Eye tracking

眼动追踪
  • 文章类型: Journal Article
    成功的句子制作需要词汇编码并将其排序为正确的句法结构。尚不清楚健康衰老如何影响句子产生中涉及的不同过程。我们调查了(a)在句子制作过程中,老化是否以及如何影响词汇编码和句法表述,使用听觉词汇启动和说话时的眼动追踪范式,以及(b)言语工作记忆是否以及如何与年龄相关的句子产生变化。
    二十名年龄较大的成年人和二十名年轻的成年人描述了听觉词类素数后的及态和性动作图片,通过这种方式,可以相对轻松地对代理或主题名词(对于及物图片)以及主题和目标名词(对于对物图片)进行编码。测量了词汇启动对离线句法产生和对启动字符的实时眼睛注视的影响。
    在离线生产中,老年人表现出与年轻人相当的启动效应,使用句法结构,该句法结构允许在及物句和宾语句中先前提到基本的词汇项。然而,在句子计划的早期阶段,老年人对眼睛注视的初始字符显示出更长的词汇启动效应。初步分析表明,减少的言语工作记忆可能部分解释了更长的词汇编码,特别是对于老年人。
    这些发现表明,随着年龄的增长,用于制定不同语法结构的句法灵活性在很大程度上保持稳健。然而,词汇编码过程更容易受到年龄相关变化的影响,可能是由于口头工作记忆的变化。
    UNASSIGNED: Successful sentence production requires lexical encoding and ordering them into a correct syntactic structure. It remains unclear how different processes involved in sentence production are affected by healthy aging. We investigated (a) if and how aging affects lexical encoding and syntactic formulation during sentence production, using auditory lexical priming and eye tracking-while-speaking paradigms and (b) if and how verbal working memory contributes to age-related changes in sentence production.
    UNASSIGNED: Twenty older and 20 younger adults described transitive and dative action pictures following auditory lexical primes, by which the relative ease of encoding the agent or theme nouns (for transitive pictures) and the theme and goal nouns (for dative pictures) was manipulated. The effects of lexical priming on off-line syntactic production and real-time eye fixations to the primed character were measured.
    UNASSIGNED: In offline production, older adults showed comparable priming effects to younger adults, using the syntactic structure that allows earlier mention of the primed lexical item in both transitive and dative sentences. However, older adults showed longer lexical priming effects on eye fixations to the primed character during the early stages of sentence planning. Preliminary analysis indicated that reduced verbal working memory may in part account for longer lexical encoding, particularly for older adults.
    UNASSIGNED: These findings indicate that syntactic flexibility for formulating different grammatical structures remains largely robust with aging. However, lexical encoding processes are more susceptible to age-related changes, possibly due to changes in verbal working memory.
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  • 文章类型: Journal Article
    这项横断面研究检查了4至16岁患者的眼球运动表现。在进行抑制四个原始反射的治疗之前和之后,获得了眼球运动的测量值,不对称补品颈部反射,对称滋补颈部反射,迷宫滋补反射和莫罗反射。随后,将四个原始反射的得分与五个变量的结果进行了比较:固定维持,%平均扫视大小,运动性短途旅行,短途旅行期间的注视和平均注视持续时间。比较显示,由于四个原始反射的抑制,固定维持的证据以及平均扫视大小显着减少。眼运动性也显着增加,而每次扫视的固定次数和平均固定时间也显着减少。在所有测试中,双眼的值之间的视觉平衡得到改善。一种叫做VisagraphTMIII的装置,测量眼球运动,用于数据收集。这些结果表明,眼球运动的改善反映了其他成熟过程的参与,例如原始反射的出现和抑制,整个重组是未来阅读和注意力过程的关键。
    This cross-sectional study examined eye movement performance in patients aged 4 to 16 years. Measurements of eye movements were obtained before and after performing therapy for inhibition of four primitive reflexes, asymmetric tonic neck reflex, symmetric tonic neck reflex, labyrinthine tonic reflex and Moro reflex. Subsequently the scores of the four primitive reflexes were compared with the results of five variables: fixation maintenance, % mean saccade size, motility excursions, fixations during excursions and mean duration of fixations. The comparisons showed a significant reduction in evidence of fixation maintenance as well as mean saccade size due to the inhibition of the four primitive reflexes. There was also a significant increase in ocular motility while fixations per saccade and average duration of fixations also decreased significantly. Visual balance between values of both eyes improved in all tests. A device called VisagraphTM III, which measures eye movements, was used for data collection. These results suggest that the oculomotor improvements reflect the involvement of other maturational processes such as the emergence and inhibition of primitive reflexes, the whole reorganization being key to future reading and attentional processes.
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  • 文章类型: Journal Article
    建筑物是我们物理环境的组成部分,对于建筑元素的组织完整性具有美学意义。虽然格式塔原则在设计教育中是必不可少的,它们与建筑特征的关系仍未得到充分研究。本研究探讨了格式塔原理和复杂性水平如何通过使用问卷调查和眼动追踪来影响建筑立面的评估。二十四个二维黑白立面图纸,使用选定的格式塔原则(相似性和接近性)进行操作,以实现不同级别的复杂性(低,中高),向79名参与者展示。结果表明,在选定的格式塔原则中,美学等级和复杂性水平之间存在负线性关系。此外,正如预期的那样,参与者的注视次数最多,最短的固定持续时间,和最低的美学评级为更高的复杂性水平。涉及格式塔原则的结果表明,基于接近度的设计获得了更高的美学评价,要求更少的时间,引起的注视次数减少,并导致较短的固定持续时间。相反,基于相似性的设计获得了较低的美学评级,要求更多的时间,引起更多的注视,并导致更长的固定持续时间。这些发现提供了对建筑审美体验的见解,并为未来的研究方向提供了依据。
    Buildings are an integral part of our physical environment and have aesthetic significance with respect to the organizational integrity of architectural elements. While Gestalt principles are essential in design education, their relationship with architectural features remains understudied. The present study explored how Gestalt principles and complexity levels influence evaluations of building façades through the use of questionnaires and eye tracking. Twenty-four two-dimensional black and white façade drawings, manipulated using selected Gestalt principles (similarity and proximity) to achieve different levels of complexity (low, medium & high), were presented to 79 participants. The results suggested a negative linear relationship between aesthetic ratings and complexity levels across selected Gestalt principles. In addition, as expected, participants had the highest number of fixations, shortest fixation durations, and lowest aesthetic ratings for higher levels of complexity. Results involving Gestalt principles revealed that proximity-based designs received higher aesthetic ratings, demanded less time, elicited lower number of fixations, and resulted in shorter fixation durations. Conversely, similarity-based designs received lower aesthetic ratings, demanded more time, elicited higher number of fixations, and resulted in longer fixation durations. These findings offer insights into architectural aesthetic experiences and inform future research directions.
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  • 文章类型: Journal Article
    连接语音产生中与年龄相关的变化仍然是一个争论的话题,在各种任务和措施中产生不一致的发现。这项研究旨在使用两种类型的图片来调查衰老对图片描述任务的影响:标准化图片(海滩图片)和针对韩语使用者量身定制的文化和语言修改图片(汉江图片)。
    24名年轻人和22名老年人参与了两个图片描述任务,同时记录了他们的眼球运动。词级语言变量用于评估连接语音产生的信息量(每分钟正确的信息单位)和生产率(每个发音的名词和动词计数)。采用眼动测量来评估与计划连接语音相关的实时认知处理(语音前固定计数和持续时间;每次讲话开始前的眼睛固定)。
    研究结果表明,与年龄相关的语言指标下降,老年人每分钟表现出减少的CIUs,每个话语的名词和动词计数较少。与年龄相关的眼球运动测量值的变化很明显,因为老年人的言语前固定持续时间更长。与年轻人不同,与海滩图片相比,老年人在汉江图片上表现出更高的语音前固定计数,建议在执行需要产生更多单词和详细描述的任务时的认知挑战。这些结果表明,衰老与连接语音的信息量和生产率降低有关,以及认知处理效率的下降。
    UNASSIGNED: Age-related changes in connected speech production remain a subject of debate, yielding inconsistent findings across various tasks and measures. This study aimed to investigate the effects of aging on picture description tasks using two types of pictures: a standardized picture (the Beach picture) and a culturally and linguistically modified picture tailored for Korean speakers (the Han River picture).
