Trends and Future Directions in Analysing Attractiveness of Geoparks Using an Automated Merging Method of Multiple Databases—R-Based Bibliometric Analysis
Abstract
:1. Introduction
- Q1: How do we automatically merge multiple databases? How do we remove duplicate papers from merged databases? Is it possible in one step?
- Q2: What is the research trend in the field of geopark attractiveness in terms of academic production, performance and productivity?
- Q3: What is the spatial gap in research literature?
- Q4: What are the functional diversity factors of attractiveness?
- Q5: What is the future three-dimensional research direction: spatial, temporal and dimensional (size) in the field of geopark attractiveness?
2. Materials and Methods
2.1. Data Sources
2.2. Eligibility Criteria
2.3. Search Strategy Data Retrieve
2.4. Automated Method for Merging the Databases Results and Removing Duplicates
2.5. Quality Check—Validation of Documents
3. Results
3.1. Academic Production, Performance, and Productivity
3.2. Spatial Distribution of Country’s Scientific Production and Cooperation
3.3. Topic Trend
3.4. Abstract’s Strategic Mapping
3.5. Factorial Approach/Factorial Analysis of the Abstracts. Conceptual Map of the Relational Structure
- The purple cluster—“national park”, “geological features”, “cultural heritage”, “world heritage”, and “heritage sites”;
- The red cluster—“global geopark”, “UNESCO global” and “geopark network”;
- The green cluster—“geological heritage”, “economic development” and “attract tourist”;
- The orange cluster—“tourism product”, “cultural diversity”, “tourism activities” and “geopark tourism”;
- The brown cluster—“geopark development” and “data analysis”;
- The blue cluster—“tourism industry”, “tourism development”, “natural resources”, “tourism destination”, “sustainable tourism”, “tourist destinations”, “local community”, “geotourism development”, “national geopark”, “sustainable development”, “tourist attraction”, “scientific educational”, “local communities” and “swot analysis”.
4. Discussion
4.1. Automated Merging Method of Multiple Databases
4.2. Trend
4.3. Benefits of the Study
4.4. Limitations of the Study
4.5. Suggestion for Future Research
5. Conclusions
- Tourism—potential forms of tourism practiced in geoparks, especially ecotourism and volcanic tourism;
- Geomorphological features—mineral springs and mud volcanoes;
- Aesthetic aspects—scenic sites and mining heritage;
- Methodology—data analysis and modelling methods across different regions and countries.
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Criteria | Name | Feature |
---|---|---|
C1 | Platform | Web of Science, Scopus, PubMed and Dimensions |
C2 | Documents type | All types |
C3 | Search field | Title; abstract; keywords |
C4 | Document accessibility | All (open access and non-open access) |
C5 | Publisher data range | All years |
C6 | Query expression main keywords | geopark; attractiveness |
C7 | Language | Any |
Database | Level | Query Expression | Records Retrieved |
---|---|---|---|
WoS | level 1 | (TI = (geopark* OR “geo-park*”)) OR (AB = (geopark* OR “geo-park*”)) OR (AK = (geopark* OR “geo-park*”)) | 1336 183 |
level 2 | ((TI = ((“geopark*” OR “geo-park*”) AND (“attract*”))) OR AB = ((“geopark*” OR “geo-park*”) AND (“attract*”)) OR AK = ((“geopark*” OR “geo-park*”) AND (“attract*”))) | ||
Scopus | level 1 | TITLE-ABS-KEY (“geopark*” OR “geo-park*”) | 1993 |
level 2 | TITLE-ABS-KEY ((“geopark*” OR “geo-park*”) AND (“attract*”)) | 280 | |
