Yumei Hao^1,2, Haiyan Wang^1,2,*, Dong Zhang³

CMC-Computers, Materials & Continua, Vol.83, No.2, pp. 2989-3005, 2025, DOI:10.32604/cmc.2025.063008 - 16 April 2025

Abstract Named entity recognition (NER) in musk deer domain is the extraction of specific types of entities from unstructured texts, constituting a fundamental component of the knowledge graph, Q&A system, and text summarization system of musk deer domain. Due to limited annotated data, diverse entity types, and the ambiguity of Chinese word boundaries in musk deer domain NER, we present a novel NER model, CAELF-GP, which is based on cross-attention mechanism enhanced lexical features (CAELF). Specifically, we employ BERT as a character encoder and advocate the integration of external lexical information at the character representation layer.… More >

Rui Fang, Liangzhong Cui^*

CMC-Computers, Materials & Continua, Vol.83, No.2, pp. 3247-3275, 2025, DOI:10.32604/cmc.2025.060422 - 16 April 2025

Abstract Named Entity Recognition (NER) is vital in natural language processing for the analysis of news texts, as it accurately identifies entities such as locations, persons, and organizations, which is crucial for applications like news summarization and event tracking. However, NER in the news domain faces challenges due to insufficient annotated data, complex entity structures, and strong context dependencies. To address these issues, we propose a new Chinese-named entity recognition method that integrates transfer learning with word embeddings. Our approach leverages the ERNIE pre-trained model for transfer learning and obtaining general language representations and incorporates the More >

Jin Yan^1,#, Liu Yang^2,#, Dongye Lyu³, Songjian Du^1,*

International Journal of Mental Health Promotion, Vol.27, No.3, pp. 333-345, 2025, DOI:10.32604/ijmhp.2025.062297 - 31 March 2025

Abstract Background: Adolescents face increasing academic and social pressures, which significantly impact their mental well-being and coping strategies. Physical activity (PA) has been recognized as crucial in promoting psychological resilience and social development. This study investigates the relationship between PA and adolescents’ coping styles, with a particular focus on the mediating roles of friendship quality and psychological resilience. By examining these associations, the study aims to provide insights into how PA contributes to adolescents’ ability to navigate challenges and develop adaptive coping mechanisms. Methods: This study employed a cross-sectional design and was conducted in Suzhou, Jiangsu… More >

Huaruo Chen^1,2, Wanru Song¹, Jian Xie¹, Huadi Wang³, Feifei Zheng³, Ya Wen^4,*

International Journal of Mental Health Promotion, Vol.27, No.3, pp. 379-400, 2025, DOI:10.32604/ijmhp.2025.060370 - 31 March 2025

Abstract Objectives: Teachers are facing unprecedented new challenges leading them to face an increasing number of tasks that are not part of their job, as well as having to cope with the additional skills acquisition that comes with non-traditional forms of teaching and learning, and increased work pressure leading to an increase in the rate of teachers leaving the profession. Therefore, this study aims to explore the mechanism of the career calling on job burnout through career adaptability and work engagement. Methods: This study conducted a cross-sectional survey of 465 primary and secondary school teachers (PSST)… More >

Jian-Hong Ye^1,2, Junpeng Zheng³, Weiguaju Nong⁴, Xiantong Yang^5,*

International Journal of Mental Health Promotion, Vol.27, No.3, pp. 271-286, 2025, DOI:10.32604/ijmhp.2025.059929 - 31 March 2025

Abstract Objectives: Short video addiction has emerged as a significant public health issue in recent years, with a growing trend toward severity. However, research on the causes and impacts of short video addiction remains limited, and understanding of the variable “TikTok brain” is still in its infancy. Therefore, based on the Stimulus-Organism-Behavior-Consequence (SOBC) framework, we proposed six research hypotheses and constructed a model to explore the relationships between short video usage intensity, TikTok brain, short video addiction, and decreased attention control. Methods: Given that students are considered a high-risk group for excessive short video use, we… More >

Sha Luo¹, Shuang Wu¹, Junyan Song¹, Xuena Yu¹, Kehao Liang¹, Zhi Huang¹, Yi Tang¹, Huanxiu Li¹, Victor Hugo Escalona², Zhifeng Chen³, Fen Zhang^1,*, Bo Sun^1,*