    UNASSIGNED: Twenty-four young adults and 22 older adults participated in two picture description tasks while their eye movements were recorded. Word-level linguistic variables were used to assess informativeness (Correct Information Units per minute) and productivity (noun and verb counts per utterance) of connected speech production. Eye-movement measures were employed to evaluate real-time cognitive processing associated with planning connected speech (pre-speech fixation counts and durations; eye fixations before the speech onset of each utterance).
    UNASSIGNED: The findings revealed age-related declines in linguistic measures, with older adults exhibiting decreased CIUs per minute and smaller counts of nouns and verbs per utterance. Age-related changes in eye movement measures were evident in that older adults displayed longer pre-speech fixation durations. Unlike younger adults, older adults exhibited higher pre-speech fixation counts on the Han River picture compared to the Beach picture, suggesting cognitive challenges in performing the task that requires producing more words and detailed descriptions. These results suggest that aging is associated with reduced informativeness and productivity of connected speech, as well as a decline in cognitive processing efficiency.
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  • 文章类型: Journal Article
    最先进的眼睛跟踪器通过测量和解释人们阅读文本时的注视路径,为诊断阅读问题提供有价值的信息。视野缺陷等异常情况,然而,可能会严重混淆当今大多数现有的解读阅读凝视模式的方法。我们的目标是研究视野缺陷如何影响阅读凝视路径模式,因此,这种神经病理学的影响可以明确地纳入更全面的阅读诊断方法中。横截面,非随机化,设计了包括45名患有各种神经系统疾病的患者和30名正常对照的初步临床研究。参与者使用两个单词和数字阅读测试进行了眼科/神经心理学和眼动仪检查。结果表明,使用眼动仪表明,患有脑损伤和视野改变的患者需要更多的时间来完成阅读文本测试,方法是固定更多的次数(p<0.001);固定时间更长(p=0.03);这些患者的扫视次数更多(p=0.04)。我们的研究表明,抱怨阅读困难的神经系统疾病和视野改变的患者在眼球运动特征方面存在客观差异。这些发现应被视为偏见因素,值得进一步调查。
    State-of-the-art eye trackers provide valuable information for diagnosing reading problems by measuring and interpreting people\'s gaze paths as they read through text. Abnormal conditions such as visual field defects, however, can seriously confound most of today\'s existing methods for interpreting reading gaze patterns. Our objective was to research how visual field defects impact reading gaze path patterns, so the effects of such neurological pathologies can be explicitly incorporated into more comprehensive reading diagnosis methodologies. A cross-sectional, non-randomized, pilot clinical study including 45 patients with various neurologic disorders and 30 normal controls was designed. Participants underwent ophthalmologic/neuropsychologic and eye-tracker examinations using two reading tests of words and numbers. The results showed that the use of the eye tracker showed that patients with brain damage and an altered visual field require more time to complete a reading-text test by fixating a greater number of times (p < 0.001); with longer fixations (p = 0.03); and a greater number of saccades in these patients (p = 0.04). Our study showed objective differences in eye movement characteristics in patients with neurological diseases and an altered visual field who complained of reading difficulties. These findings should be considered as a bias factor and deserve further investigation.
