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患者在网上对微创脊柱外科医生的评价如何:对2235条医生评价网站评论的情感分析

What Are Patients Saying About Minimally Invasive Spine Surgeons Online: A Sentiment Analysis of 2,235 Physician Review Website Reviews.

作者信息

Tang Justin, White Christopher A, Arvind Varun, Cho Samuel, Kim Jun S, Steinberger Jeremy

机构信息

Orthopedic Surgery, Icahn School of Medicine at Mount Sinai, New York, USA.

Neurological Surgery, Mount Sinai Health System, New York, USA.

出版信息

Cureus. 2022 Apr 13;14(4):e24113. doi: 10.7759/cureus.24113. eCollection 2022 Apr.

Abstract

Objective Physician review websites are becoming increasingly popular for patients to find and review healthcare providers. The goal of this study was to utilize quantitative analyses to understand trends in ratings and written comments on physician review websites for Society of Minimally Invasive Spine Surgery (SMISS) members. Methods This is a cross-sectional study. The reviews of SMISS surgeons were obtained from healthgrades.com, and sentiment analysis was used to obtain compound scores of each physicians' reviews. SMISS surgeons who were international or had fewer than three written reviews, often consisting of residents and fellows, were excluded. Inferential statistics were utilized, and word frequency analysis reported the phrases used to characterize reviews. Results One hundred sixty-nine surgeons met the inclusion criteria. 98.6% were males and the mean age was 51.7 years old. A total of 2,235 written reviews were analyzed. Younger surgeons were significantly more likely to receive higher star ratings (p<0.01). Positive behavioral characteristics, such as "kind" and "bedside manner," conferred significantly improved odds of receiving positive reviews (p<0.01). Ancillary "staff" conferred a 2x greater odds of receiving a positive review whereas a comment on "wait" times halved a surgeon's odds (p<0.01). Sentences describing pain drove down the odds of positive reviews whereas those describing pain relief produced greater odds of positive reviews (p<0.01). Conclusion Physicians who were younger, personable, provided sufficient pain relief, and who worked in favorable offices received the most positive reviews. This study informs SMISS members on the traits deemed important by patients who ultimately review surgeons online.

摘要

目的 医生点评网站越来越受患者欢迎,用于查找和评价医疗服务提供者。本研究的目的是利用定量分析,了解微创脊柱外科学会(SMISS)成员在医生点评网站上的评分和书面评论趋势。方法 这是一项横断面研究。从healthgrades.com获取SMISS外科医生的评论,并使用情感分析获得每位医生评论的综合得分。排除国际医生或书面评论少于三条的SMISS外科医生,这些医生通常是住院医师和研究员。采用推断统计,词频分析报告用于描述评论的短语。结果 169名外科医生符合纳入标准。98.6%为男性,平均年龄为51.7岁。共分析了2235条书面评论。年轻外科医生获得更高星级评分的可能性显著更高(p<0.01)。积极的行为特征,如“和蔼”和“床边态度”,获得正面评论的几率显著提高(p<0.01)。辅助“工作人员”获得正面评论的几率高出2倍,而关于“等待”时间的评论使外科医生获得正面评论的几率减半(p<0.01)。描述疼痛的句子降低了获得正面评论的几率,而描述疼痛缓解的句子则增加了获得正面评论的几率(p<0.01)。结论 年轻、和蔼可亲、能充分缓解疼痛且工作环境良好的医生获得的正面评论最多。本研究为SMISS成员提供了最终在网上评价外科医生的患者认为重要的特征信息。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/36cb/9106264/06175e0ee708/cureus-0014-00000024113-i01.jpg

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