Table · dataset · 2026
Analytical Replication Improves Precision but Does Not Create Environmental Replication: Hierarchical Uncertainty and Decision Stability in Metal(loid) Soil Exposure Screening — Data and Reproducibility Materials
Listed in figshare and Loughborough Research Repository — shown once because both records carry DOI 10.6084/m9.figshare.33985933.v1
Description
<p dir="ltr">This repository contains the final data, R code, derived datasets, publication-facing figures and supplementary tables, spatial sampling information, and quality-assurance records supporting the associated <i>Toxics</i> manuscript <b>“Analytical Replication Improves Precision but Does Not Create Environmental Replication: Hierarchical Uncertainty and Decision Stability in Metal(loid) Soil Exposure Screening.”</b></p><p dir="ltr">The study evaluates the consequences of analytical replication and inferential-unit choice in a hierarchical topsoil dataset from Leicester and Leicestershire, United Kingdom.
The sampling and analytical hierarchy comprises <b>850 field increments, 26 independent site-level environmental composites, 52 physical laboratory samples, and 102 analytical determinations</b> for As, Be, Cd, Co, Cr, Cu, Fe, Mn, Ni, Pb, V and Zn.</p><p dir="ltr">The repository corresponds to the final <b>Pb-corrected, singleton-safe POST-v1.4 analytical state</b> used for the revised manuscript. It includes the reproducible correction of 16 Pb records from ICP-MS Run 2, validated handling of the Brocks Hill singleton analytical records in the R1–R4 Monte Carlo workflow, final variance-component and reproducibility outputs, effect sizes and 95% confidence intervals for urban–rural comparisons, screening-level exposure and toxicity calculations, and the final manuscript and supplementary figures and tables.</p><p dir="ltr">Spatial materials include the cleaned field-sampling dataset for all <b>850 original topsoil increments</b>, site-level coordinates, documented park/reserve areas, and quantitative characterisation of the horizontal field-sampling footprint.
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Urban sites followed a predefined 25-increment cross design at approximately 2 m spacing. Rural/semi-rural sites comprised 50 spatially distributed increments, with sampling footprints derived from the recorded GPS locations.</p><p dir="ltr">Environmental inference throughout the study is based on the <b>26 independent site-level composites</b>. Physical laboratory samples and analytical determinations are treated as nested observations and are not interpreted as additional environmental replicates.</p><p dir="ltr">The deposited materials include machine-readable CSV files, consolidated Excel datasets and publication tables, R scripts required for reproducibility, final figures, supplementary materials, data documentation, and a compact quality-assurance/provenance record.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33985933.v1 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Humanities · Humanities · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science
- Inferred from text
- Geochemistry 73%
Provenance · 2 source records, 29 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/33985933 | 12 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/33985933 | 11 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:group:3703 | enrichment · figshare com | taxonomy-embedding@1.0.0 | title+keywords+description (73%) |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |