International Meeting for Computational Methods for Mental Health
International Meeting for Computational Methods for Mental Health
批准号:
1551059
负责人:
Nikolaos Papanikolopoulos
金额:
$0.7万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2015
资助国家:
美国
项目状态:
已结题
起止时间:
2015-08-01 至 2017-07-31
中文摘要
第一部分:这个项目是关于组织一个国际研讨会,讨论用于心理健康评估的计算工具。对于许多精神疾病,早期干预可以显著提高个体的生活质量。世界卫生组织(World health Organization)的数据显示,在美国和加拿大,精神健康障碍是导致残疾的主要原因,占因残疾和过早死亡而损失的生命年数的25%。在儿童和青少年早期出现的精神疾病症状实际上是多年前开始的一个过程的后期阶段。因此,精神病学研究对识别和检测风险标记(遗传、神经、行为和/或社会偏差)非常感兴趣,这些标记在症状出现之前表明特定精神疾病发展的风险升高。本次会议将在塞浦路斯举行,由于文化问题,塞浦路斯的精神卫生问题仍未得到适当解决。会议将把美国专家和研究生与塞浦路斯大学的研究人员聚集在一起,在那里,参与精神病学和计算机科学的科学家开始了新的努力来处理这个问题。来自两国的CS、ECE和医学专家的互补技能将使这一新的研究领域受益,并最终使美国和世界受益。讨论的重点将是解决目前技术水平上的差距,并制定战略以尽量减少这一差距。这包括确定已经取得的进展,同时认识到缺陷,并确定利用视觉和传感器网络技术进行精神健康监测的新机会。第2部分:该项目是关于组织一个国际会议,该会议将涉及计算算法和智能分布式系统的创建,以帮助有发展行为障碍风险的个体进行早期诊断。先前的研究表明,用于识别高危人群的行为调查的两个关键领域是运动活动和情绪范围显示的异常,尤其是面部。运动异常是基于对运动控制涉及与多巴胺相关的大脑回路的观察,多巴胺也与行为障碍有关。许多不同的疾病都有情绪范围调节中断的现象,因此应该讨论面部表情的监测。迄今为止,对运动和情绪范围的评估都是由观看和评价个人视频的专家完成的。然而,这些专家?主观评分将行为条件的分析限制在一个狭窄的行为范围内,只适用于一小部分个体受试者,而且成本高昂,而且依赖于观察者的特定专业知识。为了进行更广泛的人口筛查,需要自动化。会议的重点是使用视觉和传感器网络的自动化过程的发展。捕获和量化专家专业知识的创新方法将与评估行为演变的度量一起提出。此外,还将讨论支持评估干预措施有效性的新计算工具。
英文摘要
Part 1:This project is about the organization of an international symposium that deals with computational tools for mental health assessment. Early intervention can dramatically improve the individual's quality of life, for many psychiatric disorders. Accounting for 25% of all years of life lost to disability and premature mortality, mental health disorders are the leading cause of disability in the United States and Canada, according to the World Health Organization. Symptoms of mental illness which emerge in childhood and early adolescence are actually the later stages of a process which began years earlier. Hence, psychiatric research is immensely interested in identifying and detecting risk-markers (genetic, neural, behavioral, and/or social deviations) that indicate elevated risk for the development of specific mental illnesses prior to the onset of symptoms. This meeting will be organized at Cyprus where mental health issues are still not addressed appropriately due to cultural issues. The meeting will bring US experts and graduate students together with researchers from University of Cyprus, where new efforts are initiated to deal with the problem by scientists involved with psychiatry and computer science. The complementary skills of CS, ECE, and medical experts from the two countries will benefit this novel research area, and ultimately benefit the U.S and the world. The discussions will be focused on tackling the gap in the current state of the art and developing strategies to minimize that gap. This includes identifying the progress that has already been made while recognizing the pitfalls and determining new opportunities for mental health monitoring using vision and sensor network technologies.Part 2:This project is about the organization of an international meeting that will involve the creation of computational algorithms and intelligent distributed systems to assist with the early diagnosis of individuals who are at risk of developing behavioral disorders. Previous research has indicated that two critical areas of behavioral investigation for use in identifying at-risk individuals have been abnormalities in motor activities and emotional range displays, especially of the face. Motor abnormalities are based on the observation that motor control involves the circuits of the brain associated with dopamine, which are also implicated in behavioral disorders. Many different disorders share the observation of disruption in the emotional range regulation, so monitoring of facial expressions should be discussed.To date, assessments of motor and emotional range have been done by the experts who view and rate videos of an individual. However, these experts? subjective ratings limit the analysis of behavioral conditions to only a narrow range of behaviors, work only for small populations of individual subjects, and are both costly and dependent on the observer's particular expertise. In order to enable a wider population screening, automation is required. The proposed meeting is focused on the development of this automated process that uses vision and sensor networks. Innovative ways of capturing and quantifying the expertise of experts will be presented along with metrics for assessing the evolution of the behavior. In addition, new computational tools that support the evaluation of the effectiveness of interventions will be discussed.
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