PubMed | level 1 | geopark*[Title/Abstract] OR “geo-park*”[Title/Abstract] | 49 |
level 2 | (“geopark*”[Title/Abstract] OR “geo-park*”[Title/Abstract]) AND (“attract*”[Title/Abstract]) | 1 | |
Dimensions | level 1 | (“geopark” OR “geoparks” OR “geo-park” OR “geo-parks”) NOT (“geo”) NOT(“park”) | 5125 |
level 2 | ((“geopark” OR “geoparks” OR “geo-park” OR “geo-parks”OR “geo parks”) NOT (“geo”) NOT(“park”)) AND (“attract” OR “attractive” OR “attractively” OR “attractiveness” OR “attractant” OR “attraction”) | 243 | |
Total level 1—geopark | 8503 | ||
Total level 2—geopark attractiveness | 707 |
Database 1 | Validation | Export Method | File Format |
---|---|---|---|
Web of Science | ☑ | Export Plain text file, choosing “Full Record” and “Cited References” option 2 | Plaintext |
Scopus | ☑ | Export documents, select all information | csv |
PubMed | ☑ | Export save citation to file format PubMed | PubMed txt |
Dimensions | ☑ | Export full record, Excel format version | Excel |
Phase | Where | Step 1 | Step2 | Step 3 |
---|---|---|---|---|
Phase 1. Install bibliometrix package in RStudio | PC RStudio | Install RStudio | Install bibliometrix package in R install.packages (“bibliometrix”) | Activate the Biblioshiny app bibliometrix::biblioshiny() |
Phase 2. Data importing and conversion to Excel format | Biblioshiny app | Uploading data files retrieved from databases in bibliometrix | Checking the level of completeness of bibliographic metadata | Downloading from bibliometrix Excel data files for R |
Phase 3. Combine databases and eliminate duplicated documents | RStudio | Uploading data in RStudio | Merge data from databases and eliminate duplicates in one step the documents, using the R command: M <- mergeDbSources(WoS,Scopus,Pubmed,Dimensions,remove.duplicated = T) | Download merged file from R |
Description | Results | |
---|---|---|
GENERAL | Timespan | 2002–2024 |
Sources | 213 | |
Documents | 349 | |
Annual growth rate % | 11.03 | |
Document average age | 5.35 | |
Average citations per doc | 5917 | |
References | 10,183 | |
DOCUMENT CONTENTS | Keywords plus (ID) | 743 |
Author’s keywords (DE) | 997 | |
AUTHORS | Authors | 960 |
Authors of single-authored docs | 48 | |
AUTHORS COLLABORATION | Single-authored docs | 59 |
Co-authors per doc | 3.23 | |
International co-authorships % | 8.88 |
Zone | No. of Source | Percentage (S 1) | No. of Papers | Percentage (SP 1) |
---|---|---|---|---|
Zone 1 | 14 | 7% | 118 | 34% |
Zone 2 | 84 | 39% | 116 | 33% |
Zone 3 | 115 | 54% | 115 | 33% |
Total | 213 | 100% | 349 | 100% |
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Nyulas, J.; Dezsi, Ș.; Niță, A.; Toma, R.-A.; Lazăr, A.-M. Trends and Future Directions in Analysing Attractiveness of Geoparks Using an Automated Merging Method of Multiple Databases—R-Based Bibliometric Analysis. Land 2024, 13, 1627. https://doi.org/10.3390/land13101627
Nyulas J, Dezsi Ș, Niță A, Toma R-A, Lazăr A-M. Trends and Future Directions in Analysing Attractiveness of Geoparks Using an Automated Merging Method of Multiple Databases—R-Based Bibliometric Analysis. Land. 2024; 13(10):1627. https://doi.org/10.3390/land13101627
Chicago/Turabian StyleNyulas, Judith, Ștefan Dezsi, Adrian Niță, Raluca-Andreea Toma, and Ana-Maria Lazăr. 2024. "Trends and Future Directions in Analysing Attractiveness of Geoparks Using an Automated Merging Method of Multiple Databases—R-Based Bibliometric Analysis" Land 13, no. 10: 1627. https://doi.org/10.3390/land13101627