approach.


ABSTRACT: Chemical flow analysis (CFA) can be used for collecting life-cycle inventory (LCI), estimating environmental releases, and identifying potential exposure scenarios for chemicals of concern at the end-of-life (EoL) stage. Nonetheless, the demand for comprehensive data and the epistemic uncertainties about the pathway taken by the chemical flows make CFA, LCI, and exposure assessment time-consuming and challenging tasks. Due to the continuous growth of computer power and the appearance of more robust algorithms, data-driven modelling represents an attractive tool for streamlining these tasks. However, a data ingestion pipeline is required for the deployment of serving data-driven models in the real world. Hence, this work moves forward by contributing a chemical-centric and data-centric appr

SUBMITTER: Hernandez-Betancur JD 

PROVIDER: S-EPMC10355112 | biostudies-literature | 2023 Sep

REPOSITORIES: biostudies-literature