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The International Journal of the Royal Society of Thailand
             Volume XV-2023



             Materials and Methods

                    This article started by describing the co-authorship network of Thai researchers
             who had been confirmed to buy authorships from paper mill services, which we

             referred to as Index Researchers (IR_01 and IR_02). Then, we expanded our analysis
             to include the co-authorship networks of additional researchers, affiliated with
             an organization in Thailand, using a snowball sampling method. We subsequently

             described if false authorships of these Index Researchers exhibited any distinct
             characteristics compared to those of other researchers. All the analyses in this study

             were performed using R programming language version 4.3.0 (R Core Team, 2022).


             Publication records

                    We obtained full publication records for individual researchers from the

             Dimensions Publication database (https://app.dimensions.ai/discover/publication),
             which were subsequently utilized in the network analysis of each researcher’s
             co-authorship. The dataset comprises the following details: article titles, corresponding

             digital object identifiers (DOIs), publication dates, author lists with their respective
             affiliations and countries, journal names, and the domains of research covered by each

             journal, classified according to the Australian and New Zealand Standard Research
             Classification (ANZSRC) 2020 (Australian Beureau of Statistics, 2020).

                    We restricted our subsequent analyses to articles published before January 31,
             2023, to mitigate the potential impact of altered publication patterns following the

             increased awareness of research integrity after January. Additionally, our analyses
             focused solely on original articles published in academic journals published in English
             language, excluding theses, preprints, corrigenda, and retraction notes.



             Snowball sampling

                    As this study aimed to explore the potential distinctions in publication record

             profiles and co-authorship network characteristics between Index Researchers and
             other Thai-affiliated researchers, we extended our investigation of publication records
             to the latter group through a snowball sampling method.

                    Briefly, we started our investigation by examining the publication records of

             Index Researcher IR_01, who demonstrated a higher maximum annual publication
             count than Index Researcher IR_02. Initially, we identified the frequent co-authors of

             Index Researcher IR_01, comprising the top 15% of frequently co-published authors.

                                     A Potential Use of Ego-centric Co-authorship Network Analysis for
             4                       Inspecting Research Misconduct: A Case Study of Thai Researchers
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