Campaign communication and legislative leadership

IF 4.7 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-04-04 DOI:10.1017/psrm.2024.11
Stefan Müller, Naofumi Fujimura
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Abstract

Do policy priorities that candidates emphasize during election campaigns predict their subsequent legislative activities? We study this question by assembling novel data on legislative leadership posts held by Japanese politicians and using a fine-tuned transformer-based machine learning model to classify policy areas in over 46,900 statements from 1270 candidate manifestos across five elections. We find that a higher emphasis on a policy issue increases the probability of securing a legislative post in the same area. This relationship remains consistent across multiple elections and persists even when accounting for candidates' previous legislative leadership roles. We also discover greater congruence in distributive policy areas. Our findings indicate that campaigns provide meaningful signals of policy priorities.
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竞选宣传和立法领导
候选人在竞选期间强调的政策重点是否能预测他们随后的立法活动?我们通过收集日本政治家担任立法领导职务的新数据来研究这一问题,并使用基于变换器的微调机器学习模型对五次选举中 1270 份候选人宣言中的 46900 多份声明中的政策领域进行分类。我们发现,对政策问题的重视程度越高,获得同一领域立法职位的可能性就越大。这种关系在多次选举中保持一致,即使考虑到候选人以前的立法领导职务也是如此。我们还发现,在分配政策领域的一致性更大。我们的研究结果表明,竞选活动提供了有意义的政策优先事项信号。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
期刊介绍: ACS Applied Bio Materials is an interdisciplinary journal publishing original research covering all aspects of biomaterials and biointerfaces including and beyond the traditional biosensing, biomedical and therapeutic applications. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrates knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important bio applications. The journal is specifically interested in work that addresses the relationship between structure and function and assesses the stability and degradation of materials under relevant environmental and biological conditions.
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