Artificial Intelligence and Virtual Reality in Headache Disorder Diagnosis, Classification, and Management.

IF 3.2 2区 医学 Q2 CLINICAL NEUROLOGY Current Pain and Headache Reports Pub Date : 2024-09-01 Epub Date: 2024-06-05 DOI:10.1007/s11916-024-01279-7
Ivo H Cerda, Emily Zhang, Moises Dominguez, Minhal Ahmed, Min Lang, Sait Ashina, Michael E Schatman, R Jason Yong, Alexandra C G Fonseca
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Abstract

Purpose of review: This review provides an overview of the current and future role of artificial intelligence (AI) and virtual reality (VR) in addressing the complexities inherent to the diagnosis, classification, and management of headache disorders.

Recent findings: Through machine learning and natural language processing approaches, AI offers unprecedented opportunities to identify patterns within complex and voluminous datasets, including brain imaging data. This technology has demonstrated promise in optimizing diagnostic approaches to headache disorders and automating their classification, an attribute particularly beneficial for non-specialist providers. Furthermore, AI can enhance headache disorder management by enabling the forecasting of acute events of interest, such as migraine headaches or medication overuse, and by guiding treatment selection based on insights from predictive modeling. Additionally, AI may facilitate the streamlining of treatment efficacy monitoring and enable the automation of real-time treatment parameter adjustments. VR technology, on the other hand, offers controllable and immersive experiences, thus providing a unique avenue for the investigation of the sensory-perceptual symptomatology associated with certain headache disorders. Moreover, recent studies suggest that VR, combined with biofeedback, may serve as a viable adjunct to conventional treatment. Addressing challenges to the widespread adoption of AI and VR in headache medicine, including reimbursement policies and data privacy concerns, mandates collaborative efforts from stakeholders to enable the equitable, safe, and effective utilization of these technologies in advancing headache disorder care. This review highlights the potential of AI and VR to support precise diagnostics, automate classification, and enhance management strategies for headache disorders.

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头痛疾病诊断、分类和管理中的人工智能和虚拟现实技术。
综述的目的:本综述概述了人工智能(AI)和虚拟现实(VR)在解决头痛疾病诊断、分类和管理固有的复杂问题方面的当前和未来作用:通过机器学习和自然语言处理方法,人工智能为识别包括脑成像数据在内的大量复杂数据集中的模式提供了前所未有的机会。这项技术已在优化头痛疾病诊断方法和自动分类方面展现出前景,这对非专业医疗人员尤其有利。此外,人工智能还能预测偏头痛或药物过度使用等急性相关事件,并根据预测建模得出的见解指导治疗选择,从而加强头痛疾病的管理。此外,人工智能还有助于简化疗效监测,实现实时治疗参数调整的自动化。另一方面,VR 技术可提供可控和身临其境的体验,从而为研究与某些头痛疾病相关的感官症状提供了独特的途径。此外,最近的研究表明,VR 与生物反馈相结合,可作为传统治疗的一种可行的辅助手段。为了应对人工智能和虚拟现实技术在头痛医学领域广泛应用所面临的挑战,包括报销政策和数据隐私问题,利益相关者必须通力合作,才能公平、安全、有效地利用这些技术来促进头痛疾病的治疗。本综述强调了人工智能和虚拟现实在支持头痛疾病的精确诊断、自动分类和加强管理策略方面的潜力。
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来源期刊
Current Pain and Headache Reports
Current Pain and Headache Reports CLINICAL NEUROLOGY-
CiteScore
6.10
自引率
2.70%
发文量
91
审稿时长
6-12 weeks
期刊介绍: This journal aims to review the most important, recently published clinical findings regarding the diagnosis, treatment, and management of pain and headache. By providing clear, insightful, balanced contributions by international experts, the journal intends to serve all those involved in the care and prevention of pain and headache. We accomplish this aim by appointing international authorities to serve as Section Editors in key subject areas, such as anesthetic techniques in pain management, cluster headache, neuropathic pain, and migraine. Section Editors, in turn, select topics for which leading experts contribute comprehensive review articles that emphasize new developments and recently published papers of major importance, highlighted by annotated reference lists. An international Editorial Board reviews the annual table of contents, suggests articles of special interest to their country/region, and ensures that topics are current and include emerging research. Commentaries from well-known figures in the field are also provided.
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