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dc.contributor.authorLindsay, JJ
dc.contributor.authorHughes, HSR
dc.contributor.authorYeomans, CM
dc.contributor.authorAndersen, JCØ
dc.contributor.authorMcDonald, I
dc.date.accessioned2021-10-05T09:44:33Z
dc.date.issued2021-10-04
dc.description.abstractLarge Igneous Provinces, and by extension the mantle plumes that generate them, are frequently associated with platinum-group element (PGE) ore deposits, yet the processes controlling the metal budget in plume-derived magmas remains debated. In this paper, we present a new whole-rock geochemical data set from the 135 Ma Paraná-Etendeka Large Igneous Province (PELIP) in the South Atlantic, which includes major and trace elements, PGE, and Au concentrations for onshore and offshore lavas from different developmental stages in the province, which underwent significant syn-magmatic continental rifting from 134 Ma onwards. The PELIP presents an opportunity to observe magma geochemistry as the continent and sub-continental lithospheric mantle (SCLM) are progressively removed from a melting environment. Here, we use an unsupervised machine learning approach (featuring the PCA, t-SNE and k-means clustering algorithms) to investigate the geochemistry of a set of (primarily basaltic) onshore and offshore PELIP lavas. We test the hypothesis that plume-derived magmas can scavenge precious metals including PGE from the SCLM and explore how metal concentrations might change the metal content in intraplate magmas throughout rifting. Onshore lavas on the Etendeka side of the PELIP are classified as the products of deep partial melts of the mantle below the African craton but without significant PGE enrichment. Offshore lavas on both continents exhibit similarities through the multi-element space to their onshore equivalents, but they again lack PGE enrichment. Of the four onshore lava types on the Paraná side of the PELIP, the Type 1 (Southern) and Type 1 (Central-Northern) localities exhibit separate PGE-enriched assemblages (Ir-Ru-Rh and Pd-Au-Cu, respectively). It follows that there is a significant asymmetry to the metallogenic character of the PELIP, with enrichment focused specifically on lavas from the South American continent edge in Paraná. This asymmetry contrasts with the North Atlantic Igneous Province (NAIP), a similar geodynamic environment in which continent-edge lavas are also PGE-enriched, albeit on both sides of the plume-rift system. We conclude that, given the similarities in PGE studies of plume-rift environments, SCLM incorporation under progressively shallowing (i.e., rifting) asthenospheric conditions promotes the acquisition of metasomatic and residual PGE-bearing minerals, boosting the magma metal budget.en_GB
dc.description.sponsorshipUniversity of Exeteren_GB
dc.identifier.citationVol. 1, article 10039en_GB
dc.identifier.doi10.3389/esss.2021.10039
dc.identifier.urihttp://hdl.handle.net/10871/127345
dc.language.isoenen_GB
dc.publisherGeological Society of London / Frontiers Mediaen_GB
dc.rights© 2021 Lindsay, Hughes, Yeomans, Andersen and McDonald. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.en_GB
dc.subjectplumeen_GB
dc.subjectPGEen_GB
dc.subjectmantleen_GB
dc.subjectgeochemistryen_GB
dc.subjectmachine learningen_GB
dc.titleFrom Continent to Ocean: Investigating the Multi-Element and Precious Metal Geochemistry of the Paraná-Etendeka Large Igneous Province Using Machine Learning Toolsen_GB
dc.typeArticleen_GB
dc.date.available2021-10-05T09:44:33Z
dc.descriptionThis is the final version. Available on open access from the Geological Society of London via the DOI in this recorden_GB
dc.descriptionData Availability Statement: The original contributions presented in the study are included in the article/Supplementary Material; further inquiries can be directed to the corresponding author.en_GB
dc.identifier.eissn2634-730X
dc.identifier.journalEarth Science, Systems and Societyen_GB
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/en_GB
dcterms.dateAccepted2021-09-03
rioxxterms.versionVoRen_GB
rioxxterms.licenseref.startdate2021-10-04
rioxxterms.typeJournal Article/Reviewen_GB
refterms.dateFCD2021-10-05T09:42:59Z
refterms.versionFCDVoR
refterms.dateFOA2021-10-05T09:44:38Z
refterms.panelBen_GB


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© 2021 Lindsay, Hughes, Yeomans, Andersen and McDonald. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
Except where otherwise noted, this item's licence is described as © 2021 Lindsay, Hughes, Yeomans, Andersen and McDonald. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.