This document discusses using eye tracking tests to detect cognitive impairment. It begins by defining cognitive impairment and explaining its prevalence and costs. It then describes how eye trackers work by tracking eye movements and gaze. Analysis of eye tracking data can reveal indicators of cognitive impairment, such as slower reading speed, difficulty recognizing objects, and increased pupil dilation during visual tasks. However, eye movements alone do not provide full context of cognitive processes and have limitations in inferring specific cognitive events. Overall, eye tracking shows promise as a method for detecting cognitive impairment.
Machine learning approach to mild cognitive impairment diagnosis via electroe...M Osman
Patrick Williams, Austin white, ruby merino, sonya hardin, chris Mizelle & Sunghan kim
Biomedical instrumentation & data Analysis Lab
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At Summit Medical Center, we currently specialize in providing a wide variety of ophthalmology procedures. Find out what it is that we specialize in and what each specialty entails.
Machine learning approach to mild cognitive impairment diagnosis via electroe...M Osman
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At Summit Medical Center, we currently specialize in providing a wide variety of ophthalmology procedures. Find out what it is that we specialize in and what each specialty entails.
Predictive Analytics: It's The Intervention That MattersHealth Catalyst
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Predictive Analytics: It's The Intervention That MattersHealth Catalyst
In this two-part webinar, get the detailed knowledge you need to make informed decisions about adopting predictive analytics in healthcare so you can separate today's hype from reality. In part 1, you'll learn key learnings from Dale Sanders including 1) our fixation on predictive analytics in readmissions, 2) the common trap of predictions without interventions, 3) the common misconceptions of correlations verses causation, 4) examples of predictions without algorithms, and 5) the importance of putting the basics first.
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Some types of studies require unblinded personnel at the site and a matching unblinded monitoring and study management team. This presentation provides a little background on blinding and then reviews best practices for unblinding.
Low vision rehabilitation in patients with retinal dystrophyAmrit Pokharel
The presentation I have made and uploaded provides you with an in-depth insight into the rehabilitation of patients with retinal dystrophy on the part of LOW VSION. It also details the features the patients present with and specific tests that are launched.
The author does not assume responsibility or legal liability for any errors in the text or for the misuse or misapplication of material in this work.
No copyright infringement, or plagiarism intended.
Amrit Pokharel
Cognitive changes have been a defining feature of Sz since onset. A lot of research has been done in understanding these changes and its implication in developing novel methods of treatments. This ppt summarises the cognitive changes occurring in the brain.
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...James Anderson
Effective Application Security in Software Delivery lifecycle using Deployment Firewall and DBOM
The modern software delivery process (or the CI/CD process) includes many tools, distributed teams, open-source code, and cloud platforms. Constant focus on speed to release software to market, along with the traditional slow and manual security checks has caused gaps in continuous security as an important piece in the software supply chain. Today organizations feel more susceptible to external and internal cyber threats due to the vast attack surface in their applications supply chain and the lack of end-to-end governance and risk management.
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Speakers:
Bob Boule
Robert Boule is a technology enthusiast with PASSION for technology and making things work along with a knack for helping others understand how things work. He comes with around 20 years of solution engineering experience in application security, software continuous delivery, and SaaS platforms. He is known for his dynamic presentations in CI/CD and application security integrated in software delivery lifecycle.
Gopinath Rebala
Gopinath Rebala is the CTO of OpsMx, where he has overall responsibility for the machine learning and data processing architectures for Secure Software Delivery. Gopi also has a strong connection with our customers, leading design and architecture for strategic implementations. Gopi is a frequent speaker and well-known leader in continuous delivery and integrating security into software delivery.
"Impact of front-end architecture on development cost", Viktor TurskyiFwdays
I have heard many times that architecture is not important for the front-end. Also, many times I have seen how developers implement features on the front-end just following the standard rules for a framework and think that this is enough to successfully launch the project, and then the project fails. How to prevent this and what approach to choose? I have launched dozens of complex projects and during the talk we will analyze which approaches have worked for me and which have not.
The Art of the Pitch: WordPress Relationships and SalesLaura Byrne
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But there’s more:
In a second workflow supporting the same use case, you’ll see:
Your campaign sent to target colleagues for approval
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Are you looking to streamline your workflows and boost your projects’ efficiency? Do you find yourself searching for ways to add flexibility and control over your FME workflows? If so, you’re in the right place.
Join us for an insightful dive into the world of FME parameters, a critical element in optimizing workflow efficiency. This webinar marks the beginning of our three-part “Essentials of Automation” series. This first webinar is designed to equip you with the knowledge and skills to utilize parameters effectively: enhancing the flexibility, maintainability, and user control of your FME projects.
Here’s what you’ll gain:
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- Practical Applications in FME Form: Delve into key user parameter types including choice, connections, and file URLs. Allow users to control how a workflow runs, making your workflows more reusable. Learn to import values and deliver the best user experience for your workflows while enhancing accuracy.
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Don’t miss this opportunity to elevate your FME expertise and drive your projects to new heights of efficiency.
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Watch this recorded webinar about real-time monitoring of application performance. See how to integrate Apache JMeter, the open-source leader in performance testing, with InfluxDB, the open-source time-series database, and Grafana, the open-source analytics and visualization application.
In this webinar, we will review the benefits of leveraging InfluxDB and Grafana when executing load tests and demonstrate how these tools are used to visualize performance metrics.
