Osah, UkariHowell, John2023-07-042023-07-042023-02-02Osah, U & Howell, J 2023, 'Predicting oil field performance using machine learning programming : a comparative case study from the UK continental shelf', Petroleum Geoscience, vol. 29, no. 1, petgeo2022-071. https://doi.org/10.1144/petgeo2022-0711354-0793https://hdl.handle.net/2164/21103Funding Information: Author contributions UO: data curation (lead), formal analysis (lead), funding acquisition (lead), methodology (equal), validation (lead), visualization (equal), writing – original draft (lead); JH: conceptualization (lead), methodology (equal), supervision (lead), visualization (equal), writing – review & editing (lead) Funding This work was funded by the Petroleum Technology Development Fund (PTDF/ED/OSS/PHD/OU/1188/17).1115722engQE GeologyFuel TechnologyGeologyGeochemistry and PetrologyEconomic GeologyEarth and Planetary Sciences (miscellaneous)QEJournal article10.1144/petgeo2022-071http://www.scopus.com/inward/record.url?scp=85149655764&partnerID=8YFLogxK291