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Analysis of institutional authors

Martín-Méndez, IvánCorresponding AuthorLlamas-Borrajo, JuanAuthorLlamas Lois, AlbertoAuthor

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June 10, 2024
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Factor analysis in residual soils of the Iberian Pyrite Belt (Spain): comparison between raw data, log-transformation data and compositional data

Publicated to:Geochemistry-Exploration Environment Analysis. 24 (2): geochem2024005- - 2024-05-27 24(2), DOI: https://doi.org/10.1144/geochem2024-005

Authors: Martín-Méndez, I; Llamas-Borrajo, J; Lois, AL; Locutura, J

Affiliations

Ctr Invest Energet Medioambientales & Tecnol, Avda Complutense 40, Edif 20, Madrid 28040, Spain - Author
Inst Geol & Minero Espana IGME CSIC, Geol Econ Recursos Minerales GECOMIN, C Rios Rosas 23, Madrid, Spain - Author
Univ Politecn Madrid, ETSI Minas & Energia, C Rios Rosas 21, Madrid, Spain - Author
Universidad Politécnica de Madrid - Author

Abstract

The Iberian Pyrite Belt (IPB) is a metallogenic province in SW Spain and Portugal hosting the largest concentration of massive sulfide deposits worldwide. Exploration campaigns in both the Spanish and Portuguese sectors of the IPB have increased recently due to the rise in metal prices. Within this framework, distinguishing geochemical features associated with natural phenomena and isolating geogenic anomalies from anthropogenic ones can pose a challenge. This contribution uses the residual soil geochemical database of the IPB (Spain) to examine numerous variables, encompassing major, minor and trace elements. Some of these variables commonly exhibit high correlations owing to consistent geochemical behaviour. However, the influence of anthropogenic factors tends to elevate data variability, occasionally masking the natural relationships that govern their distributions. We apply different treatments of data to develop factor analysis using log-transformed data, and centred log-ratio (clr) transformed data to compare and improve the geochemical interpretation of this important zone. Factor analysis has been developed with these results to compare with previously published research on factor analysis in raw data. Factor score interpolated maps were also generated using both lognormal and clr-transformed data to visualize better the distribution and the different geochemical associations in the IPB. This study shows the importance of the different data treatments and the improvement of the clr-transformed multivariate analysis to reduce the dilution or overestimation of the results of some elements that cause erroneous interpretations of the data.

Keywords

Campania regionCompositional dataConstraintsEvolutionFactor analysisGeochemical dataIberian pyrite beltMassive sulfide depositsPatternPerspectiveSoiSoilSoilsSouth portuguese zoneTrace-elements

Quality index

Bibliometric impact. Analysis of the contribution and dissemination channel

The work has been published in the journal Geochemistry-Exploration Environment Analysis, and although the journal is classified in the quartile Q3 (Agencia WoS (JCR)), its regional focus and specialization in Geochemistry & Geophysics, give it significant recognition in a specific niche of scientific knowledge at an international level.

Impact and social visibility

From the perspective of influence or social adoption, and based on metrics associated with mentions and interactions provided by agencies specializing in calculating the so-called "Alternative or Social Metrics," we can highlight as of 2025-07-16:

  • The use of this contribution in bookmarks, code forks, additions to favorite lists for recurrent reading, as well as general views, indicates that someone is using the publication as a basis for their current work. This may be a notable indicator of future more formal and academic citations. This claim is supported by the result of the "Capture" indicator, which yields a total of: 3 (PlumX).

With a more dissemination-oriented intent and targeting more general audiences, we can observe other more global scores such as:

    Leadership analysis of institutional authors

    There is a significant leadership presence as some of the institution’s authors appear as the first or last signer, detailed as follows: First Author (MARTÍN MÉNDEZ, IVÁN) .

    the author responsible for correspondence tasks has been MARTÍN MÉNDEZ, IVÁN.