调查建筑专业人士对英国新建筑安全法的看法:媒体数据的情感分析

IF 4.7 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL
Muhammad A. Yamusa , Jamiu A. Dauda , Zainab T. Jagun , Abdullahi B. Saka , Ramith Rajan , Adekunle S. Oyegoke , Saheed O. Ajayi
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引用次数: 0

摘要

现有的关于建筑专业人员对消防安全和疏散态度的研究主要采用传统的方法。虽然这些方法提供了有价值的见解,但它们在捕获涉众的全部范围方面的能力有限。此外,关于更广泛的人群对行业专家如何看待和响应建筑安全法规的关注,特别是在《建筑安全法(BSA) 2022》等新立法的背景下,文献中存在重大差距。为了解决这些差距,本研究采用了一种新颖的方法,通过分析社交媒体数据,特别是YouTube,来捕捉更广泛的公众对BSA 2022的情绪。使用情感分析、k-means聚类和Latent Dirichlet Allocation文本挖掘技术进行主题建模,共收集、处理和检查了3577个数据点,反映了公众的观点。研究结果显示,积极情绪和消极情绪各有九组。总体调查结果显示,公众对BSA 2022表达了积极的情绪(20%),消极的情绪(4%)和中立的情绪(76%)。这项研究从公众的情绪中提出建议,供政策制定者加以利用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Investigating the construction professionals’ perspective on the new building safety act in the UK: A sentiment analysis of media data
Existing research on constructional professional attitudes towards fire safety and evacuation has predominantly employed traditional methodologies. While these methods have provided valuable insights, they are limited in their ability to capture the full spectrum of the stakeholders. Moreover, a significant gap exists in the literature regarding the broader population’s concerns about how the industry experts perceives and responds to building safety regulations, particularly in the context of new legislation like the Building Safety Act (BSA) 2022. To address these gaps, this study adopts a novel approach by analysing social media data, specifically YouTube, to capture a wider range of public sentiments towards the BSA 2022. A total of 3577 data points reflecting the general public’s views were gathered, processed, and examined using sentiment analysis, k-means clustering and Latent Dirichlet Allocation text mining techniques for topic modelling. Findings reveal nine clusters each for the positive and negative sentiments. The overall findings reveal that the public expressed positive sentiments (20 %), negative sentiments (4 %), and neutral sentiments (76 %) towards BSA 2022. The study posits recommendations from the public’s sentiments for policy makers to leverage.
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来源期刊
Safety Science
Safety Science 管理科学-工程:工业
CiteScore
13.00
自引率
9.80%
发文量
335
审稿时长
53 days
期刊介绍: Safety Science is multidisciplinary. Its contributors and its audience range from social scientists to engineers. The journal covers the physics and engineering of safety; its social, policy and organizational aspects; the assessment, management and communication of risks; the effectiveness of control and management techniques for safety; standardization, legislation, inspection, insurance, costing aspects, human behavior and safety and the like. Papers addressing the interfaces between technology, people and organizations are especially welcome.
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