Data · dataset · 2026
Bibliometric and topic-model dataset for a structured review of wetland salinization, saltwater intrusion and coastal squeeze (Scopus export, 1986–2025)
Listed in Teesside University Research Data Repository
DATASET - Bibliometric and topic-model evidence base for a structured review of wetland salinization, saltwater intrusion and coastal squeeze.
Description
Related manuscript "Managing wetland salinization, saltwater intrusion, and coastal squeeze: a structured review and a managed-transition framework for land-use planning." Submitted to: Journal of Environmental Management (Review Article). Authors: Moushila De; Anubhav Chatterjee (School of Planning and Architecture, New Delhi).
Corresponding author: Moushila De (moushilade5@gmail.com; ORCID 0000-0003-0969-7310). Data type Reference data (bibliographic records from a published-literature database; the dataset supports the review, it is not primary observational data). Provenance Source database: Scopus (Elsevier).
Read the rest (3 more)
Corpus size: 775 records. Coverage: 1986–2025 (the raw export also contains 25 early-access records dated 2026 and 2 retracted records, flagged in analysis_verified.json). Indicators: 367 sources; 25,951 citations; mean 33.5, median 12 citations/paper; h-index 73.
Exact search string, date of retrieval and screening criteria: see the manuscript Methods. Contents Scopus_bibliography.csv - the raw 775-record Scopus export (33 fields incl. Authors, Year, Source title, Cited by, Affiliations, Author Keywords, Abstract, Document Type); the single primary input from which every figure and table is derived. analysis_verified.json - the verified single source of truth, computed directly from the CSV: basic indicators, full annual + cumulative series, Bradford zones, most-productive sources and countries, 12 most-cited documents, document-type composition, and corpus-cleaning flags; also carries the LDA topics/terms, the driver–instrument framework rows, and the 23-study appraisal.
Bibliometric_Analysis_Workbook.xlsx - multi-sheet workbook (indicators, annual production, Bradford, most-cited, keyword co-occurrence, LDA topics) with reconciliation formulas. Bibliometric_Toolkit.zip - reproducibility bundle: the analysis configuration and scripts that regenerate the indicators and figures from Scopus_bibliography.csv.
Links
Where it is published
- DOI doi.org/10.17632/ndvvn669t7.1 ↗
DOI / persistent id · from researchdata tees ac uk
Catalogue records · 1
- OAI-PMH record data.mendeley.com/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Adata… ↗
metadata API · from researchdata tees ac uk
Topics
- From keywords
- Earth & Environmental Science · Land use and environmental planning · Ocean & Atmospheric Science
- Inferred from text
- Tabular 65%
Provenance · 1 source records, 9 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Teesside University Research Data Repository | oai:data.mendeley.com/ndvvn669t7.1 | 14 h ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].anzsrc:field:330404 | mapping · researchdata tees ac uk | vocabulary-mapper@1.0.0 | keywords['Land Use Planning'] |
| concepts[field].local:field:earth-environmental | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[modality].local:modality:tabular | enrichment · researchdata tees ac uk | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/description |
| license | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/rights |
| publication_date | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| title | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/title |