Building better pediatric surgeons: A sentiment analysis of online physician review websites.

IF 1.3 4区 医学 Q3 ORTHOPEDICS
Liam R Butler, Justin E Tang, Skylar M Hess, Christopher A White, Varun Arvind, Jun S Kim, Abigail K Allen, Sheena C Ranade
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引用次数: 0

Abstract

Purpose: Physician review websites are a heavily utilized patient tool for finding, rating, and reviewing surgeons. Natural language processing such as sentiment analysis provides a comprehensive approach to better understand the nuances of patient perception. This study utilizes sentiment analysis to examine how specific patient sentiments correspond to positive and negative experiences in online reviews of pediatric orthopedic surgeons.

Methods: The online written reviews and star ratings of pediatric surgeons belonging to the Pediatric Orthopaedic Society of North America were obtained from healthgrades.com. A sentiment analysis package obtained compound scores of each surgeon's reviews. Inferential statistics analyzed relationships between demographic variables and star/sentiment scores. Word frequency analyses and multiple logistic regression analyses were performed on key terms.

Results: A total of 749 pediatric surgeons (3830 total online reviews) were included. 80.8% were males and 33.8% were below 50 years of age. Male surgeons and younger surgeons had higher mean star ratings. Surgeon attributes including "confident" (p < 0.01) and "comfortable" (p < 0.01) improved the odds of positive reviews, while "rude" (p < 0.01) and "unprofessional" (p < 0.01) decreased these odds. Comments regarding "pain" lowered the odds of positive reviews (p < 0.01), whereas "pain-free" increased these odds (p < 0.01).

Conclusion: Pediatric surgeons who were younger, communicated effectively, eased pain, and curated a welcoming office setting were more likely to receive positively written online reviews. This suggests that a spectrum of interpersonal and ancillary factors impact patient experience and perceptions beyond surgical skill. These outcomes can advise pediatric surgeons on behavioral and office qualities that patients and families prioritize when rating/recommending surgeons online.

Level of evidence: IV.

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建立更好的儿科外科医生:在线医生评论网站的情感分析。
目的:医生评论网站是患者发现、评价和评价外科医生的重要工具。情感分析等自然语言处理为更好地理解患者感知的细微差别提供了一种全面的方法。本研究利用情感分析来检验在儿童骨科医生的在线评论中,特定的患者情绪如何对应于积极和消极的经历。方法:从healthgrades.com网站获取北美儿科骨科学会所属儿科外科医生的在线书面评论和星级评分。情感分析包获得了每位外科医生评价的复合评分。推论统计分析了人口变量与星级/情绪得分之间的关系。对关键词进行词频分析和多元逻辑回归分析。结果:共纳入749名儿科外科医生(共3830篇在线评论)。男性占80.8%,50岁以下占33.8%。男性外科医生和年轻外科医生的平均星级评分更高。结论:年轻、沟通有效、缓解疼痛、营造温馨办公环境的儿科外科医生更有可能收到积极的在线评论。这表明一系列的人际关系和辅助因素会影响患者的经验和感知,而不仅仅是手术技巧。这些结果可以为儿科外科医生提供行为和办公室质量方面的建议,这些是患者和家属在在线评价/推荐外科医生时优先考虑的。证据等级:四级。
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
Journal of Childrens Orthopaedics
Journal of Childrens Orthopaedics Medicine-Orthopedics and Sports Medicine
CiteScore
2.70
自引率
14.30%
发文量
61
审稿时长
23 weeks
期刊介绍: Aims & Scope The Journal of Children’s Orthopaedics is the official journal of the European Paediatric Orthopaedic Society (EPOS) and is published by The British Editorial Society of Bone & Joint Surgery. It provides a forum for the advancement of the knowledge and education in paediatric orthopaedics and traumatology across geographical borders. It advocates an increased worldwide involvement in preventing and treating musculoskeletal diseases in children and adolescents. The journal publishes high quality, peer-reviewed articles that focus on clinical practice, diagnosis and treatment of disorders unique to paediatric orthopaedics, as well as on basic and applied research. It aims to help physicians stay abreast of the latest and ever-changing developments in the field of paediatric orthopaedics and traumatology. The journal welcomes original contributions submitted exclusively for review to the journal. This continuously published online journal is fully open access and will publish one print issue each year to coincide with the EPOS Annual Congress, featuring the meeting’s abstracts.
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