Length: 30 minutes
Session Overview
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During this webinar, we will cover the following topics while demonstrating the integrations of JMeter, InfluxDB and Grafana:
- What out-of-the-box solutions are available for real-time monitoring JMeter tests?
- What are the benefits of integrating InfluxDB and Grafana into the load testing stack?
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https://www.rttsweb.com/jmeter-integration-webinar
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https://alandix.com/academic/papers/synergy2024-epistemic/
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2. AGENDA
What is Cognitive Impairment?
What is Eye-Tracking?
Interpretation of Eye Tracking Data
The Relationship between Eye Tracking & Cognitive Processes
Indicators of Cognitive Impairment through Eye Tracking
Example of an Eye Tracking Test
Limitations
3. WHY SHOULD WE CARE?
• Cognitive impairment is when a person has trouble remembering, learning new
things, concentrating, or making decisions that affect their everyday life.
• More than 16 million people in the United States are living with cognitive
impairment
• Age is the greatest risk factor for cognitive impairment
• Cognitive impairment is costly. People with cognitive impairment report more than
three times as many hospital stays as individuals who are hospitalized for some
other condition
• Individuals may reduce the risk of cognitive impairment by keeping physically active
and maintaining healthy cholesterol and blood sugar levels
4. WHAT IS EYE – TRACKING?
• In the simplest terms, eye tracking is the measurement of eye activity
• Eye tracking data is collected using either a remote or head-mounted ‘eye tracker’
connected to a computer
• generally include two common components: a light source and a camera. The light
source (usually infrared) is directed toward the eye. The camera tracks the reflection
of the light source along with visible ocular features such as the pupil.
• This data is used to extrapolate the rotation of the eye and ultimately the direction
of gaze
5.
6. INTERPRETATION OF EYE TRACKING
DATA
Most Common Method:
• analyze the visual path of one or more participants across an interface such as a
computer screen.
• Each eye data observation is translated into a set of pixel coordinates.
• From there, the presence or absence of eye data points in different screen areas can
be examined
• This type of analysis is used to determine which features are seen, when a particular
feature captures attention, how quickly the eye moves, what content is overlooked
and virtually any other gaze-related question
7. THE RELATION BETWEEN EYE TRACKING
& COGNITIVE PROCESSES
• Eye movements in reading have long been a focus of research because of the
regularity of fixation patterns and the tight link between fixations and
comprehension (Rayner, 1998).
• The fixation patterns on a picture were fundamentally different when observers were
trying to answer different questions about the picture (Yarbus,1967)
8. INDICATORS OF COGNITIVE
IMPAIRMENT THROUGH EYE TRACKING
Some studies have been showing that patients with MCI:
• Have difficulty processing color information (http://www.ncbi.nlm.nih.gov/pubmed/10838150/)
• Demonstrate slow pursuit movements (http://www.ncbi.nlm.nih.gov/pubmed/3340292/)
• Show reduced contrast sensitivity (http://www.ncbi.nlm.nih.gov/pubmed/15842071/)
• Decreased reading speed (http://www.ncbi.nlm.nih.gov/pubmed/15842071/ )
• Impaired face or object recognition
(http://www.ncbi.nlm.nih.gov/pubmed/17941352/)
• Increased pupil dilation during a visual search, indicating increased effort
(http://www.ncbi.nlm.nih.gov/pubmed/19595301/ )
9.
10. LIMITATIONS
• Fixations do not reveal much more than that the observer attended to these
locations
• Fixation duration is thought to correspond to cognitive processing ease or difficulty
but in scene perception research, out of context objects generate longer fixations
• The experimenter has little control of, and does not know, what the observer is
doing, and consequently inferences are limited.
• Therefore a given cognitive event might reliably lead to a particular fixation, the
fixation itself does not uniquely specify the cognitive event. (Viviani, 1990)
11. REFERENCES
• Centers for Disease Control & Prevention. (2011). Cognitive Impairment: A Call for Action
Now! Centers for Disease Control & Prevention.
• Pereira, M. L., Camargo, M. v., Aprahamian, I., & Forlenza, O. V. (2014). Eye movement
analysis and cognitive processing: detecting indicators of conversion to Alzheimer’s disease.
Neuropsychiatric Disease & Treatment.
• Rayner, K. (1998). Eye Movements in Reading & Information Processing: 20 years of research.
Psychological Bulletin.
• Yarbus, A. L. (1967). Eye Movements During Perception of Complex Objects. In A. L. Yarbus,
Eye Movements & Vision (pp. 171-211). Springer.
Editor's Notes
http://www.cdc.gov/aging/pdf/cognitive_impairment/cogimp_poilicy_final.pdfCognitive impairment ranges from mild to severe. With mild impairment, people may begin to notice changes in cognitive functions, but still be able to do their everyday activities. Severe levels of impairment can lead to losing the ability to understand the meaning or importance of something and the ability to talk or write, resulting in the inability to live independently.
as the Baby Boomer generation passes age 65, the number of people living with cognitive impairment is expected to jump dramatically. An estimated 5.1 million Americans aged 65 years or older may currently have Alzheimer’s disease, the most well-known form of cognitive impairment; this number may rise to 13.2 million by 2050.
Where do we look? What do we ignore? When do we blink? How does the pupil react to different stimuli? The concept is basic, but the process and interpretation can be quite complex. (http://www.eyetracking.com/About-Us/What-Is-Eye-Tracking)
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4096446/
Size of Green Circle is determined by duration of fixation
Number represents sequence of Eye Functions