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人工智能助手“小胰宝”使用行为与胰腺癌患者心理社会结局的关联性研究

Associations between usage behaviors of the artificial intelligence assistant “Xiaoyibao” and psychosocial outcomes in patients with pancreatic cancer

  • 摘要:
    目的 探讨胰腺癌患者对人工智能助手“小胰宝”的使用强度、功能偏好与焦虑症状及生活质量的相关性。
    方法 纳入2024年3月至2025年9月在某三级甲等医院确诊并使用“小胰宝”的胰腺导管腺癌患者140例,于2026年4—5月一次性评估其“小胰宝”使用情况及心理社会结局。通过电子病历提取临床资料;采用汉密尔顿焦虑量表(Hamilton anxiety scale, HAMA)评估焦虑,欧洲癌症研究与治疗组织生活质量核心问卷(European organization for research and treatment of cancer quality of life questionnaire-core 30, EORTC QLQ-C30)评估过去1周生活质量(EORTC_T1);同时引导患者回忆首次抗肿瘤治疗前1周内(未接受抗肿瘤治疗者为确诊后2周内)的状态,获取EORTC QLQ-C30基线评分(EORTC_T0)。按“小胰宝”累计使用次数中位数分为高频使用组(累计使用>24次,n=69)与低频使用组(≤24次,n=71);按是否使用“星妈爱聊”心理支持功能分为心理支持功能使用组(n=70)与心理支持功能未使用组(n=70)。采用ANCOVA比较使用强度分组、功能偏好分组HAMA评分及EORTC_T1评分。采用多重线性回归分析累计使用次数与HAMA评分的剂量-效应关系。
    结果 ANCOVA显示,校正年龄、性别、肿瘤临床分期、KPS评分、病程后,高频使用组与低频使用组HAMA评分调整均值差异无统计学意义;校正上述协变量及基线EORTC_T0后,高频使用组与低频使用组EORTC_T1评分调整均值差异达临界统计学意义(P=0.050)。心理支持功能使用组的HAMA评分(P=0.024)、EORTC_T1评分(P=0.002)调整均值低于未使用组。多重线性回归显示,“小胰宝”累计使用次数与HAMA评分呈剂量-效应临界负相关(每多使用10次,HAMA评分降低约0.68分,P=0.050)。分层分析显示,高频使用组该剂量-效应趋势明显(Spearman ρ= −0.380,P=0.001),低频使用组内该趋势不明显。
    结论 胰腺癌患者“小胰宝”使用次数超过一定阈值及使用心理支持功能有助于降低焦虑水平和提高生活质量;在“小胰宝”推广应用与功能优化过程中,应重点强化心理支持模块。

     

    Abstract:
    Objective To explore the correlation between the usage intensity and functional preference of the artificial intelligence assistant “Xiaoyibao” and anxiety symptoms and quality of life among patients with pancreatic cancer.
    Methods A total of 140 patients who were diagnosed with pancreatic ductal adenocarcinoma in a tertiary grade A hospital from March 2024 to September 2025 and used “Xiaoyibao” were enrolled. One-off assessments were carried out from April to May 2026. Clinical data were extracted from electronic medical records. The Hamilton anxiety scale (HAMA) was adopted to evaluate anxiety, and the European organization for research and treatment of cancer quality of life questionnaire-core 30 (EORTC QLQ-C30) was used to assess quality of life past week (T1). The baseline EORTC QLQ-C30 score (T0) was obtained by asking patients to recall their status within 1 week before the first anti-tumor treatment (or within 2 weeks after diagnosis for those who had not received anti-tumor treatment). Participants were divided into a high-frequency group (cumulative usage>24 times, n=69) and a low-frequency group (cumulative usage≤24 times, n=71) based on the median cumulative usage times. They were also stratified into a psychological support group (n=70) and non-psychological support group (n=70) according to whether they used the psychological support module “Xingma Ailiao”. ANCOVA was used to compare HAMA score and EORTC_T1 score between groups. The multiple linear regression was used to analyze the dose-effect relationship between cumulative usage frequency and HAMA score.
    Results ANCOVA showed that after adjusting for age, sex, tumor stage, KPS score and disease duration, there was no statistically significant difference in the adjusted mean HAMA scores between the high-frequency and low-frequency groups. After adjustment for the aforementioned covariates and the baseline EORTC_T0, the difference in adjusted mean EORTC_T1 scores between the high-frequency and low-frequency groups reached marginal statistical significance (P=0.050). Compared with the non-psychological support group, psychological support group had lower adjusted mean HAMA score (P=0.024) and EORTC_T1 score (P=0.002). The multiple linear regression showed a marginally significant negative dose-effect relationship between cumulative “Xiaoyibao”usage times and HAMA score (each additional 10 usages corresponded to a reduction of approximately 0.68 points in HAMA score, P=0.050). Stratified analysis showed that this dose-effect trend was significant in the high-frequency group (Spearman ρ = −0.380, P=0.001), but not in the low-frequency group.
    Conclusions The use frequency of “Xiaoyibao” exceeding a certain threshold and the use of its psychological support function help reduce anxiety levels and improve quality of life in patients with pancreatic cancer. For the promotion and functional optimization of “Xiaoyibao”, the psychological support module should be prioritized.

     

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