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

被引:6
|
作者
Tang, Justin [1 ]
White, Christopher A. [1 ]
Arvind, Varun [1 ]
Cho, Samuel [1 ]
Kim, Jun S. [1 ]
Steinberger, Jeremy [2 ]
机构
[1] Icahn Sch Med Mt Sinai, Orthoped Surg, New York, NY 10029 USA
[2] Mt Sinai Hlth Syst, Neurol Surg, New York, NY USA
关键词
natural language processing; online reviews; patient satisfaction; sentiment analysis; minimally invasive; FUSION; RATINGS;
D O I
10.7759/cureus.24113
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
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.
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页数:9
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