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子宮頸癌腔內放射治療相關線上討論的基於人工智能的情感分析
R Kouzy1, M K Rooney1, E E Cha1
1Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
Technical innovations & patient support in radiation oncology
|December 31, 2025
まとめ
分析線上患者討論揭示了子宮頸癌腔內放射治療的副作用，強調了腸道和泌尿領域的重大擔憂。這項研究改善了子宮頸癌治療的患者教育和臨床支持。
科学分野:
- 腫瘤學；數字健康；患者報告結果
背景:
- 子宮頸癌腔內放射治療是重要的癌症治療方法。
- 傳統的生活品質評估可能無法完全捕捉患者的經驗。
- 線上患者論壇提供了豐富的未經過濾的患者敘述來源。
研究 の 目的:
- 分析使用人工智能（AI）對子宮頸癌腔內放射治療的患者討論。
- 識別獨特的患者經驗、情緒反應和應對策略。
- 揭示先前未記錄的擔憂和生活品質的見解。
主な方法:
- 從 r/cervicalcancer（2020年11月至2024年1月）提取了898篇帖子/評論。
- 使用RoBERTa深度學習模型進行情感分析（正面、負面、中性）。
- 應用關鍵詞標記來識別患者討論中的主要主題。
主要な成果:
- 整體情緒：40.4%正面，29.9%負面，29.7%中性。
- 腸道領域（51.2%）、泌尿領域（46.8%）、疼痛（43.4%）、疲勞（42.4%）和麻醉（41.4%）中的負面情緒最高。
- 恢復和存活討論主要是正面的；性行為和心理健康情緒平衡。
結論:
- 線上論壇分析提供了寶貴的子宮頸癌腔內放射治療患者經驗的見解。
- 研究結果強調了改善患者教育的關鍵領域，特別是關於腸道和泌尿副作用。
- 結果可以加強知情同意和臨床管理患者的擔憂。
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