应用大型语言模型来评估护理质量:监测ADHD药物副作用
Yair Bannett1, Fatma Gunturkun2, Malvika Pillai3,4
1Division of Developmental-Behavioral Pediatrics, Stanford University School of Medicine, Stanford, California.
Pediatrics
|December 19, 2024
概括
一个大型语言模型 (LLM) 通过分析临床笔记,准确地测量了临床医生遵守多动症治疗指南. 这项技术提供了可扩展的质量评估,以改善儿科精神药物护理.
科学领域:
- 医疗保健中的人工智能
- 儿科精神药理学 儿科精神药理学
- 临床质量测量临床质量测量
背景情况:
- 患有注意力缺陷/多动障碍 (ADHD) 的儿童需要仔细的药物管理和对副作用的监测.
- 评估临床医生遵守监测儿童多动症药物副作用的实践指南对于质量护理至关重要.
- 传统的质量评估图表审查方法耗时且资源密集.
研究的目的:
- 评估大型语言模型 (LLM) 在评估临床医生遵守监测儿童多动症药物副作用指南时的准确性.
- 确定法学士是否可以提供一个可扩展的方法,用于儿童心理药理学质量测量.
主要方法:
- 一项回顾性队列研究利用了1201名被诊断患有ADHD的儿童 (6-11岁) 的电子健康记录.
- 一个开源的LLM (LLaMA) 被训练并部署来分析15628个与ADHD相关的临床笔记.
- 模型的性能与手动医疗记录审查进行了验证,并比较了其在识别副作用调查中的准确性.
主要成果:
- 在识别副作用调查文档方面,LLM表现出高准确度 (敏感度为87.2%,特异性为86.3%,AUC为0.93).
- 对于患者的性别或保险状况,没有发现显著的模型偏差.
- 与临床/远程医疗 (73.0%) 相比,在电话接触中记录的副作用调查较少 (51.9%),在兴奋剂 (61.4%) 和非兴奋剂 (48.5%) 处方之间有所不同.
结论:
- 可以有效地在各种临床记录上部署LLM,包括电话接触,以进行可扩展的护理质量测量.
- 这种方法有助于识别在初级保健机构内改善心理药物管理的领域.
- 利用LLMs为提高ADHD儿童护理质量提供了一个有希望的途径.
更多相关视频
13:09Using Brain Activation nir-HEG/Q-EEG and Execution Measures CPTs in a ADHD Assessment Protocol
Published on: April 1, 2018
10.2K
05:48The Adventures of Fundi Intervention Based on the Cognitive and Emotional Processing in Attention Deficit Hyperactive Disorder Patients
Published on: June 12, 2020
5.7K
相关概念视频
Drug Therapy
38
The advent of drug therapy has profoundly shaped modern mental health care, providing targeted treatments for a range of psychological disorders. Psychotherapeutic drugs, classified into antianxiety, antidepressant, and antipsychotic medications, address symptoms across anxiety disorders, mood disorders, and schizophrenia. While these medications have transformed patient outcomes, they require careful management due to their potential side effects and limitations.
Antianxiety Medications
Antianxiety Medications
38
Modeling in Therapy
46
Modeling, a key technique in therapy, uses observational learning to help clients acquire and practice new skills by watching therapists demonstrate desired behaviors. This approach, rooted in Albert Bandura's concept of vicarious learning, plays a significant role in therapeutic interventions for various psychological conditions, including social anxiety, ADHD, and depression.
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
46
Pharmacovigilance
773
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...
773
Attention-Deficit/Hyperactivity Disorder
38
Attention-deficit/hyperactivity disorder (ADHD) is a neurodevelopmental disorder characterized by persistent inattention, hyperactivity, and impulsivity. It affects approximately 5-8% of children globally, with around 60-70% of cases persisting into adulthood. ADHD has significant implications for educational attainment, social interactions, and occupational success.
Diagnostic Criteria and Symptoms
To diagnose ADHD, symptoms must manifest before age 12 and be evident across multiple settings....
Diagnostic Criteria and Symptoms
To diagnose ADHD, symptoms must manifest before age 12 and be evident across multiple settings....
38
