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基于网络的过去 5 年儿童和青少年癌症幸存者研究趋势:文本网络分析和主题建模研究。

Web-Based Research Trends on Child and Adolescent Cancer Survivors Over the Last 5 Years: Text Network Analysis and Topic Modeling Study.

机构信息

Logos Health Design Institute, Sahmyook University, Seoul, Republic of Korea.

College of Nursing, Sahmyook University, Seoul, Republic of Korea.

出版信息

J Med Internet Res. 2022 Feb 1;24(2):e32309. doi: 10.2196/32309.

Abstract

BACKGROUND

Being diagnosed with cancer during childhood or adolescence can disrupt important periods in an individual's physical, psychosocial, and spiritual development and potentially reduce the quality of life (QOL) after treatment. Research is urgently required to improve the QOL for child and adolescent cancer survivors, and it is necessary to analyze the trends in prior research reported in international academic journals to identify knowledge structures.

OBJECTIVE

This study aims to identify the main keywords based on network centrality, subgroups (clusters) of keyword networks by using a cohesion analysis method, and the main theme of child and adolescent cancer survivor-related research abstracts through topic modeling. This study also aims to label the subgroups by comparing the results of the cohesion and topic modeling.

METHODS

A text network analysis method and topic modeling were used to explore the main trends in child and adolescent cancer survivor research by structuring a network of keyword (semantic morphemes) co-occurrence in the abstracts of articles published in 5 major web-based databases from 2016 to 2020. A total of 1677 child and adolescent cancer survivor-related studies were used for data analyses. Data selection, processing, and analyses were also conducted.

RESULTS

The top 5 keywords in terms of degree and eigenvector centrality were risk, control interval, radiation, childhood cancer treatment, and diagnosis. Of the 1677 studies used for data analyses, cluster 1 included 780 (46.51%) documents under risk management, cluster 2 contained 557 (33.21%) articles under health-related QOL and supportive care, and cluster 3 consisted of 340 (20.27%) studies under cancer treatment and complications.

CONCLUSIONS

This study is significant in that it confirms the knowledge structure based on the main keywords and cross-disciplinary trends in child and adolescent cancer survivor research published in the last 5 years worldwide. The primary goal of child and adolescent cancer survivor research is to prevent and manage the various aspects of the problems encountered during the transition to a normal life and to improve the overall QOL. To this end, it is necessary to further revitalize the study of the multidisciplinary team approach for the promotion of age-specific health behaviors and the development of intervention strategies with increased feasibility for child and adolescent cancer survivors.

摘要

背景

儿童或青少年被诊断患有癌症可能会扰乱其生理、心理社会和精神发展的重要时期,并可能降低治疗后的生活质量(QOL)。迫切需要研究来提高儿童和青少年癌症幸存者的 QOL,有必要分析国际学术期刊中先前研究报告的趋势,以确定知识结构。

目的

本研究旨在根据网络中心性确定主要关键字,通过凝聚分析方法确定关键字网络的子组(聚类),并通过主题建模确定与儿童和青少年癌症幸存者相关研究摘要的主要主题。本研究还旨在通过比较凝聚和主题建模的结果来标记子组。

方法

使用文本网络分析方法和主题建模来通过构建 2016 年至 2020 年在 5 个基于网络的数据库中发表的文章摘要中的关键字(语义词素)共现网络来探索儿童和青少年癌症幸存者研究的主要趋势。共使用了 1677 项与儿童和青少年癌症幸存者相关的研究进行数据分析。还进行了数据选择、处理和分析。

结果

在度和特征向量中心性方面排名前 5 的关键字是风险、控制间隔、辐射、儿童癌症治疗和诊断。在用于数据分析的 1677 项研究中,聚类 1 包括 780 项(46.51%)风险管理文献,聚类 2 包含 557 项(33.21%)健康相关生活质量和支持性护理文章,聚类 3 由 340 项(20.27%)癌症治疗和并发症研究组成。

结论

本研究具有重要意义,它证实了基于过去 5 年全球发表的儿童和青少年癌症幸存者研究的主要关键字和跨学科趋势的知识结构。儿童和青少年癌症幸存者研究的主要目标是预防和管理向正常生活过渡期间遇到的各种问题,并提高整体生活质量。为此,有必要进一步振兴多学科团队方法的研究,以促进特定年龄的健康行为,并制定针对儿童和青少年癌症幸存者的可行性更高的干预策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1620/8848247/6e5144b9b1f1/jmir_v24i2e32309_fig1.jpg

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