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  • 文章类型: Journal Article
    直升机的飞行安全是整个飞机运行安全管理的一个重要方面,特别是在需要自动滑行的发动机故障期间,这使得飞行员成功降落直升机极具挑战性。在这项研究中,在这种情况下,我们评估了直升机飞行员的工作量和注意力分配。在实验中,直升机飞行模拟器被用来模拟水平飞行,然后自动滑翔,将这两个阶段划分为数据收集的时间段。首先,使用热图和扫视序列图可视化数据,同时对眼动指标(如峰值和标准差)的变化进行统计分析。最后,通过标准间相关性(CRITIC)方法的标准用于计算每个感兴趣区域的权重系数.该评估系统进一步用于分析和比较两个阶段中眼动数据和对感兴趣区域的关注的变化。结果显示固定时间较短,但在自转滑行阶段有更大的固定数量。Further,平均瞳孔直径在比水平飞行更大的范围内变化(在水平飞行中,平均值为5.229毫米,标准偏差为0.059mm;在自动滑行中,相应的值分别为5.326mm和0.126mm,分别)。对于转速表,权重系数与热图的颜色相匹配(2.7%,水平飞行时无色,但在自动滑行期间为23.8%和红色),而在两个阶段之间,空速指示器和前向视图的差异很大。这种差异源于这样一个事实,即在自动滑行过程中,飞行员优先监测飞机旋转速度和姿态,特别关注前瞻性观点,转子转速,和空速,与水平飞行期间相比,注意力分布更加集中。这些结果证实了自动滑翔着陆期间飞行员工作量的显着增加,同时观察到从水平飞行期间的低频长凝视时间到自动滑行期间的高频短凝视时间的转变。此外,飞行员将81%的注意力集中在转速表上,空速指示器,和前瞻性观点。采用这种策略可以提高飞行员的着陆成功率,并为飞行学生提供有价值的培训建议,以防止直升机失去动力时的着陆失败。
    Flight safety in helicopters is a critical aspect of overall aircraft operational safety management, particularly during engine failures requiring autorotative glide, which makes it extremely challenging for the pilot to land the helicopter successfully. In this study, we evaluated the workload and attention allocation of helicopter pilots under such circumstances. In the experiment, a helicopter flight simulator was used to simulate level flight followed by autorotative glide, with the two phases divided into time segments for data collection. First, the data were visualized using heat maps and saccade sequence diagrams, while changes in eye movement metrics (such as peak value and standard deviation) were statistically analyzed. Finally, the criteria through the inter-criteria correlation (CRITIC) method was used to calculate the weight coefficient for each area of interest. This evaluation system was further applied to analyze and compare the changes in eye-movement data and attention to areas of interest during the two phases. The results revealed a shorter fixation duration, but a greater fixation number during the autorotative glide phase. Further, the mean pupil diameter changed over a larger range than during level flight (in level flight, the mean was 5.229 mm, while the standard deviation was 0.059 mm; in autorotative glide the corresponding values were 5.326 mm and 0.126 mm, respectively). For the tachometer, the weight coefficient matched the color of the heat map (2.7 % and colorless during level flight, but 23.8 % and red during autorotative glide), while those for the airspeed indicator and forward view differed significantly between the two phases. This discrepancy stemmed from the fact that during autorotative glide, the pilots prioritized monitoring aircraft rotation speed and attitude, with a particular focus on the forward view, rotor speed, and airspeed, resulting in a more concentrated attention distribution compared to that achieved during level flight. These results confirmed a significant increase in pilot workload during autorotative glide landing, while a shift was observed from low-frequency long gaze time during level flight to high-frequency short gaze time during autorotative glide. Furthermore, the pilots allocated 81 % of their attention to the tachometer, airspeed indicator, and forward views. Adopting this strategy can improve pilots\' landing success and provide flight students with valuable training advice to prevent landing failures when helicopters lose power.
