探索算法可解释性:为个性化的临床决策支持生成可解释的AI洞察力,专注于年轻成年人大麻中毒
Tongze Zhang1, Tammy Chung2, Anind Dey3
1Stevens Institute of Technology, Hoboken, New Jersey.
2024 International Conference on Activity and Behavior Computing
|November 27, 2024
概括
可解释的人工智能 (XAI) 和传感器数据揭示了个性化大麻使用对年轻成年人的影响. 这有助于临床医生了解行为和生理变化,以定制干预措施和减少对健康的危害.
科学领域:
- 神经科学和行为科学 神经科学和行为科学
- 计算机科学和人工智能 人工智能
- 公共卫生与成医学 公共卫生与成医学
背景情况:
- 年轻人越来越多地使用大麻,因此需要了解其影响.
- 允许大麻法规放大了对行为和生理影响的研究的需求.
- 现有的研究往往缺乏对大麻中毒的个性化见解.
研究的目的:
- 探索可解释的人工智能 (XAI) 与传感器数据相结合的使用,以对大麻中毒进行个性化分析.
- 为研究人员和临床医生提供工具,以了解大麻使用影响的个人行为模式和生理状态.
- 确定可以为大麻使用提供个性化干预策略的关键因素和变化.
主要方法:
- 利用了流行的XAI技术:SHAP (夏普利增量解释),基于规则的解释 (SkopeRules),内在可解释的模型 (决策树) 和反事实解释.
- 集成的XAI方法与传感器数据分析大麻使用影响.
- 检查了与大麻消费有关的行为状态 (活动,睡眠模式) 和生理状态 (心率) 的变化.
主要成果:
- 在大麻使用后的行为和生理状态中发现了显著的变化,包括活动波动和睡眠模式的改变.
- 强调了对大麻反应的个体差异的重要性.
- 证明了XAI能够精确确定环境噪音和心率等影响因素的能力.
结论:
- XAI提供了一种强大的方法,用于对大麻中毒的个性化分析,以帮助临床决策.
- 通过了解个体患者的需求,研究结果支持针对大麻使用量身定制的干预策略.
- XAI提高了药物滥用治疗临床决策支持系统 (CDSS) 的透明度,有助于减少危害.
相关概念视频
01:28Human Genetics
535
Human genetics provides a profound framework for understanding the interplay between genetic predispositions and human psychology. At the heart of this discipline lies the study of how genes influence physical traits, behaviors, and susceptibility to diseases. Each person carries a unique genetic code that subtly or significantly shapes their psychological and behavioral landscape.
The complex relationship between genetics and psychology is observable through common biological components such...
The complex relationship between genetics and psychology is observable through common biological components such...
535
01:21Factors Affecting Drug Response: Overview
1.9K
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...
1.9K
01:27CNS Depressants: Alcohol and Nicotine
174
Ethanol, a clear colorless alcohol, has been consumed by humans for millennia, but its effects on the body are far from benign. At lower doses, it induces decreased inhibitions and loquaciousness, leading to its social appeal. However, it can cause severe consequences at higher doses, such as coma and respiratory depression, due to its zero-order elimination kinetics. Chronic ethanol abuse wreaks havoc on multiple organ systems, particularly the CNS and the liver. Abrupt cessation of ethanol...
174
01:06Altered States of Awareness
152
Altered states of consciousness represent significant deviations from one's normal mental state. These deviations can range from subtle changes in awareness to profound transformations in perception, thought processes, and sensory experiences. Altered states of consciousness can be triggered by various factors, including drug use, meditation, hypnosis, illness, or even intense fatigue.
The ingestion of substances like stimulants or hallucinogens leads to chemical alterations in the brain...
The ingestion of substances like stimulants or hallucinogens leads to chemical alterations in the brain...
152