Breast cancer remains one of the most prevalent health challenges affecting women globally. Understanding public sentiments about breast cancer detection, its causes, and treatment options is essential for raising awareness and improving healthcare strategies. This study focuses on analyzing diverse sentiments expressed by individuals regarding breast cancer detection, exploring the associated reasons, perceived causes, and the effectiveness of available treatments. This research classifies opinions into positive, neutral, and negative categories using advanced sentiment analysis techniques on textual data. Further, word frequency and contextual patterns are examined to uncover common themes and concerns, such as emotional responses to early detection, challenges with affordability, and the psychological impact of diagnosis and treatment. The findings provide valuable insights into public perception, emphasizing the need for enhanced communication, accessibility to screening methods, and holistic care approaches. This study aims to support policymakers, healthcare providers, and awareness campaigns in fostering informed discussions and improving outcomes for women affected by breast cancer. This study focuses on a detailed study of the possible effects and circumstances of breast cancer and also provides details about how people think about breast cancer. The dataset contains multiple sentiments (i.e., positive, negative, and neutral) of people about causes, treatments, and precautions against breast cancer.

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Insights into Women’s Sentiments on Breast Cancer Detection, Causes, and Treatments: A Comprehensive Analysis

  • Kavita Kumavat,
  • Jayendra Jadhav,
  • Trupti Shinde,
  • Rahul Papalkar,
  • Sulbha Yadhav,
  • Sonal Bankar

摘要

Breast cancer remains one of the most prevalent health challenges affecting women globally. Understanding public sentiments about breast cancer detection, its causes, and treatment options is essential for raising awareness and improving healthcare strategies. This study focuses on analyzing diverse sentiments expressed by individuals regarding breast cancer detection, exploring the associated reasons, perceived causes, and the effectiveness of available treatments. This research classifies opinions into positive, neutral, and negative categories using advanced sentiment analysis techniques on textual data. Further, word frequency and contextual patterns are examined to uncover common themes and concerns, such as emotional responses to early detection, challenges with affordability, and the psychological impact of diagnosis and treatment. The findings provide valuable insights into public perception, emphasizing the need for enhanced communication, accessibility to screening methods, and holistic care approaches. This study aims to support policymakers, healthcare providers, and awareness campaigns in fostering informed discussions and improving outcomes for women affected by breast cancer. This study focuses on a detailed study of the possible effects and circumstances of breast cancer and also provides details about how people think about breast cancer. The dataset contains multiple sentiments (i.e., positive, negative, and neutral) of people about causes, treatments, and precautions against breast cancer.