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  • 文章类型: Journal Article
    背景:眼动追踪技术不仅揭示了注视时视觉信息的获取,而且有可能揭示学习使用多功能假手所涉及的潜在认知过程。它还揭示了在标准化任务和自我选择任务期间观察到的凝视行为。该研究的目的是探索在假肢康复中两个不同时间点使用眼动跟踪来跟踪多功能手的学习进度。
    方法:三名截肢者接受了具有新控制策略的多功能手的控制训练。首先收集控制训练的详细描述。他们戴着TobiiPro2眼动眼镜,在一天的训练和一年的随访中(由于插座问题,随访中缺少受试者3的数据)后,执行了一组标准化任务(要求每个任务切换到不同的手柄)。他们还执行了自己选择的任务(可以自由地对任何物体使用任何抓地力),并被指示以他们通常在家中的方式执行任务。使用TobiiProLab分析了凝视覆盖的视频,并提取了以下指标:固定持续时间,扫视幅度,眼手延迟,固定计数和第一次固定的时间。
    结果:在控制训练期间,受试者学会了3到4个握把。有些抓握更容易,而其他人则更加困难,因为他们忘记或混淆了转换策略。在为期一年的随访中,性能时间的减少,固定持续时间,眼手延迟,在受试者1和2中观察到固定计数,表明控制多功能手的能力得到改善,认知负荷减少。在两个受试者中都观察到扫视幅度增加,这表明控制假手的难度降低了。在标准化任务期间,所有三个受试者的第一次固定都在所有对象的多功能手上。在自己选择的任务中,最初的注视主要是首先在物体上。
    结论:来自对照训练的定性数据和来自临床标准化任务的定量眼动追踪数据为学习控制多功能手的认知加工提供了丰富的探索。许多假肢使用者更喜欢多功能手,通过这项研究,我们证明了具有可靠评估方法的有针对性的假肢训练方案将有助于为测量多功能手的功能益处奠定基础。
    BACKGROUND: Eye tracking technology not only reveals the acquisition of visual information at fixation but also has the potential to unveil underlying cognitive processes involved in learning to use a multifunction prosthetic hand. It also reveals gaze behaviours observed during standardized tasks and self-chosen tasks. The aim of the study was to explore the use of eye tracking to track learning progress of multifunction hands at two different time points in prosthetic rehabilitation.
    METHODS: Three amputees received control training of a multifunction hand with new control strategy. Detailed description of control training was collected first. They wore Tobii Pro2 eye-tracking glasses and performed a set of standardized tasks (required to switch to different grips for each task) after one day of training and at one-year-follow-up (missing data for Subject 3 at the follow up due to socket problem). They also performed a self-chosen task (free to use any grip for any object) and were instructed to perform the task in a way how they would normally do at home. The gaze-overlaid videos were analysed using the Tobii Pro Lab and the following metrics were extracted: fixation duration, saccade amplitude, eye-hand latency, fixation count and time to first fixation.
    RESULTS: During control training, the subjects learned 3 to 4 grips. Some grips were easier, and others were more difficult because they forgot or were confused with the switching strategies. At the one-year-follow-up, a decrease in performance time, fixation duration, eye-hand latency, and fixation count was observed in Subject 1 and 2, indicating an improvement in the ability to control the multifunction hand and a reduction of cognitive load. An increase in saccade amplitude was observed in both subjects, suggesting a decrease in difficulty to control the prosthetic hand. During the standardized tasks, the first fixation of all three subjects were on the multifunction hand in all objects. During the self-chosen tasks, the first fixations were mostly on the objects first.
    CONCLUSIONS: The qualitative data from control training and the quantitative eye tracking data from clinical standardized tasks provided a rich exploration of cognitive processing in learning to control a multifunction hand. Many prosthesis users prefer multifunction hands and with this study we have demonstrated that a targeted prosthetic training protocol with reliable assessment methods will help to lay the foundation for measuring functional benefits of multifunction hands.
