{"title":"The Role of AI in the Management of Movement Disorders.","authors":"Andres Deik","doi":"10.1055/a-2596-5950","DOIUrl":null,"url":null,"abstract":"<p><p>Artificial intelligence (AI) has emerged as a transformative force in the management of movement disorders. This review explores the various applications of AI across the spectrum of care, from diagnosis to clinical workflows, treatment, and monitoring. Recent advancements include deep phenotyping tools like the Next Move in Movement Disorders (NEMO) project for hyperkinetic disorders, diagnostic platforms such as DystoniaNet, and biomarker identification systems for early Parkinson's disease detection. AI may revolutionize treatment selection through technologies like DystoniaBoTXNet and adaptive deep brain stimulation systems. For symptom monitoring, innovations like the Emerald device and smartphone-based assessment tools enable continuous, objective evaluation. AI may also enhance patient care through improved telemedicine capabilities and ambient listening. Despite these promising developments, recent critiques highlight methodological concerns in AI research, emphasizing the need for rigorous validation and transparency. The future of AI in movement disorders requires balancing technological innovation with clinical expertise to improve patient outcomes.</p>","PeriodicalId":49544,"journal":{"name":"Seminars in Neurology","volume":" ","pages":""},"PeriodicalIF":1.8000,"publicationDate":"2025-05-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Seminars in Neurology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1055/a-2596-5950","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"CLINICAL NEUROLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Artificial intelligence (AI) has emerged as a transformative force in the management of movement disorders. This review explores the various applications of AI across the spectrum of care, from diagnosis to clinical workflows, treatment, and monitoring. Recent advancements include deep phenotyping tools like the Next Move in Movement Disorders (NEMO) project for hyperkinetic disorders, diagnostic platforms such as DystoniaNet, and biomarker identification systems for early Parkinson's disease detection. AI may revolutionize treatment selection through technologies like DystoniaBoTXNet and adaptive deep brain stimulation systems. For symptom monitoring, innovations like the Emerald device and smartphone-based assessment tools enable continuous, objective evaluation. AI may also enhance patient care through improved telemedicine capabilities and ambient listening. Despite these promising developments, recent critiques highlight methodological concerns in AI research, emphasizing the need for rigorous validation and transparency. The future of AI in movement disorders requires balancing technological innovation with clinical expertise to improve patient outcomes.
人工智能（AI）已经成为运动障碍管理领域的一股变革力量。本综述探讨了人工智能在医疗领域的各种应用，从诊断到临床工作流程、治疗和监测。最近的进展包括深度表型工具，如运动障碍Next Move in Movement Disorders （NEMO）项目，诊断平台，如DystoniaNet，以及早期帕金森病检测的生物标志物识别系统。人工智能可能会通过DystoniaBoTXNet和自适应深部脑刺激系统等技术彻底改变治疗选择。对于症状监测，诸如Emerald设备和基于智能手机的评估工具等创新可以实现持续、客观的评估。人工智能还可以通过改进远程医疗功能和环境聆听来增强患者护理。尽管有这些有希望的发展，但最近的批评强调了人工智能研究中的方法问题，强调需要严格的验证和透明度。人工智能在运动障碍领域的未来需要平衡技术创新和临床专业知识，以改善患者的治疗效果。
期刊介绍：
Seminars in Neurology is a review journal on current trends in the evaluation, diagnosis, and treatment of neurological diseases. Areas of coverage include multiple sclerosis, central nervous system infections, muscular dystrophy, neuro-immunology, spinal disorders, strokes, epilepsy, motor neuron diseases, movement disorders, higher cortical function, neuro-genetics and neuro-ophthamology. Each issue is presented under the direction of an expert guest editor, and invited contributors focus on a single, high-interest clinical topic.
Up-to-the-minute coverage of the latest information in the field makes this journal an invaluable resource for neurologists and residents.
求助内容：
应助结果提醒方式：
京公网安备 11010802042870号
