在药物相关信息中评估人工智能的开发和内容分析协议.
Dantony Castro Barros de Donato1,2, Guilherme José Aguilar2,3, Lucas Gaspar Ribeiro1,2
1Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo, Brazil.
Journal of evaluation in clinical practice
|December 16, 2024
概括
这项研究开发并测试了一种用于检索药物信息的人工智能 (AI) 方法,发现它对禁忌和不良反应有效,但对药物相互作用需要改进.
科学领域:
- 医疗信息学 医疗信息学
- 医疗保健中的人工智能
- 药物监督 药物监督 药物监督
背景情况:
- 人工智能 (AI) 在医疗保健中提供了变革性的潜力.
- 确保安全的AI集成需要强大的方法来评估与毒品有关的信息.
- 这项研究解决了用于药物安全数据的人工智能应用的挑战.
研究的目的:
- 开发和内容分析一种用于评估AI应用在药物信息检索中的方法.
- 专注于禁忌,不良反应和药物相互作用.
- 加强人工智能在医疗保健中的安全和可靠使用.
主要方法:
- 为了创建人工智能方法,开发了一项研究协议.
- 阶段性方法:数据库分析,AI配置和专家小组验证.
- 专家小组审查了AI对30个与毒品有关的问题的答案.
主要成果:
- 数据库 (Micromedex,UpToDate,Medscape) 提供了人工智能配置和问卷开发的信息.
- 双子座AI工具的配置是为了增强响应特异性.
- 专家小组在AI响应的适当性方面达成了76.7%的共识; 23.3%是不适当的,特别是对于禁忌的相互作用.
结论:
- 人工智能工具显示出标准化检索药物禁忌和不良反应的潜力.
- 人工智能需要改进才能准确识别禁忌的药物相互作用.
- 需要对更大的数据集进行进一步的研究,以提高医疗保健中的AI可靠性.
相关概念视频
Structure-Activity Relationships and Drug Design
510
Drug design is a dynamic field that involves discovering and developing new medications based on specific biological targets. This process heavily relies on structure-activity relationships (SAR) and quantitative structure-activity relationships (QSAR) to guide the design and optimization of efficient drugs.
SAR studies the intricate relationship between a drug's chemical structure and biological activity. It focuses on understanding how modifications to a drug's structure can influence...
SAR studies the intricate relationship between a drug's chemical structure and biological activity. It focuses on understanding how modifications to a drug's structure can influence...
510
Preclinical Development: Overview
4.2K
Preclinical development consists of a series of tests that ensure the safety and efficacy of a new therapeutic compound before it is tested in humans. There are four main phases to this process. First, safety pharmacology tests are conducted to ensure the drug does not produce any acutely harmful effects. These tests examine parameters such as bronchoconstriction, cardiac dysrhythmias, blood pressure changes, and ataxia. Next, preliminary toxicological testing is performed to determine the...
4.2K
Drug Administration and Therapy Phases: Overview
407
Drugs, the chemical agents used in diagnosing, treating, or preventing diseases, undergo a four-phase process of development: pharmaceutic, pharmacokinetics, pharmacodynamics, and therapeutic.
The pharmaceutical phase focuses on leveraging the physicochemical properties of the drug to design and manufacture an effective product. Variants include orally administered tablets or capsules, topical creams or ointments, and parenteral-delivery solutions or emulsions.
The pharmacokinetic phase...
The pharmaceutical phase focuses on leveraging the physicochemical properties of the drug to design and manufacture an effective product. Variants include orally administered tablets or capsules, topical creams or ointments, and parenteral-delivery solutions or emulsions.
The pharmacokinetic phase...
407
Drug Discovery: Overview
7.5K
Drug discovery is a multifaceted process involving extensive screening, testing, and optimization of lead compounds to identify potential new drugs for therapeutic use. It combines several approaches, including screening large numbers of natural products, chemical modification of known active molecules, identification of new drug targets, and rational design based on biological mechanisms and drug-receptor structure. These approaches are carried out in both academic research laboratories and...
7.5K
Factors Affecting Drug Response: Overview
1.8K
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...
1.8K
Targets for Drug Action: Overview
6.0K
Drugs target macromolecules to modify ongoing cellular processes. Primary drug targets include receptors, ion channels, transporters, and enzymes.
Receptors are either membrane-spanning or intracellular proteins, which upon binding a ligand, get activated and transmit the signal downstream to elicit a response. Drugs bind receptors, either mimicking the action of endogenous ligands or blocking the receptor activity to bring about a modified response. Nearly 35% of approved drugs target the G...
Receptors are either membrane-spanning or intracellular proteins, which upon binding a ligand, get activated and transmit the signal downstream to elicit a response. Drugs bind receptors, either mimicking the action of endogenous ligands or blocking the receptor activity to bring about a modified response. Nearly 35% of approved drugs target the G...
6.0K


