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Geochemical and machine learning approaches to groundwater fluoride prediction in Karaga District, Northern Ghana

Emmanuel Daanoba Sunkari1,2,3, Dickson Abdul-Wahab4, Mélida Gutiérrez5

  • 1Mining Engineering, Faculty of Integrated and Advanced Technology, Sir Padampat Singhania University, Udaipur, 313601, Rajasthan, India. emmanueldaanobasunkari@gmail.com.

Scientific Reports
|March 30, 2026
PubMed
Abstract

No abstract available in PubMed .

Keywords:
Compositional data analysisGeochemical ModellingGroundwater qualityPHREEQCSHAP analysis

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When the quality of water for concrete preparation is uncertain, its impact on the setting time of cement and compressive strength of mortar is assessed by comparison with de-ionized or distilled water benchmarks. American Society for Testing and Materials (ASTM) C1602 requires the setting times to be within 90 minutes of the control, British Standard (BS) 3146:1980 allows a 30-minute variance in the initial setting, while British Standards European Norm (BS EN) 1008 specifies initial setting...