Visual search pattern

  • 文章类型: Journal Article
    眼动追踪已经使用了几十年来试图理解个体的认知过程。从内存访问到解决问题再到决策,这种洞察力有可能改善工作流程和教育学生成为相关领域的专家。直到最近,显微镜在病理学中的传统使用使得眼睛追踪异常困难。然而,从传统显微镜到数字全幻灯片图像的病理学数字革命允许进行新的研究和信息学习关于病理学家的视觉搜索模式和学习经验。这有望使病理学教育更加高效和引人入胜,最终创造出更强大、更熟练的病理学家。这篇关于病理学眼动追踪的评论的目的是表征和比较病理学家的视觉搜索模式。使用“病理学”和“眼动追踪”同义词搜索PubMed和WebofScience数据库。截至2023年,共发表了22篇相关全文文章,并将其纳入本综述。进行主题分析,将每项研究组织成10个主题中的一个或多个,以表征病理学家的视觉搜索模式:(1)经验的影响,(2)固定,(3)缩放,(4)平移,(5)扫视,(6)瞳孔直径,(7)口译时间,(8)战略,(9)机器学习,(10)教育。专家病理学家被发现有更高的诊断准确性,更少的关注,与经验较少的病理学家相比,解释时间更短。Further,关于病理学中的眼动追踪的文献表明,有几种用于数字病理图像诊断解释的视觉策略,但没有证据表明有优越的策略.还探索了眼动追踪在病理学中的教育意义,但是教新手如何以专家身份进行搜索的效果尚不清楚。在这篇文章中,简要讨论了眼动追踪在病理学中的主要挑战和前景,以及它们对该领域的影响。
    Eye tracking has been used for decades in attempt to understand the cognitive processes of individuals. From memory access to problem-solving to decision-making, such insight has the potential to improve workflows and the education of students to become experts in relevant fields. Until recently, the traditional use of microscopes in pathology made eye tracking exceptionally difficult. However, the digital revolution of pathology from conventional microscopes to digital whole slide images allows for new research to be conducted and information to be learned with regards to pathologist visual search patterns and learning experiences. This has the promise to make pathology education more efficient and engaging, ultimately creating stronger and more proficient generations of pathologists to come. The goal of this review on eye tracking in pathology is to characterize and compare the visual search patterns of pathologists. The PubMed and Web of Science databases were searched using \'pathology\' AND \'eye tracking\' synonyms. A total of 22 relevant full-text articles published up to and including 2023 were identified and included in this review. Thematic analysis was conducted to organize each study into one or more of the 10 themes identified to characterize the visual search patterns of pathologists: (1) effect of experience, (2) fixations, (3) zooming, (4) panning, (5) saccades, (6) pupil diameter, (7) interpretation time, (8) strategies, (9) machine learning, and (10) education. Expert pathologists were found to have higher diagnostic accuracy, fewer fixations, and shorter interpretation times than pathologists with less experience. Further, literature on eye tracking in pathology indicates that there are several visual strategies for diagnostic interpretation of digital pathology images, but no evidence of a superior strategy exists. The educational implications of eye tracking in pathology have also been explored but the effect of teaching novices how to search as an expert remains unclear. In this article, the main challenges and prospects of eye tracking in pathology are briefly discussed along with their implications to the field.
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  • 文章类型: Journal Article
    本研究试图探讨当遇到不同类型的危险时,睡眠不足对出租车司机的视觉搜索模式和危险响应时间的影响。采用了两个(驱动组:睡眠剥夺或对照)×两个(危险类型:隐性危险或明显危险)混合实验设计。共招募了60名司机,其中一半是睡眠不足组,一半是对照组。向参与者展示了经过验证的基于视频的危险感知测试,该测试包含从驾驶员角度拍摄的秘密危险(12个视频剪辑)或公开危险(12个视频剪辑)。参与者被指示一旦发现可能导致事故的潜在危险情况,就迅速点击鼠标左键。记录参与者的反应时间和相对于危险的眼球运动。与对照组相比,睡眠不足组的反应时间明显更长,并且需要更长的时间来首次关注隐性危害,而他们对明显危险的反应时间比对照组短。睡眠不足的驾驶员的第一次固定持续时间比对照组的明显危险更长,而对于隐蔽危险,两个驾驶员组的第一次固定持续时间相似。睡眠不足会影响视觉搜索模式和对危险的响应时间,睡眠不足的不利影响与隐性危害有关。研究结果对于分类和评估高风险出租车司机的危险感知能力可能受到睡眠不足的影响具有一定的意义。
    The present study attempted to explore the effects of sleep deprivation on the visual search patterns and hazard response times of taxi drivers when they encountered different types of hazards. A two (driver groups: sleep deprivation or control) × two (hazard types: covert hazard or overt hazard) mixed experimental design was employed. A total of 60 drivers were recruited, half of whom were in the sleep-deprived group and half of whom were in the control group. A validated video-based hazard perception test that either contained covert hazards (12 video clips) or overt hazards (12 video clips) filmed from the drivers\' perspective was presented to participants. Participants were instructed to click the left mouse button quickly once they detected a potentially dangerous situation that could lead to an accident. Participants\' response time and eye movements relative to the hazards were recorded. The sleep-deprived group had a significantly longer response time and took a longer time to first fixate on covert hazards than the control group, while they had a shorter response time to overt hazards than the control group. The first fixation duration of sleep-deprived drivers was longer than that of the control group for overt hazards, while the duration of the first fixation of the two driver groups was similar for covert hazards. Sleep deprivation affects the visual search patterns and response times to hazards, and the adverse effects of sleep deprivation were worse in relation to covert hazards. The findings have some implications for classifying and evaluating high-risk taxi drivers whose hazard perception ability might be affected by insufficient sleep.
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