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中国大陆31个省份微博用户对男同性恋者和女同性恋者态度的现状及预测因素:基于监督机器学习和省级面板数据的分析

Status quo and predictors of Weibo users' attitudes toward lesbians and gay men in 31 provinces in the Chinese mainland: Analysis based on supervised machine learning and provincial panel data.

作者信息

Zheng Quan, Guo Ying, Wang Zhen, Andrasik Frank, Kuang Ziyi, Xu Sheng, Hu Xiangen

机构信息

School of Psychology, Central China Normal University, Wuhan, China.

Key Laboratory of Adolescent Cyberpsychology and Behavior (CCNU), Ministry of Education, Wuhan, China.

出版信息

Front Psychol. 2023 Feb 1;14:1069589. doi: 10.3389/fpsyg.2023.1069589. eCollection 2023.

Abstract

INTRODUCTION

Public attitudes toward consensual same-sex relations are crucial to lesbians' and gay men's rights and society's well-being, but research addressing this topic in China is limited. We comprehensively explored the current status and predictors of Weibo users' attitudes toward individuals who are lesbian or gay (IWLG) at the provincial level in the Chinese mainland.

METHODS

Natural language processing and machine learning techniques were incorporated to analyze 1,934,008 Weibo posts from January 1, 2010, to December 31, 2020, to evaluate Weibo users' expressed attitudes toward IWLG in 31 provinces in the Chinese mainland guided by the ABC Model of attitude.

RESULTS

Although the general attitudes, feelings, and support for the rights of Weibo users toward IWLG among different provinces were relatively positive, knowledge about IWLG was noticeably inaccurate. Economic development and educational level positively predicted certain aspects of attitudes at the provincial level.

CONCLUSION

Weibo users from different provinces are generally supportive and accepting of people who are gay and the rights of the gay community. However, considerable misconceptions and inaccurate knowledge of IWLG surfaced in Weibo users' posts. Economic development and educational level were important predictors of specific attitudes toward IWLG at the provincial level. Increased efforts to address the unbalanced and insufficient development between different provinces could help reduce the public's prejudice, stigma, and discrimination toward IWLG. Policies that facilitate greater implementation of Comprehensive Sexuality Education sequentially and effectively are suggested as well.

摘要

引言

公众对双方自愿的同性关系的态度对于女同性恋者和男同性恋者的权利以及社会福祉至关重要,但在中国,针对这一主题的研究有限。我们全面探讨了中国大陆省级层面微博用户对女同性恋者或男同性恋者(IWLG)的态度现状及预测因素。

方法

采用自然语言处理和机器学习技术,分析了2010年1月1日至2020年12月31日期间的1,934,008条微博帖子,以态度的ABC模型为指导,评估中国大陆31个省份微博用户对IWLG表达的态度。

结果

尽管不同省份的微博用户对IWLG的总体态度、感受和对其权利的支持相对积极,但对IWLG的了解明显不准确。经济发展和教育水平在省级层面正向预测了态度的某些方面。

结论

来自不同省份的微博用户总体上支持并接受同性恋者及其群体的权利。然而,微博用户的帖子中出现了对IWLG的相当多的误解和不准确的认识。经济发展和教育水平是省级层面IWLG具体态度的重要预测因素。加大力度解决不同省份之间发展不平衡和不充分的问题,有助于减少公众对IWLG的偏见、污名化和歧视。还建议采取政策,促进全面性教育更有序、有效地实施。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/99d5/9931194/6891ca3b48ab/fpsyg-14-1069589-g001.jpg

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