Network analysis of the growth process of novice psychological counselors

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Izdano u:Scientific Reports (Nature Publisher Group) vol. 15, no. 1 (2025), p. 42362-42373
Glavni autor: Wu, Zhiyong
Daljnji autori: Ding, Haiyan, Tang, Xiaotong
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Nature Publishing Group
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022 |a 2045-2322 
024 7 |a 10.1038/s41598-025-26271-y  |2 doi 
035 |a 3276448180 
045 2 |b d20250101  |b d20251231 
084 |a 274855  |2 nlm 
100 1 |a Wu, Zhiyong  |u School of Education, Liaoning Normal University, 116029, Dalian, China (ROR: https://ror.org/04c3cgg32) (GRID: grid.440818.1) (ISNI: 0000 0000 8664 1765); Department of Psychological Counseling, Changsha Social Work College, 410004, Changsha, China 
245 1 |a Network analysis of the growth process of novice psychological counselors 
260 |b Nature Publishing Group  |c 2025 
513 |a Journal Article 
520 3 |a Network analysis is widely used in psychological research, yet the applicability in the counseling process of novice psychologists remains unclear. This study applies network analysis to explore lexical changes in novice psychological counselors over four consecutive sessions in order to understand the growth process of novice counselors. We analyzed verbatim transcripts of 221 novice counselors using a psychological dictionary to convert them into word frequencies. Descriptive statistical analysis was conducted on personal pronouns, emotional process words, cognitive process words, and personal concern words. Network analysis was then applied to assess the structures of these word frequencies. Finally, correlation analysis was conducted between novice counselors’ and clients’ word frequencies. Across four sessions, self-related personal pronouns in novice counselors increased, while positive emotion and anxiety words decreased. Causal, discrepancy, and pause words decreased in cognitive processes, while physiological process words increased in personal concerns. Network analysis showed increasing block-style connections among words used by counselors. Correlation analysis indicated decreasing consistency in word frequencies between counselors and clients. Network analysis is effective for studying novice counselors’ processes, providing insights into lexical changes and relationships between counselors and clients. 
653 |a Supervision 
653 |a Reflective teaching 
653 |a Didacticism 
653 |a Empathy 
653 |a Linguistics 
653 |a Statistical analysis 
653 |a Hypotheses 
653 |a Verbal communication 
653 |a Counseling 
653 |a Correlation analysis 
653 |a Social 
700 1 |a Ding, Haiyan  |u Department of Psychological Counseling, Changsha Social Work College, 410004, Changsha, China 
700 1 |a Tang, Xiaotong  |u School of Education, Liaoning Normal University, 116029, Dalian, China (ROR: https://ror.org/04c3cgg32) (GRID: grid.440818.1) (ISNI: 0000 0000 8664 1765) 
773 0 |t Scientific Reports (Nature Publisher Group)  |g vol. 15, no. 1 (2025), p. 42362-42373 
786 0 |d ProQuest  |t Science Database 
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