Victoria Vought, Rita Vought, Sedra Alabed, Ava Herzog, Esha Shah, Steven A Greenstein, John D Gelles, Peter S Hersh
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Word frequency analysis was also conducted.</p><p><strong>Results: </strong>Of the 717 posts analyzed, most were classified as positive (60.5%). \"Other Laser Procedures\" posts had the highest mean score, whereas \"Corneal Implant\" posts had the lowest (0.47 vs 0.06; P =0.045). Lifestyle and Preoperative question posts were most positive, whereas Noncompliance and Treatment Anxieties/Validation seeking posts were the most negative (0.41 vs 0.066; P =0.02). Word frequency analysis found high use of \"pain\" (n=230), \"insurance\" (n=34), and \"years\" (n=35).</p><p><strong>Conclusions: </strong>Subjective patient sentiment toward keratoconus treatment was overall positive. However, there was frequent discussion of timeline, pain, and contact lens instructions. These data suggest that addressing specific concerns, such as pain management and treatment anxieties, may improve satisfaction in keratoconus care.</p>","PeriodicalId":50457,"journal":{"name":"Eye & Contact Lens-Science and Clinical Practice","volume":" ","pages":"277-283"},"PeriodicalIF":2.0000,"publicationDate":"2025-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Patient Perspectives on Keratoconus Treatment: A Subjective Sentiment Analysis From Reddit.\",\"authors\":\"Victoria Vought, Rita Vought, Sedra Alabed, Ava Herzog, Esha Shah, Steven A Greenstein, John D Gelles, Peter S Hersh\",\"doi\":\"10.1097/ICL.0000000000001187\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Objective: </strong>Patient sentiments of keratoconus treatment discussions on Reddit were evaluated to enhance understanding of factors affecting the subjective patient experience.</p><p><strong>Methods: </strong>Posts were extracted from the r/keratoconus on Reddit, an anonymous social media platform. The top 200 posts from each Reddit flair were included: \\\"contact lenses,\\\" \\\"crosslinking,\\\" \\\"corneal transplant,\\\" and \\\"corneal implants,\\\" and \\\"other laser procedures.\\\" Posts were stratified by author and topic, and Valence Aware Dictionary and Sentiment Reasoner was used to generate a compound postsentiment score. Word frequency analysis was also conducted.</p><p><strong>Results: </strong>Of the 717 posts analyzed, most were classified as positive (60.5%). \\\"Other Laser Procedures\\\" posts had the highest mean score, whereas \\\"Corneal Implant\\\" posts had the lowest (0.47 vs 0.06; P =0.045). Lifestyle and Preoperative question posts were most positive, whereas Noncompliance and Treatment Anxieties/Validation seeking posts were the most negative (0.41 vs 0.066; P =0.02). Word frequency analysis found high use of \\\"pain\\\" (n=230), \\\"insurance\\\" (n=34), and \\\"years\\\" (n=35).</p><p><strong>Conclusions: </strong>Subjective patient sentiment toward keratoconus treatment was overall positive. However, there was frequent discussion of timeline, pain, and contact lens instructions. These data suggest that addressing specific concerns, such as pain management and treatment anxieties, may improve satisfaction in keratoconus care.</p>\",\"PeriodicalId\":50457,\"journal\":{\"name\":\"Eye & Contact Lens-Science and Clinical Practice\",\"volume\":\" \",\"pages\":\"277-283\"},\"PeriodicalIF\":2.0000,\"publicationDate\":\"2025-04-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Eye & Contact Lens-Science and Clinical Practice\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1097/ICL.0000000000001187\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"OPHTHALMOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Eye & Contact Lens-Science and Clinical Practice","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1097/ICL.0000000000001187","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"OPHTHALMOLOGY","Score":null,"Total":0}
引用次数: 0
摘要
目的:评价患者在Reddit上对圆锥角膜治疗讨论的情绪,以提高对影响患者主观体验因素的认识。方法:从匿名社交媒体平台Reddit的r/ conatous上提取帖子。排名前200位的帖子包括:“隐形眼镜”、“交联”、“角膜移植”、“角膜植入物”和“其他激光手术”。文章按作者和主题分层,使用价感知词典和情感推理器生成复合后情感评分。同时进行词频分析。结果:在分析的717篇帖子中,大多数是正面的(60.5%)。“其他激光手术”职位的平均得分最高,而“角膜植入”职位的平均得分最低(0.47比0.06;P = 0.045)。生活方式和术前问题帖子是最积极的,而不依从性和治疗焦虑/验证寻求帖子是最消极的(0.41 vs 0.066;P = 0.02)。词频分析发现,“痛苦”(n=230)、“保险”(n=34)和“岁月”(n=35)的使用频率很高。结论:患者对圆锥角膜治疗的主观情绪总体上是积极的。然而,他们经常讨论时间、疼痛和隐形眼镜的使用说明。这些数据表明,解决具体问题,如疼痛管理和治疗焦虑,可能会提高圆锥角膜护理的满意度。
Patient Perspectives on Keratoconus Treatment: A Subjective Sentiment Analysis From Reddit.
Objective: Patient sentiments of keratoconus treatment discussions on Reddit were evaluated to enhance understanding of factors affecting the subjective patient experience.
Methods: Posts were extracted from the r/keratoconus on Reddit, an anonymous social media platform. The top 200 posts from each Reddit flair were included: "contact lenses," "crosslinking," "corneal transplant," and "corneal implants," and "other laser procedures." Posts were stratified by author and topic, and Valence Aware Dictionary and Sentiment Reasoner was used to generate a compound postsentiment score. Word frequency analysis was also conducted.
Results: Of the 717 posts analyzed, most were classified as positive (60.5%). "Other Laser Procedures" posts had the highest mean score, whereas "Corneal Implant" posts had the lowest (0.47 vs 0.06; P =0.045). Lifestyle and Preoperative question posts were most positive, whereas Noncompliance and Treatment Anxieties/Validation seeking posts were the most negative (0.41 vs 0.066; P =0.02). Word frequency analysis found high use of "pain" (n=230), "insurance" (n=34), and "years" (n=35).
Conclusions: Subjective patient sentiment toward keratoconus treatment was overall positive. However, there was frequent discussion of timeline, pain, and contact lens instructions. These data suggest that addressing specific concerns, such as pain management and treatment anxieties, may improve satisfaction in keratoconus care.
期刊介绍:
Eye & Contact Lens: Science and Clinical Practice is the official journal of the Contact Lens Association of Ophthalmologists (CLAO), an international educational association for anterior segment research and clinical practice of interest to ophthalmologists, optometrists, and other vision care providers and researchers. Focusing especially on contact lenses, it also covers dry eye disease, MGD, infections, toxicity of drops and contact lens care solutions, topography, cornea surgery and post-operative care, optics, refractive surgery and corneal stability (eg, UV cross-linking). Peer-reviewed and published six times annually, it is a highly respected scientific journal in its field.