Thematic Analysis as a New Culturomic Tool: The Social Media Coverage on COVID-19 Pandemic in Italy

Aria, Massimo; Cuccurullo, Corrado; Daniello, L.; Misuraca, Michelangelo; Spano, Maria

doi:10.3390/su14063643

Cited by 72 publications

(54 citation statements)

References 59 publications

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“…To further examine the role of keywords in research trends, we used thematic mapping to examine the relevance and development of the top 30 keywords used between 2019–2022. A thematic map scores and classifies the co-occurrence network keyword clusters across four quadrants ( Aria et al 2022 ; Liu et al 2015 ). The scores include measures of density and centrality.…”

Section: Resultsmentioning

confidence: 99%

The Evolution of Intelligence: Analysis of the Journal of Intelligence and Intelligence

2023

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What are the current trends in intelligence research? This parallel bibliometric analysis covers the two premier journals in the field: Intelligence and the Journal of Intelligence (JOI) between 2013 and 2022. Using Scopus data, this paper extends prior bibliometric articles reporting the evolution of the journal Intelligence from 1977 up to 2018. It includes JOI from its inception, along with Intelligence to the present. Although the journal Intelligence’s growth has declined over time, it remains a stronghold for traditional influential research (average publications per year = 71.2, average citations per article = 17.07, average citations per year = 2.68). JOI shows a steady growth pattern in the number of publications and citations (average publications per year = 33.2, average citations per article = 6.48, total average citations per year = 1.48) since its inception in 2013. Common areas of study across both journals include cognitive ability, fluid intelligence, psychometrics–statistics, g-factor, and working memory. Intelligence includes core themes like the Flynn effect, individual differences, and geographic IQ variability. JOI addresses themes such as creativity, personality, and emotional intelligence. We discuss research trends, co-citation networks, thematic maps, and their implications for the future of the two journals and the evolution and future of the scientific study of intelligence.

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Section: Resultsmentioning

confidence: 99%

The Evolution of Intelligence: Analysis of the Journal of Intelligence and Intelligence

2023

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“…An alternative view of the emergence of topics of interest can be obtained through the evolution of thematic maps as shown in Figure 8 . A thematic map [ 30 , 31 ] is a 2D projection of trend topics, whose dimensions are centrality (relevance of a topic in the research field) and density (maturity in the development of a topic). Thus, the four quadrants of the map (counterclockwise) represent motor themes (first quadrant), highly specialised themes (second), emerging themes (third), and fundamental themes (fourth).…”

Section: Resultsmentioning

confidence: 99%

A Bibliometric Perspective on AI Research for Job-Résumé Matching

Rojas–Galeano

Posada

Ordoñez

2022

The Scientific World Journal

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The search for the right person for the right job, or in other words the selection of the candidate who best reflects the skills demanded by employers to perform a specific set of duties in a job appointment, is a key premise of the personnel selection pipeline of recruitment departments. This task is usually performed by human experts who examine the résumé or curriculum vitae of candidates in search of the right skills necessary to fit the vacant position. Recent advances in AI, specifically in the fields of text analytics and natural language processing, have sparked the interest of research on the application of these technologies to help recruiters accomplish this task or part of it automatically, applying algorithms for information extraction, parsing, representation, and matching of résumés and job descriptions, or sections within. In this study, we aim to better understand how the research landscape in this field has evolved. To do this, we follow a multifaceted bibliometric approach aimed at identifying trends, dynamics, structures, and visual mapping of the most relevant topics, highly cited or influential papers, authors, and universities working on these topics, based on a publication record retrieved from Scopus and Google Scholar bibliographic databases. We conclude that, unlike a traditional literature review, the bibliometric-guided approach allowed us to discover a more comprehensive picture of the evolution of research in this subject and to clearly identify paradigm shifts from the earliest stages to the most recent efforts proposed to address this problem.

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“…It shows how the highly used keywords (i.e., Islamic banking in purple cluster and Indonesia in green cluster) connect to other important keywords used at least 4 times in the total of 1318 sampled keywords. Furthermore, thematic analysis can best map the sampled keywords into 4 important quadrants (Massimo Aria et al, 2022). Figure 9 shows the thematic map of the most highly used keywords within the sample of 1120 author keywords.…”

Section: Keyword Analysismentioning

confidence: 99%

Evaluating Indonesian Islamic Banking Scholarly Publications: A Data Analytics

Hassan¹,

Hudaefi²,

Agung³

2022

JIMF

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This study employs bibliometric analysis to evaluate 443 scholarly works on the topics of Indonesian Islamic banking published on 194 academic platforms, and authored by 1049 scholars. The machine learning tools i.e., R Studio and VOSviewer were employed to analyse the Scopus’ bibliographical data automatically harvested from the database. We developed four research questions based on the theories that are fundamental to bibliometric study, i.e., performance analysis, citation and co-citation analyses, bibliographic coupling and social network analysis, to identify the most impactful manuscripts, scholarly journals, authors, and institutions of affiliation. We further established the discussion of the current issues in Indonesian Islamic banking topics from the keyword analysis and the bibliographic coupling. These findings derive some recommendations for future research. This study provides a supply of scholarly novelty in the assessment of Indonesian Islamic banking publications which are both practically and theoretically importance to regulators, academia and industry professionals.

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Thematic Analysis as a New Culturomic Tool: The Social Media Coverage on COVID-19 Pandemic in Italy

Cited by 72 publications

References 59 publications

The Evolution of Intelligence: Analysis of the Journal of Intelligence and Intelligence

The Evolution of Intelligence: Analysis of the Journal of Intelligence and Intelligence

A Bibliometric Perspective on AI Research for Job-Résumé Matching

Evaluating Indonesian Islamic Banking Scholarly Publications: A Data Analytics

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