实现对健康行为改变人工智能应用程序 (HBC-AIApp) 开发的信任:一个多角度指南
Meira Levy1, Michal Pauzner2, Sara Rosenblum3
1School of Industrial Engineering and Management, Shenkar, the College of Engineering Design and Art, Ramat-Gan, Israel; Department of Information Systems, University of Haifa, Haifa, Israel.
Journal of biomedical informatics
|June 5, 2023
概括
发展对健康-行为-改变人工智能应用程序 (HBC-AIApp) 的信任对于成功至关重要. 本研究提出了一个全面的框架和开发过程,以指导HBC-AIApp创建者建立用户信任.
科学领域:
- 数字健康数字健康
- 人与计算机的交互
- 医疗保健中的人工智能
背景情况:
- 信任是健康-行为-改变人工智能应用程序 (HBC-AIApp) 的采用和有效性的关键因素.
- 现有的开发方法往往缺乏专门的指导,以培养用户对这些复杂系统的信任.
- 开发人员需要基于理论的实用方法来构建可信的HBC-AIApps.
研究的目的:
- 开发一个全面的概念模型来信任HBC-AIApps.
- 创建一个扩展开发流程 (IDEAS),以指导创建可信的HBC-AIApps.
- 提供一个整合以用户为中心的设计,医疗信息学和整体健康原则的框架.
主要方法:
- 一种综合医疗信息学,以人为中心的设计和整体健康的多学科方法.
- 人工智能信任的一个概念模型的扩展 (Jermutus等. ) 的情况.
- 适应IDEAS (整合,设计,评估和共享) 开发过程.
主要成果:
- 建立了HBC-AIApp开发的三块框架,包括用户现实,利益相关者/调解员角色和应用程序结构组件.
- 制定了一个对HBC-AIApps信任的扩展概念模型.
- 建议加强IDEAS开发流程,包括建立信任的元素.
结论:
- 开发的框架和IDEAS流程为开发人员提供了一个结构化的方法,以建立用户对HBC-AIApps的信任.
- 该框架将用户的感知,需求和环境与AI逻辑和实现相结合.
- 需要进一步的研究来验证这个框架在现实世界的应用中的有效性.
相关概念视频
Issues And Trends In Healthcare Delivery System
5.7K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.7K
Stress Prevention and Stress Management Techniques VI
52
Adopting a healthier lifestyle often requires overcoming significant challenges, but leveraging psychological, social, and cultural resources can facilitate meaningful change. Effective self-change hinges on understanding and applying key tools such as motivation and goal setting, which help sustain efforts toward long-term health benefits.
Motivation and Self-Determination
Motivation, the driving force behind behavior, plays a pivotal role at every stage of the change process. The research...
Motivation and Self-Determination
Motivation, the driving force behind behavior, plays a pivotal role at every stage of the change process. The research...
52
Current Trends in Nursing II
1.3K
Trends in nursing are multifactorial and associated with changes in society, within the nursing profession, and in other professions. Notably, telehealth and remote nursing contribute to successful healthcare delivery for numerous patients and help reduce stress for nurses due to nursing shortages. Nurses can reach patients, monitor their conditions, and interact with them using computers, audio, visual accessories, and telephones—for example, remote patient monitoring systems. Likewise,...
1.3K
Non-equilibrium in the Cell
4.5K
An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
4.5K
Modeling in Therapy
128
Modeling, a key technique in therapy, uses observational learning to help clients acquire and practice new skills by watching therapists demonstrate desired behaviors. This approach, rooted in Albert Bandura's concept of vicarious learning, plays a significant role in therapeutic interventions for various psychological conditions, including social anxiety, ADHD, and depression.
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
128
Behavior Modification
205
Behavioral approaches have often been criticized for ignoring mental processes and focusing solely on observable behavior. However, these approaches provide an optimistic perspective for individuals seeking to change their behaviors. Rather than concentrating on intrinsic personality traits, behavioral approaches suggest that even longstanding habits can be modified by changing the reward contingencies that maintain them.
A real-world application of operant conditioning principles is applied...
A real-world application of operant conditioning principles is applied...
205


