Feasibility and preliminary efficacy of an artificial intelligence-based cancer survivorship care plan service using digital platforms: a single-arm prospective pilot study.

IF 3.1 2区 医学 Q2 ONCOLOGY
Soo Hyun Kim, Shin-Young Park, Sung Mook Lim, Hyemin Yi
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引用次数: 0

Abstract

Purpose: This study tested the feasibility and preliminary efficacy of an artificial intelligence (AI)-based survivorship care plan (SCP) service (named "quality of life [QOL] + intervention") for posttreatment breast cancer survivors using digital platforms.

Methods: A single-arm prospective pilot study was conducted, and 38 posttreatment breast cancer survivors in South Korea were enrolled. The QOL + intervention consisted of 1) collection of patient-reported outcomes data from survivors via a mobile app, 2) automated generation of SCP via a website, and 3) in-person SCP review and counseling. Feasibility was assessed using study participation rate, retention rate, mobile app access rate, task completion rate, intervention satisfaction, etc. Preliminary efficacy was evaluated using changes in patient-provider interaction, patient activation, cancer survivors' self-efficacy, and QOL from baseline to 1 week after the intervention.

Results: Feasibility assessment showed promising results, with a 70.7% participation rate, an 89.5% retention rate, an 88.2% mobile app access rate, a 91.2% task completion rate, and an 88.2% satisfaction rate. The QOL + intervention improved patient activation (p = 0.051, effect size = 0.29), self-efficacy (p = 0.040, effect size = 0.31), and QOL (p = 0.010, effect size = 0.42). However, no significant change occurred in patient-provider interaction after the intervention (p = 0.098).

Conclusions: The QOL + intervention was feasible and preliminarily effective in improving patient outcomes among posttreatment breast cancer survivors in South Korea. To obtain robust evidence, large-scale randomized controlled trials are warranted in future studies.

Implications for cancer survivors: Survivorship care can be enhanced via AI-based digital technology. Trial registration KCT0009302.

使用数字平台的基于人工智能的癌症生存护理计划服务的可行性和初步疗效:单臂前瞻性试点研究
目的:本研究通过数字平台测试基于人工智能(AI)的生存护理计划(SCP)服务(命名为“生活质量[QOL] +干预”)对乳腺癌治疗后幸存者的可行性和初步疗效。方法:进行单臂前瞻性先导研究,纳入38名韩国乳腺癌治疗后幸存者。生活质量+干预包括1)通过移动应用程序收集幸存者报告的结果数据,2)通过网站自动生成SCP,以及3)亲自进行SCP审查和咨询。通过研究参与率、保留率、移动应用程序访问率、任务完成率、干预满意度等指标评估可行性。初步疗效评估采用患者-提供者互动,患者激活,癌症幸存者自我效能和生活质量从基线到干预后1周的变化。结果:可行性评估取得了良好的效果,参与率为70.7%,保留率为89.5%,手机应用访问率为88.2%,任务完成率为91.2%,满意度为88.2%。生活质量+干预改善了患者的激活(p = 0.051,效应量= 0.29)、自我效能(p = 0.040,效应量= 0.31)和生活质量(p = 0.010,效应量= 0.42)。然而,干预后患者与医护人员的互动没有发生显著变化(p = 0.098)。结论:生活质量+干预在韩国乳腺癌治疗后存活患者中是可行且初步有效的。为了获得有力的证据,在未来的研究中需要进行大规模的随机对照试验。对癌症幸存者的启示:通过基于人工智能的数字技术可以增强幸存者护理。试验注册KCT0009302。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
7.00
自引率
10.80%
发文量
149
审稿时长
>12 weeks
期刊介绍: Cancer survivorship is a worldwide concern. The aim of this multidisciplinary journal is to provide a global forum for new knowledge related to cancer survivorship. The journal publishes peer-reviewed papers relevant to improving the understanding, prevention, and management of the multiple areas related to cancer survivorship that can affect quality of care, access to care, longevity, and quality of life. It is a forum for research on humans (both laboratory and clinical), clinical studies, systematic and meta-analytic literature reviews, policy studies, and in rare situations case studies as long as they provide a new observation that should be followed up on to improve outcomes related to cancer survivors. Published articles represent a broad range of fields including oncology, primary care, physical medicine and rehabilitation, many other medical and nursing specialties, nursing, health services research, physical and occupational therapy, public health, behavioral medicine, psychology, social work, evidence-based policy, health economics, biobehavioral mechanisms, and qualitative analyses. The journal focuses exclusively on adult cancer survivors, young adult cancer survivors, and childhood cancer survivors who are young adults. Submissions must target those diagnosed with and treated for cancer.
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