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  • 文章类型: Journal Article
    背景:眼动追踪技术可用于研究团队合作过程中的人为因素。
    目的:这项工作旨在比较作为团队领导和管理气道的团队成员的视觉注意力(VA),与团队成员在有专门的团队领导的情况下执行专注的气道管理任务相比。这项工作还旨在报告团队绩效的差异,行为技能,以及使用经过验证的工具在两组之间的工作量。
    方法:我们进行了基于模拟的,试点随机对照研究。参与者包括儿科志愿者,执业护士,新生儿护士。组成了由四名团队成员组成的三个团队。每个小组以随机顺序参加两个相同的新生儿复苏模拟方案,一次有,一次没有团队领导。使用市售的眼睛跟踪设备,我们分析了VA对(1)人体模型的关注,(2)同事,(3)监视器。在两次模拟中,只有作为气道操作员的受训者才会戴上眼动眼镜。
    结果:总计,分析了6种模拟情景和24种个人角色分配。没有团队领导能力的参与者对人体模型和监视器的总关注更多,虽然这并不重要。团队绩效没有显着差异,行为技能,和个人工作量。据报道,没有团队负责人的参与者对身体的需求明显更高。在汇报期间,所有团队都表示希望有一个敬业的团队领导。
    结论:在我们使用低成本技术的试点研究中,我们无法在团队负责人在场的情况下证明VA的差异。
    BACKGROUND: Eye-tracking technology could be used to study human factors during teamwork.
    OBJECTIVE: This work aimed to compare the visual attention (VA) of a team member acting as both a team leader and managing the airway, compared to a team member performing the focused task of managing the airway in the presence of a dedicated team leader. This work also aimed to report differences in team performance, behavioural skills, and workload between the two groups using validated tools.
    METHODS: We conducted a simulation-based, pilot randomised controlled study. The participants included were volunteer paediatric trainees, nurse practitioners, and neonatal nurses. Three teams consisting of four team members were formed. Each team participated in two identical neonatal resuscitation simulation scenarios in a random order, once with and once without a team leader. Using a commercially available eye-tracking device, we analysed VA regarding attention to (1) a manikin, (2) a colleague, and (3) a monitor. Only the trainee who was the airway operator would wear eye-tracking glasses in both simulations.
    RESULTS: In total, 6 simulation scenarios and 24 individual role allocations were analysed. Participants in a no-team-leader capacity had a greater number of total fixations on manikin and monitors, though this was not significant. There were no significant differences in team performance, behavioural skills, and individual workload. Physical demand was reported as significantly higher by participants in the group without a team leader. During debriefing, all the teams expressed their preference for having a dedicated team leader.
    CONCLUSIONS: In our pilot study using low-cost technology, we could not demonstrate the difference in VA with the presence of a team leader.
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  • 文章类型: Journal Article
    背景:缺血性卒中(IS)通常会导致认知和运动障碍。这项研究旨在调查记忆引导扫视任务(MGST)是否可用于评估中风患者的认知功能。
    方法:对62例幕上IS患者进行了二次数据分析。MGST的眼动追踪指标与已建立的神经心理学评估相关,包括蒙特利尔认知评估(MoCA)和医院焦虑和抑郁量表(HADS)。
    结果:年龄与记忆引导的扫视(MGS)准确性呈负相关(ρ=-0.274),与后期错误呈正相关(ρ=0.327)。较高的蒙特利尔认知评估(MoCA)得分与较快的矫正扫视相关(ρ=0.259)。焦虑(HADS-A)和抑郁(HADS-D)水平的增加与较高的早期错误率相关(分别为ρ=0.325和ρ=0.311)。颜色轨迹测试和数字跨度测试性能也与各种MGS参数相关。
    结论:虽然在认知测量和眼动追踪指标之间发现了一些相关性,在更同质的卒中人群中,需要进一步研究来验证MGST作为认知评估工具的有效性.
