相关实验视频

Updated: Jan 11, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems

Published on: June 13, 2025

人工智能实现了音频到文本的转录和翻译,以简化药监数据收集和药物不良反应报告

Tasneem Hussain¹, Pooja Solanki Mishra¹, Ashutosh Tiwari¹

¹Department of Pharmacology, Mahatma Gandhi Memorial Medical College, Indore, Madhya Pradesh, India.

Perspectives in clinical research

|November 10, 2025

概括

人工智能系统通过准确地转录,翻译和评估因果关系,显著改善药物不良反应 (ADR) 报告,简化药物监督并提高患者安全.

科学领域:

药监和药物安全药监和药物安全
医疗保健中的人工智能
医疗信息学医疗信息学

背景情况:

药物不良反应 (ADR) 报告对于患者的安全至关重要,但由于人工效率低下和资源限制,它面临着挑战.
人工智能 (AI) 为简化ADR报告流程提供了一个潜在的解决方案.

研究的目的:

评估人工智能支持系统的音频到文本转录,翻译,ADR表格填写和因果关系评估的性能.
在现实世界药物监督环境中评估AI系统的功能.

主要方法:

一项涉及100名参与者 (50名医疗保健专业人员,50名患者) 的比较,横截面研究,他们提供了录音ADR报告.
人工智能系统处理记录用于转录,翻译和ADR表格生成,通过WER,CER,SER,BLEU和TER等指标测量性能.
人工智能因果关系评估与专家评估进行了比较.

主要成果:

人工智能系统在转录 (WER <0.05,CER <0.04,SER <0.35) 和翻译 (BLEU >0.85,TER <0.05) 中实现了高精度.
填写ADR表格显示近乎完美的准确性,医疗保健专业人员和患者之间的因果关系评估一致 (P=1).

结论:

支持人工智能的系统可以有效地简化ADR报告,提高准确性和一致性.
将人工智能整合到药物监管中可以减少工作量,增加报告率,并改善全球健康结果.

关键词:

药物不良反应报告报告人工智能的人工智能是人工智能.有关因果关系的评估工具.自然语言处理自然语言处理.药物监督和药物监督

更多相关视频

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness

Published on: December 6, 2024

TBase - an Integrated Electronic Health Record and Research Database for Kidney Transplant Recipients

TBase - an Integrated Electronic Health Record and Research Database for Kidney Transplant Recipients

Published on: April 13, 2021

相关概念视频

Pharmacovigilance

Pharmacovigilance

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...

Non-equilibrium in the Cell

Non-equilibrium in the Cell

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...

Improving Translational Accuracy

Improving Translational Accuracy

Drug Regulation

Drug Regulation

Drug regulation encompasses the management of drug usage by evaluating its safety and efficacy through assessments conducted by regulatory authorities. Regrettably, the history of drug regulation is marred by several catastrophic events. One such incident is the Elixir Sulfanilamide tragedy, in which the toxic compound diethyl glycol was included in a sweet-tasting medication, leading to numerous fatalities. This event prompted the enactment of the Food, Drug, and Cosmetic Act in 1938. Under...