不确定性意识的人工智能模型对药剂师反应时间和决策在基于Web的模拟药物验证任务中的影响:随机对照试验.
Corey Lester1, Brigid Rowell1, Yifan Zheng1
1Department of Clinical Pharmacy, College of Pharmacy, University of Michigan, 428 Church Street, Ann Arbor, MI, 48109, United States, 1 734-647-8849.
JMIR medical informatics
|April 18, 2025
概括
不确定性意识的人工智能 (AI) 提高了药剂师的决策速度和准确性,作为防止错误的保障. 黑盒人工智能显示反应时间较慢,并且在错误的建议下性能降低.
科学领域:
- 医疗信息学 医疗信息学
- 临床决策支持系统 临床决策支持系统
- 人工智能在药房中的应用
背景情况:
- 人工智能 (AI) 系统越来越多地被整合到医疗保健中,用于临床决策支持.
- 意识到不确定性的AI提供了模型对预测的信心,与只提供预测的黑子AI不同.
- 这些AI类型对医疗保健提供者的表现和反应时间的影响尚未得到充分理解.
研究的目的:
- 评估黑盒人工智能和不确定性意识人工智能对药剂师决策和反应时间的影响.
- 为了比较药剂师的表现,并没有AI的协助.
主要方法:
- 进行了一项随机对照试验,涉及30名药剂师.
- 参与者完成了模拟处方验证任务,并没有人工智能协助 (黑盒或不确定性意识).
- 收集的数据包括决策,反应时间,AI建议和AI类型.
主要成果:
- 与黑子AI和没有AI相比,意识到不确定性的AI导致了更快的决策和更好的拒绝不正确的药物.
- 黑盒人工智能导致反应时间最长,当人工智能建议不正确时,性能降低.
- 意识到不确定性的AI提供了保护,防止批准错误填充的药物.
结论:
- 药剂师的性能和反应时间受到AI类型和准确性的影响.
- 不确定性意识的人工智能提高了决策速度,并防止错误,尽管可能会导致额外的检查.
- 设计精良的人工智能对于提高绩效和防止过度依赖医疗机构至关重要.
关键词:
临床决策支持系统临床决策支持系统在这里,我们可以看到AIAIAI.人工智能的人工智能是人工智能.临床决策支持 临床决策支持在决策过程中做出决定.诊断 诊断 诊断 诊断 诊断 诊断毒品 毒品 毒品 是一种药物.药物开发是药物的发展.人类因素 人类因素人与计算机的互动.药剂师 药剂师 药剂师 药剂师预测 预测 预测 预测随机对照试验是随机对照试验.验证验证验证验证验证验证验证验证验证验证验证验证更多相关视频
相关概念视频
Pharmacovigilance
739
Post-marketing surveillance is a critical component of pharmaceutical regulation, often uncovering unanticipated adverse drug reactions (ADRs) once a drug is widely used over an extended period.
This process, termed pharmacovigilance, aims to detect, evaluate, and minimize harmful effects related to medication use. The data collection for pharmacovigilance depends on spontaneous reporting systems, where healthcare professionals or patients voluntarily report suspected ADRs.
In some cases, there...
This process, termed pharmacovigilance, aims to detect, evaluate, and minimize harmful effects related to medication use. The data collection for pharmacovigilance depends on spontaneous reporting systems, where healthcare professionals or patients voluntarily report suspected ADRs.
In some cases, there...
739
Pharmacokinetic Models: Comparison and Selection Criterion
20
Physiological and compartmental models are valuable tools used in studying biological systems. These models rely on differential equations to maintain mass balance within the system, ensuring an accurate representation of the dynamic processes at play.
Physiological models take a detailed approach by considering specific molecular processes. They can predict drug distribution, metabolism, and elimination changes, providing a comprehensive understanding of how drugs interact with the body.
Physiological models take a detailed approach by considering specific molecular processes. They can predict drug distribution, metabolism, and elimination changes, providing a comprehensive understanding of how drugs interact with the body.
20
Factors Affecting Drug Response: Overview
1.7K
When it comes to infants and young children, they are typically administered smaller doses of medication in comparison to adults. This is primarily because their organ functions still need to fully develop, meaning their bodies are not as efficient at metabolizing or eliminating drugs. Additionally, their blood-brain barrier is more permeable than in adults. As a result, high concentrations of drugs can easily penetrate the central nervous system (CNS), potentially leading to neurological...
1.7K
Pharmacokinetic Models: Overview
498
Pharmacokinetic models utilize mathematical analysis to achieve a detailed quantitative understanding of a drug's life cycle within the body. They are instrumental in simulating a drug's pharmacokinetic parameters, predicting drug concentrations over time, optimizing dosage regimens, linking concentrations with pharmacologic activity, and estimating potential toxicity.
There are three primary types of models: empirical, compartment, and physiological. Empirical models, with minimal...
There are three primary types of models: empirical, compartment, and physiological. Empirical models, with minimal...
498
The Availability Heuristic
5.8K
A heuristic is a general problem-solving framework (Tversky & Kahneman, 1974). You can think of these as mental shortcuts that are used to solve problems. Different types of heuristics are used in different types of situations, and the impulse to use a heuristic occurs when one of five conditions is met (Pratkanis, 1989):
5.8K
Mechanistic Models: Overview of Compartment Models
40
Mechanistic models, a category encompassing both physiological and compartmental modeling, differ from empirical models' approaches to incorporating known factors about the systems being modeled. Empirical models describe data with minimal assumptions, while mechanistic models aim to provide a robust description of available data by specifying assumptions and integrating known factors about the system. Compartmental analysis is a key example of a mechanistic model in pharmacokinetics and...
40