    BACKGROUND: Ischemic stroke (IS) often leads to cognitive and motor impairments. This study aimed to investigate whether Memory-Guided Saccade Tasks (MGSTs) could be used to assess cognitive function in stroke patients.
    METHODS: A secondary data analysis was conducted on 62 individuals with supratentorial IS. Eye-tracking metrics from MGST were correlated with established neuropsychological assessments, including the Montreal Cognitive Assessment (MoCA) and Hospital Anxiety and Depression Scale (HADS).
    RESULTS: Age correlated negatively with memory-guided saccade (MGS) accuracy (ρ = -0.274) and positively with late errors (ρ = 0.327). Higher Montreal Cognitive Assessment (MoCA) scores were associated with faster corrective saccades (ρ = 0.259). Increased anxiety (HADS-A) and depression (HADS-D) levels correlated with higher early error rates (ρ = 0.325 and ρ = 0.311, respectively). The Color Trails Test and Digit Span test performance also correlated with various MGS parameters.
    CONCLUSIONS: While some correlations were found between cognitive measures and eye-tracking metrics, further research is needed to validate MGST as a tool for cognitive assessment in a more homogenous stroke population.
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  • 文章类型: Journal Article
    人类经验的一个关键方面是我们不断的思想流。这些想法可以大致分为多个维度,它们对情绪有不同的影响,幸福,和生产力。虽然过去的文献经常在实验任务中发现与特定思维维度(任务相关性)相关的眼球运动,很少有研究确定这些不同的思维维度是否可以通过自然任务中的动眼活动来分类。采用思想抽样,眼动追踪,和机器学习,我们评估了九个思维维度的分类(任务相关性,自由移动,粘性,目标直接性,内部-外部取向,自我定位,其他人的取向,视觉模态,和听觉模态)在自我选择的计算机任务期间,对7名参与者进行了7天的记录。我们的分析基于63小时的记录中总共1715个思想探针。思想维度的自动二类分类是基于从眼动测量中提取的统计特征,包括固定和扫视。这些特征都作为随机森林(RF)分类器的输入,然后通过基于粒子群优化(PSO)的分类器性能最佳特征子集的选择进行改进。来自基于PSO的RF分类器的跨思想维度的平均马修斯相关系数(MCC)值范围为0.25至0.54,表明跨参与者的所有九个思想维度中的高于机会水平的表现,并且与没有特征选择的RF分类器相比,提高了表现。我们的发现强调了机器学习方法与眼动测量相结合的潜力,可以实时预测自然持续的思想。特别是在生态有效的环境中。
    One key aspect of the human experience is our ongoing stream of thoughts. These thoughts can be broadly categorized into various dimensions, which are associated with different impacts on mood, well-being, and productivity. While the past literature has often identified eye movements associated with a specific thought dimension (task-relatedness) during experimental tasks, few studies have determined if these various thought dimensions can be classified by oculomotor activity during naturalistic tasks. Employing thought sampling, eye tracking, and machine learning, we assessed the classification of nine thought dimensions (task-relatedness, freely moving, stickiness, goal-directedness, internal-external orientation, self-orientation, others orientation, visual modality, and auditory modality) across seven multi-day recordings of seven participants during self-selected computer tasks. Our analyses were based on a total of 1715 thought probes across 63 h of recordings. Automated binary-class classification of the thought dimensions was based on statistical features extracted from eye movement measures, including fixation and saccades. These features all served as input into a random forest (RF) classifier, which was then improved with particle swarm optimization (PSO)-based selection of the best subset of features for classifier performance. The mean Matthews correlation coefficient (MCC) values from the PSO-based RF classifier across the thought dimensions ranged from 0.25 to 0.54, indicating above-chance level performance in all nine thought dimensions across participants and improved performance compared to the RF classifier without feature selection. Our findings highlight the potential of machine learning approaches combined with eye movement measures for the real-time prediction of naturalistic ongoing thoughts, particularly in ecologically valid contexts.
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