EXPRESS: Gender and Serious Drug Recalls: a Textual Sentiment Analysis of Drug Reviews on WebMD

IF 4.8 3区 管理学 Q1 ENGINEERING, MANUFACTURING
George P. Ball, Hessam Bavafa, Christian C. Blanco, Hyunwoo Park, Kaitlin D. Wowak
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引用次数: 0

Abstract

Consumers taking prescription drugs have limited ability to ascertain drug quality before taking the drug. After drug use, however, consumers frequently report their personal experiences with prescription drugs on one of the world’s largest medical websites: WebMD. Drug reviews on WebMD are a potentially rich source of free-form text that can be utilized to inform firms, consumers, researchers, and the Food and Drug Administration (FDA) about the quality and safety of prescription drugs. Additionally, because men and women communicate in starkly different ways, the gender of the reviewer may play a key role in drug reviews signaling drug quality problems. We examine if drug review textual sentiment is associated with the hazard of a serious drug recall and whether this relationship varies depending on the gender of the reviewer. We analyze textual sentiment on drug reviews from WebMD along with 13 years of drug recall data using several hazard models. We find that the more negative the drug review sentiment, the greater the hazard of a serious recall on that drug. This relationship is completely explained by drug reviews written by females; reviews written by males have no explanatory power. Our findings are confirmed by numerous robustness checks. In post-hoc analysis, we explore possible mechanisms by comparing female and male adverse events on the recalled drugs in our study. Our contributions to gender diversity and drug quality literature leads to implications for the FDA, WebMD, and firms that manufacture prescription drugs.
快讯性别与严重药品召回:对 WebMD 上药品评论的文本情感分析
服用处方药的消费者在用药前确定药品质量的能力有限。然而,在用药后,消费者经常会在全球最大的医疗网站之一 WebMD 上报告他们使用处方药的个人体验:WebMD。WebMD 上的药物评论是一个潜在的丰富的自由文本来源,可用于向公司、消费者、研究人员和食品药品管理局 (FDA) 介绍处方药的质量和安全性。此外,由于男性和女性的交流方式截然不同,评论者的性别可能会在药品评论中起到关键作用,提示药品质量问题。我们研究了药品评论的文字情感是否与严重药品召回的危险有关,以及这种关系是否因评论者的性别而异。我们使用几种危害模型分析了 WebMD 上药物评论的文字情感以及 13 年的药物召回数据。我们发现,药品评论情绪越负面,该药品被严重召回的风险就越大。女性撰写的药评可以完全解释这种关系;男性撰写的药评没有解释力。我们的研究结果得到了许多稳健性检验的证实。在事后分析中,我们通过比较研究中女性和男性对召回药物的不良事件,探讨了可能的机制。我们对性别多样性和药品质量文献的贡献将对 FDA、WebMD 和处方药生产企业产生影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Production and Operations Management
Production and Operations Management 管理科学-工程:制造
CiteScore
7.50
自引率
16.00%
发文量
278
审稿时长
24 months
期刊介绍: The mission of Production and Operations Management is to serve as the flagship research journal in operations management in manufacturing and services. The journal publishes scientific research into the problems, interest, and concerns of managers who manage product and process design, operations, and supply chains. It covers all topics in product and process design, operations, and supply chain management and welcomes papers using any research paradigm.
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