用户对人工智能生物传感器的信任的概念框架:整合认知,上下文和对比度
1Wee Kim Wee School of Communication and Information, Nanyang Technological University, Singapore 637718, Singapore.
Sensors (Basel, Switzerland)
|August 14, 2025
概括
用户对人工智能生物传感器的信任至关重要,但被忽视. 本综述介绍了认知-上下文-对比框架,通过考虑人类的期望和实施背景来改进AI传感器设计和接受.
科学领域:
- 生物医学工程 生物医学工程
- 人工智能的人工智能
- 人与计算机的交互
背景情况:
- 人工智能 (AI) 正在推进生物医学传感器,以解释主观状态,如压力和情绪.
- 在当前的研究中,用户对这些支持人工智能的生物传感器的信任和接受仍然没有得到充分的解决.
研究的目的:
- 提出认知-上下文-对比 (CCC) 框架,以解释和增强用户对支持人工智能的生物传感器的信任.
- 为设计和实施下一代AI生物传感器提供结构化的方法.
主要方法:
- 对生物医学传感中人工智能的现有研究进行审查和综合.
- 开发CCC概念框架,整合人类认知,任务背景和对比效应.
- 分析影响用户信任和接受的因素,包括期望,刻板印象,任务可证明性和引入阶段.
主要成果:
- CCC框架绘制了人类对人工智能的认知 (期望,刻板印象).
- 它使用智力判断连续性集成任务上下文,将可证明性与容错性联系起来.
- 它分析了取代人类日常生活的对比效应,影响了接受和拒绝.
结论:
- CCC框架为AI生物传感器设计提供了实际意义,包括提高可解释性和定制数据呈现.
- 建议包括实施过渡性引入阶段,以减轻突然推出.
- 该框架作为研究人员,工程师和临床医生的结构化指南,促进对AI生物传感器的信任和接受.
更多相关视频
05:47Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
578
06:37Author Spotlight: Addressing Technical and Subjective Challenges in Measuring Classroom Attention
Published on: December 15, 2023
4.1K
相关概念视频
Introduction to Cognitive Psychology
818
Cognitive psychology is the field of psychology dedicated to examining how people think. It attempts to explain how and why we think the way we do by studying the interactions among human thinking, emotion, creativity, language, and problem-solving, as well as other cognitive processes. Cognitive psychology studies how information is processed and manipulated in remembering, thinking, and knowing.
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
818
Lazarus's Cognitive Appraisal Theory
526
Cognitive psychologist Richard Lazarus proposed the cognitive-mediational theory of emotions, which emphasizes how individuals' assessments of stressors significantly affect their experience of stress. According to Lazarus, the stress response is determined by a two-step appraisal process: primary appraisal and secondary appraisal. These cognitive appraisals help individuals evaluate the potential impact of a stressor and determine the adequacy of their coping resources.
Primary Appraisal:...
Primary Appraisal:...
526
Stereotype Content Model
14.9K
The Stereotype Content Model (SCM) was first proposed by Susan Fiske and her colleagues (Fiske, Cuddy, Glick & Xu, 2002; see also Fiske, 2012 and Fiske, 2017). The SCM specifies that when someone encounters a new group, they will stereotype them based on two metrics: warmth—or that group’s perceived intent, and how likely they are to provide help or inflict harm—and competence—or their ability to carry out that objective. Depending on the warmth-competence...
14.9K
Reason and Intuition
6.9K
The human brain processes information for decision-making using one of two routes: an intuitive system and a rational system (Epstein, 1994; popularized by Kahneman, 2011 as System 1 and System 2, respectively). The intuitive system is quick, impulsive, and operates with minimal effort, relying on emotions or habits to provide cues for what to do next, while the rational system is logical, analytical, deliberate, and methodical. Research in neuropsychology suggests that the...
6.9K
Cognitive Learning
519
Cognitive learning is based on purposive behavior, incidental learning, and insight learning.
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
519
Cognitive Theories: Schachter-Singer Theory of Emotion
589
Stanley Schachter and Jerome Singer proposed the two-factor theory of emotion, which emphasizes the interplay between physiological arousal and cognitive labeling in forming emotional experiences. This theory suggests that emotions are not simply a result of physiological responses but rather a combination of these responses and the individual's cognitive interpretation of them.
Physiological Arousal and Cognitive Labeling
According to this theory, when an individual experiences...
Physiological Arousal and Cognitive Labeling
According to this theory, when an individual experiences...
589
