Can a Chatbot be Useful in Childhood Cancer Survivorship? Development of a Chatbot for Survivors of Childhood Cancer

被引:0
|
作者
Kim, Mirae [1 ]
Hwang, Kyubum [1 ]
Oh, Hayoung [1 ]
Kim, Heejin [1 ]
Kim, Min Ah [1 ]
机构
[1] Sungkyunkwan Univ, Seoul, South Korea
基金
新加坡国家研究基金会;
关键词
Retrieval-Based Model; Large Language Model; Domain-Adaptive Training; Childhood Cancer Survivors;
D O I
10.1145/3583780.3615234
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study introduces an informational and empathetic chatbot for childhood cancer survivors. As the survival rates for childhood cancer around the world have increased, survivors often face various psychosocial challenges during and after cancer treatment. However, they rarely seek support from psychosocial professionals due to the low availability of resources and stigma toward cancer survivors in countries like South Korea. This study aimed to develop a chatbot tailed to the unique characteristics of childhood cancer survivors in need of informational and emotional support. Given the limited availability of empirical data on childhood cancer survivors, quotes from survivors were gathered from academic articles and social media, then large language models were employed to generate appropriate responses. Furthermore, we incorporated domain learning techniques to ensure a more tailored and suitable model for addressing the needs of survivors.
引用
收藏
页码:4018 / 4022
页数:5
相关论文
共 50 条
  • [12] Survivors of childhood cancer
    Haupt, Riccardo
    Jankovic, Momcilo
    Veerman, Anjo J. P.
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2007, 356 (02): : 192 - 193
  • [13] Survivors of childhood cancer
    Jenney, Meriel
    Levitt, Gill
    [J]. BRITISH MEDICAL JOURNAL, 2009, 339
  • [14] SURVIVORS OF CANCER IN CHILDHOOD
    LI, FP
    STONE, R
    [J]. ANNALS OF INTERNAL MEDICINE, 1976, 84 (05) : 551 - 553
  • [15] Birth defects and childhood cancer in offspring of survivors of childhood cancer
    Green, DM
    Fiorello, A
    Zevon, MA
    Hall, B
    Seigelstein, N
    [J]. ARCHIVES OF PEDIATRICS & ADOLESCENT MEDICINE, 1997, 151 (04): : 379 - 383
  • [16] Colorectal cancer in childhood cancer survivors
    不详
    [J]. LANCET GASTROENTEROLOGY & HEPATOLOGY, 2018, 3 (05): : 289 - 289
  • [17] IMPLEMENTING A NURSE-LED SURVIVORSHIP TRANSITION PROGRAM FOR CHILDHOOD CANCER SURVIVORS
    Schmidt, Rachael
    Swanson, Rebecca
    Brant, Amy
    Adams, Cassandra
    Acquazzino, Melissa
    [J]. ONCOLOGY NURSING FORUM, 2021, 48 (02)
  • [18] Characteristics of childhood cancer survivors attending a specialized survivorship clinic in the Deep South
    Hoppmann, Anna L.
    Dai, Chen
    Hageman, Lindsey
    Francisco, Liton
    Knight, Jada
    Mast, Angela
    Whelan, Kimberly
    Bhatia, Smita
    Landier, Wendy
    [J]. JOURNAL OF CANCER SURVIVORSHIP, 2024,
  • [19] Evaluation of a Survivorship Educational Program for Adolescent and Young Adult Survivors of Childhood Cancer
    Kristin Bingen
    Mary Jo Kupst
    [J]. Journal of Cancer Education, 2010, 25 : 530 - 537
  • [20] SURVIVORSHIP CARE PLANS AND ADHERENCE TO RECOMMENDED HEALTH BEHAVIORS IN CHILDHOOD CANCER SURVIVORS
    Gorfinkel, Lev
    Ross, Wilhelmenia
    Mitchell, Hannah-Rose
    Rotatori, Jaime
    Ma, Xiaomei
    Kadan-Lottick, Nina
    Gross, Cary
    [J]. PEDIATRIC BLOOD & CANCER, 2019, 66