Phyton-International Journal of Experimental Botany, Vol.94, No.2, pp. 521-538, 2025, DOI:10.32604/phyton.2025.061099 - 06 March 2025

Abstract This study conducted karyotype analysis on 56 Chinese kale varieties from Guangdong and Fujian provinces using conventional chromosome analysis methods. The varieties were categorized into four groups based on their origin and flower color: white-flower Chinese kale originating from Guangdong (GW), yellow-flower Chinese kale originating from Guangdong (GY), white-flower Chinese kale originating from Fujian (FW), and yellow-flower Chinese kale originating from Fujian (FY). Karyotype differences among the four groups of Chinese kale were analyzed, and the evolutionary relationship between yellow-flower and white-flower Chinese kale from the two regions was inferred based on karyotype parameters. The… More >

Jianlong Wang^1,#, Xiumei Chen^1,2,#, Muqi Huang³, Rui Liu³, I-Hua Chen^4,5,*, Gordon L. Flett^6,*

International Journal of Mental Health Promotion, Vol.27, No.2, pp. 241-256, 2025, DOI:10.32604/ijmhp.2025.058503 - 03 March 2025

Abstract Background: This study addresses the pressing need to understand the nuanced relationship between ‘mattering’—the perception of being significant to others—and problematic internet use (PIU) among university students. Unlike previous research that has primarily employed variable-centered approaches, this study first adopts a person-centered approach using Latent Profile Analysis (LPA) to identify distinct mattering profiles. Subsequently, through variable-centered analyses, these profiles are examined in relation to different types of PIU—specifically problematic social media use (PSMU) and problematic gaming (PG)—as well as adaptability. Methods: Data were collected from 3587 university students across 19 universities in China. Participants completed… More >

Xin Tong¹, Jingya Wang^1,*, Ying Yang², Tian Peng³, Hanming Zhai¹, Guangming Ling⁴

CMC-Computers, Materials & Continua, Vol.82, No.2, pp. 1901-1924, 2025, DOI:10.32604/cmc.2024.059018 - 17 February 2025

Abstract With the widespread use of SMS (Short Message Service), the proliferation of malicious SMS has emerged as a pressing societal issue. While deep learning-based text classifiers offer promise, they often exhibit suboptimal performance in fine-grained detection tasks, primarily due to imbalanced datasets and insufficient model representation capabilities. To address this challenge, this paper proposes an LLMs-enhanced graph fusion dual-stream Transformer model for fine-grained Chinese malicious SMS detection. During the data processing stage, Large Language Models (LLMs) are employed for data augmentation, mitigating dataset imbalance. In the data input stage, both word-level and character-level features are More >

Dexian Li¹, Wencan Li², Xin Lin^3,*, Xingchen Zhu^4,*

International Journal of Mental Health Promotion, Vol.27, No.1, pp. 1-17, 2025, DOI:10.32604/ijmhp.2024.058744 - 31 January 2025

Abstract Background: The phenomenon of academic anxiety has been demonstrated to exert a considerable influence on students’ academic engagement, leading to the emergence of a phenomenon known as “learned helplessness” and undermining the self-confidence and motivation of high school students. Using acceptance-rejection theory, this study elucidated how a rejective parenting style affects Chinese high school students’ academic anxiety and explored the urban-rural heterogeneity of this relationship. Methods: Data were analyzed using a stratified whole-cluster random sampling method. There are a total of 30,000 high school students in the three regions of northern and central China (from… More >

Le-Qing Jin¹, Chen-Wei Pan¹, Chun-Hua Zhao², Dan-Lin Li¹, Yi-Bo Wu^3,*, Tian-Yang Zhang^1,4,*

International Journal of Mental Health Promotion, Vol.27, No.1, pp. 29-40, 2025, DOI:10.32604/ijmhp.2025.057962 - 31 January 2025

Abstract Background: Although previous studies indicate that perceived social support might be associated with adolescent psychological problems, the specific mechanism has not been thoroughly discussed. Based on theoretical and empirical research on problematic Internet use (PIU) and sleep quality, this study explored whether they play a mediating role between perceived social support and symptoms of depression and anxiety among adolescents. Furthermore, we investigated whether these relationships varied by place of residence. Methods: A sample of 2115 Chinese adolescents was included, and analyzed data related to perceived social support, PIU, sleep quality, symptoms of depression and anxiety,… More >