Table · dataset · 2026
Dataset of article: Mapping Themes in News Content: A Comparison of Expert Judgment and Science Mapping Techniques
Listed in ZivaHub and Deakin Research Online and DMU Figshare and HKU DataHub and Swinburne Figshare and DaYta Ya Rona and SUNScholarData and figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.6084/m9.figshare.34045641.v1
<h2 dir="ltr">In social science research, the analysis of large volumes of textual data poses a challenge for contemporary information management systems.
Description
Although science mapping tools such as SciMAT have proven effective in bibliometric studies of scientific information, their applicability to content analysis in news corpora remains unexplored. Therefore, this study aims to assess the usefulness of science mapping techniques for identifying themes in news and comparing their automated results with an expert manual classification.
Using a comparative methodological design, a corpus of 316 articles on gender equality published in Spanish digital media during the first half of 2024 was analysed. In the first phase, an expert qualitative and quantitative content analysis, validated by specialised journalists, identified four major thematic blocks: “gender inequalities and violence”; “feminist movements and theories”; “the political, judicial, and legislative agenda on equality”; and “LGBTI+ rights”.
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SciMAT software was then used to process word co-occurrences and generate strategic maps based on centrality and density. The results demonstrate a high degree of complementarity between the two approaches: while the manual analysis provides narrative and contextual depth, the science mapping analysis offers a more disaggregated relational structure, identifying 17 thematic clusters as well as cluster-specific diagrams that clearly display the relationships among concepts and the thematic structure of the corpus.
This study concludes that science maps are effective for working with much larger samples and reveal underlying semantic relationships and emerging themes.</h2><p></p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.34045641.v1 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Engineering · Humanities · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Organisation of information and knowledge resources · Organisation of information and knowledge resources · Organisation of information and knowledge resources · Organisation of information and knowledge resources · Organisation of information and knowledge resources · Organisation of information and knowledge resources · Organisation of information and knowledge resources · Organisation of information and knowledge resources · Organisation of information and knowledge resources · Organisation of information and knowledge resources · Organisation of information and knowledge resources · Psychology & Behavioral Science · Social Science · Social Science · Social Science · Social Science
Provenance · 11 source records, 56 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/34045641 | 5 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/34045641 | 5 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/34045641 | 5 d ago | JSON v1 |
| HKU DataHub | oai:figshare.com:article/34045641 | 5 d ago | JSON v1 |
| Swinburne Figshare | oai:figshare.com:article/34045641 | 5 d ago | JSON v1 |
| DaYta Ya Rona | oai:figshare.com:article/34045641 | 5 d ago | JSON v1 |
| SUNScholarData | oai:figshare.com:article/34045641 | 5 d ago | JSON v1 |
| figshare | oai:figshare.com:article/34045641 | 4 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34045641 | 4 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/34045641 | 4 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/34045641 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].anzsrc:field:461008 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Organisation of information and knowledge resources'] |
| concepts[field].anzsrc:field:461008 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Organisation of information and knowledge resources'] |
| concepts[field].anzsrc:field:461008 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Organisation of information and knowledge resources'] |
| concepts[field].anzsrc:field:461008 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Organisation of information and knowledge resources'] |
| concepts[field].anzsrc:field:461008 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Organisation of information and knowledge resources'] |
| concepts[field].anzsrc:field:461008 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Organisation of information and knowledge resources'] |
| concepts[field].anzsrc:field:461008 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Organisation of information and knowledge resources'] |
| concepts[field].anzsrc:field:461008 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Organisation of information and knowledge resources'] |
| concepts[field].anzsrc:field:461008 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Organisation of information and knowledge resources'] |
| concepts[field].anzsrc:field:461008 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Organisation of information and knowledge resources'] |
| concepts[field].anzsrc:field:461008 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Organisation of information and knowledge resources'] |
| concepts[field].local:field:astronomy | 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:chemistry | mapping · figshare com | connector:figshare_com@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 · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@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 · researchdata up ac za | connector:researchdata_up_ac_za@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:engineering | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@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:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@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 · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata up ac za | connector:researchdata_up_ac_za@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 · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/rights |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |