Tag: Research

ACSHF Forum: Chikondi Sepula & Blessings Hwaca

The Department of Cognitive and Learning Sciences will host Chikondi Sepula & Blessings Hwaca from Rhodes University at the next Applied Cognitive Science and Human Factors forum.

There will be two presentations from 2:00 to 3:00 p.m. Monday October 16 via Zoom from Grahamstown, South Africa.

Title: Exploring the Development of Computational Thinking Skills among Pre-Service Teachers through Visual Programming: An Interventionist Case Study
Abstract:
Due to its profound cognitive effect on learners, computational thinking (CT) has gained significant attention and has been increasingly integrated into primary and secondary education worldwide. The integration of CT into educational curricula offers several benefits, including improved learning outcomes, enhanced problem-solving abilities, and the development of skills necessary for the digital landscape of the 21st century. Reflecting this global trend, South Africa introduced CT in primary schools through a dedicated subject called “coding and robotics” in 2023. However, as cited in other contexts, teacher upskilling is a primary challenge faced in successfully integrating CT in South Africa. Many teachers lack the necessary skills to effectively teach this new subject. Recognizing this gap, I was motivated to explore the development of CT skills with pre-service teachers using visual programming. This study will be underpinned by the social-cultural theory (SCT) of Lev Vygotsky. Informed by this theory, the intervention will be guided by a professional development (PD) model called “Code, Connect, Create” and a pedagogical model known as “Use, Modify, Create”. The study will be carried out within the Education Department at Rhodes University. All first-year pre-service teachers who are willing to participate from within the department will be included in the intervention. Data will be collected through the CT Reflective tools, semi-structured interviews, focus-group discussions, and reflective journals. The CT framework proposed by Brennan & Resnick (2012) will be used as a lens to facilitate and assess CT development among the pre-service teachers as a result of the intervention. An evaluative interpretivist case study methodology will be employed in this study, as it allows the detailing of contextual effects of the visual programming approach, as well as enabling and constraining factors that should be considered when developing CT with visual programming.

Title: Working with Secondary School Educators’ on the development of Computational Thinking through lesson planning

Abstract:
Computational Thinking (CT) is a cognitive skill that helps learners to think logically and creatively, becoming more popular as well as necessary at all levels of education globally. By introducing CT into curriculum design and lesson activities, educators together with their learners can benefit in many ways such as effective problem-solving, better learning outcomes, and more holistic preparation for the digital challenges of the 21st century. Two of the obstacles cited in South African STEM Education are the lack of skilled teachers and low interest of learners in the former, which warrants the need for more support and focus from different actors. Since CT is not only for STEM subjects but also for any discipline or challenge, thus educators who understand computational thinking can help students use their skills in different situations and contexts and encourage them to think logically and systematically. As a scholar, I am inspired to investigate how we can promote the development of CT during lesson planning by selected secondary school educators. The intervention study will be carried out with ten educators in Makhanda, Eastern Cape province. The Pattern Recognition, Abstraction, Decomposition, and Algorithms (PRADA) and Vygotsky Social Cultural theory will be used as theoretical frameworks. The data will be collected through Workshops, Journal reflection, Interviews, and Focus Group discussions.

SPEAK Resilience receives Curriculum Innovation Award

The Tech Forward Initiative on Sustainability and Resilience (ISR) has recently announced the Spring 2023 awardees for Curriculum Innovation. The awards, ranging from $5,000 to $7,000, will fund three diverse projects that align with Michigan Tech’s mission to bring long-lasting changes in educational offerings. One of the three projects awarded was SPEAK Resilience (Sustainability, Psychology, Ecology, Arts, Kultur), with principal investigators Lisa Gordillo (VPA), Tara Bal (CFRES), and Sam Smith (CLS). 

SPEAK Resilience will be an interdisciplinary sustainability program for Michigan Tech students to study in Björkö-Arholma, Sweden. The program will include a collection of four courses: one each in psychology, ecology, and the arts; and one interdisciplinary course team-taught by the faculty co-PIs. The co-PIs will develop a program that draws on each of their specialties to create immersive, interdisciplinary curricula. 

The theme of interdependence between humans and the natural world will be incorporated into each course, viewed through various lenses to tackle sustainability, resilience, and community engagement. This approach will provide a comprehensive and interdisciplinary field experience.

Students will learn about natural resource management and sustainable ways to interact with local ecosystems; ways that cognitive processing may predispose unsustainable behaviors and how to change them; and ways that art and educational interventions can enhance community engagement with environmental stewardship. The program’s themes will be enriched by the unique perspectives offered by Swedish culture, which is of significant importance to the overall experience.

Research behind the Curriculum

Co-PI Lisa Gordillo is the artist-in-residence for Michigan Tech’s College of Forest Resources and Environmental Sciences, and was an artist-in-residence in Björkö-Arholma, Sweden in 2022. During that time, she established partnerships with Swedish schools, communities, and arts organizations such as Väddö Folkhögskola and Björkö Kunstnod. These partners will collaborate to develop community projects related to sustainability during the program. 

Gordillo’s research uses art to connect people and landscape, and to create community engagement opportunities. Co-PI Tara Bal‘s research on forest health, which involves investigating the effects of human activity on forest landscapes, and aligns with the program’s theme of interdependence between humans and the natural world. Co-PI Samantha Smith is examining the impact of environmental factors on attention and cognitive processing, as well as how these factors influence human behavior.

Lisa Gordillo
Lisa Gordillo, Associate Professor, Visual and Performing Arts

SPEAK Resilience is part of Gordillo’s larger community-arts project, Sister Forests, which connects the forests of Björkö-Arholma Sweden with those of the Keweenaw. The innovative program SPEAK Resilience will provide students with invaluable experiences to understand and address sustainability issues, resilience, and community engagement through different perspectives.

Human Factors and Environmental Cleaning in Operating Rooms

Dr. Lamia Alam, 22′ PhD Applied Cognitive Science and Human Factors (ACSHF) was this week’s guest on the podcast “Infection Controls Matters; Discussions on Infection Prevention” with Martin Kiernan. Dr. Alam’s research was part of the 2023 Society for Healthcare Epidemiology of America (SHEA) Spring Conference in Seattle, WA. Lamia presented the work of her research group at Johns Hopkins titled “Environmental Cleaning in Operating Rooms: A Systematic Review of Human Factors Relating to Cleaning in the Operating Room”.

Podcast guest, CLS alum Dr. Lamia Alam

Lamia received her doctoral degree in ACSHF, fall 2022, under the direction of Dr. Shane Mueller. She is currently a postdoctoral research fellow at Johns Hopkins Armstrong Institute for Patient Safety and Quality.

The SHEA conference is designed for physicians, infection preventionists, healthcare epidemiologists, infectious disease specialists, microbiologists, nurses, pharmacists, and other healthcare professionals interested in healthcare epidemiology, infection prevention, surveillance, research methods, patient safety, environmental issues and quality improvement.


Relevant papers: 1. A. Xie, et al. 2018 Improving Daily Patient Room Cleaning: An Observational Study Using a Human Factors and Systems Engineering Approach IISE Transactions on Occupational Ergonomics and Human Factors 6 3-4 178-191 https://10.1080/24725838.2018.1487348

2. C. Rock, et al. 2016 Using a Human Factors Engineering Approach to Improve Patient Room Cleaning and Disinfection Infect Control Hosp Epidemiol 37 12 1502-1506 https://10.1017/ice.2016.219

CLS Announces 2023 Student Awards

The Department of Cognitive and Learning Sciences is pleased to announce its Outstanding Student Awards for academic year 2022-23. Starting off with the top research project team selected by our graduate student and faculty judges at the annual CLS Research Symposium held on Tuesday, April 18. Kyla Richardson, Sara Gelon, and Jane Sinclair made up the winning team for their project “Crowd Forming Observations at Michigan Tech”.

The team designed an observational study in order to look at the impacts of social conformity and curiosity. Their study was to determine the motivations behind crowd formation – Do crowds gather due to social conformity, or is curiosity the underlying motivator? For full abstract, along with all other projects presented at the symposium, see https://bit.ly/3MSblRJ

In addition, the following undergraduate student awards were presented by CLS chair Dr. Kelly Steelman:

Mercy Barikor: Undergraduate Research Award

This award is presented to a student who demonstrates excellence in research conducted in support of an undergraduate studies or project carried out under the guidance of a CLS faculty member or approved mentor. Mercy joined the research team of Dr. Lorelle Meadows in September 2022, working on an NSF grant-funded social psychology laboratory-based project focused on the influence of subtle bias on undergraduate students in STEM.

In her nomination, Dr. Meadows wrote: “What has most impressed me about Mercy is her keen interest in her work and the way that she consistently builds bridges between the things she is learning through the research and the things that she is learning in her courses. She often brings resources from her courses to our team meetings and shares them with the team, offering us new ways to think about the work and new ideas for future directions.”

Kallie Weecks: Outstanding Clinical Intern of the Year

This award recognizes a psychology or human factors undergraduate student who has made a positive impact on their community through experiential education opportunities. Kallie interned with the Copper Country Intermediate School District for fall 2022, completing 140 hours and assisted school psychologist Christine Etter twice a week. In her nomination, Etter stated: “Kallie was a tremendous asset to the students of Copper Country and has made a positive impact on our school system, the families in the Baraga, Houghton, and Keweenaw counties, and the staff at the ISD.”

Ani Schneiderhan: Outstanding First-Year Student

This award is presented to an outstanding first-year psychology and/or human factors student who has demonstrated academic excellence in their first year by academic achievement, exemplary character, leadership in class and activities, and potential for success in future endeavors. Dr. Steelman stated: “Not only has Ani achieved stellar classroom grades, but she’s already well known in the department by the way she contributes in the classroom discussions and activities. She has also been a good steward to the department by helping with our postcard writing campaign to leading scholars and accepted students for Fall 2023 and helped with the CSA Hang out / Texting Nights.”

Hunter Malinowski: 2023 CLS Department Scholar

This award represents the best of student scholarship in the department including participation in research and scholarly activities, high level of intellectual curiosity and creativity, and exceptional communication skills.

In her nomination, Dr. Beth Veinott stated “Hunter is one of the most motivated and intellectually curious students I have taught in the department. She has done excellent work and made the classroom a more engaging experience for other students.”

Dr. Steelman went on to say: Hunter has thrived in her courses, earning a 4.0 department GPA and making the Dean’s list in 2020, 2021, and 2022. She also earned department distinctions as Top or Outstanding Student in numerous psychology and human factors courses. Moreover, Hunter has taken full advantage of the Michigan Tech experience through her involvement in research, Pavlis Honors college, and student organizations.

Her research experience has involved three major projects. During the standard PSY 3000/3001 coursework, Hunter conducted a research project that combined her interests in psychology and computer science by testing and evaluating a scale about AI and machine learning understanding. Following that, she contributed to a number of research projects with Dr. Shane Mueller on human-AI interaction and explainable AI. Hunter co-authored a Human Factors and Ergonomics Society proceedings paper based on the results of this work, which contributed to a larger project funded by DARPA. She was then supported through the URIP program to explore how different XAI feature visualization approaches interacted with example-based explanations–two distinct and popular forms of algorithmic explanation of AI that have not been fully combined.

Since stepping foot on campus in Fall 2020, Hunter has sought out opportunities to innovate. During her first year she entered the Bob Mark Pitch Competition, taking 3rd place and receiving the MTEC Breakout Innovation Award. The next year, she was selected as one of Michigan Tech’s University Innovation Fellows and completed a design thinking program through the Stanford d.school.

Hunter is an engaged campus leader. She has served as the President of both Delta Zeta Sorority and Tiny Knitz, an organization that helps students learn knitting and crocheting skills partners with local non-profit organizations to provide apparel for newborns in the Keweenaw community. Hunter’s accomplishments extend beyond the CLS department and campus. She completed two internships with Ford Motor Company and received the award for Most Viable and Top Achiever in their 2022 Intern Innovation Challenges.

Graduate Student Recognition

To wrap up the awards celebration, Dr. Steelman also recognized Applied Cognitive Science and Human Factors (ACSHF) graduate students who earned fellowships and honors over the past year.

  • Alexandra Watral: Doctoral Finishing Fellowship for Spring 2023 and CLS Outstanding Scholarship Award Recipient from the Graduate School
  • Brittany Nelson: King-Chávez-Parks Future Faculty Fellowship, Spring 2022 to Summer 2023
  • Anne Linja and Tauseef Mamun: Third Place in Computing [MTU] Showcase, Fall 2022
  • Betsy Lehman: Scholarship award for Summer Institute for Social and Personality Psychology
  • Shruti Amre: Doctoral Finishing Fellowship for Summer 2023

The CLS faculty and staff congratulates all our undergraduate and graduate students for their many accomplishments during the 2022-23 academic year!


2023 CLS Undergraduate Research Symposium

Please join us for the 2023 CLS Undergraduate Research Symposium on Tuesday 4/18  at 3:45-5:00pm in room 110 of the Harold Meese Center. This poster session will feature research conducted by our undergraduates students enrolled in PSY 3001 Research Methods.

Some of the highlights of this symposium include research that:

– Examines thinking styles and strategies for different problem-solving tasks.

– Tests whether the anchoring and adjustment heuristic can be influenced by people’s knowledge.

– Examines whether pets can make us smarter, or at least help us feel less impacted by academic stress.

–  Investigates how students were impacted by  the pandemic and MTUs COVID-19 policies and response.

–  Studies the bystander response to flashmob behavior on campus. 

The full list of presentations/abstracts is here:

https://docs.google.com/document/d/1FVn-7D-znXYIr85EbL5AY21aGcfy3HpB/edit


Michigan Tech’s Department of Cognitive and Learning Sciences offers bachelor of science degrees in Psychology and Human Factors, along with a Minor in Psychology. We also offer an Accelerated Masters degree in Applied Cognitive Science and Human Factors (ACSHF), which typically requires only one additional year of course work. Our graduate program includes masters and doctoral degrees in Applied Cognitive Science and Human Factors (ACSHF).

Questions? Contact us at cls@mtu.edu. And follow us @clsmtu on Instagram and Facebook for the latest happenings.

Call for Applications: 2023 Songer Research Award for Human Health

Undergrad students working with Dr. Kevin Trewartha in his Aging and Cognition Lab
Undergraduate students working with Dr. Kevin Trewartha in his Aging, Cognition, and Action Lab

Funding Opportunity for Student Research

Undergraduate and graduate students in the Department of Cognitive and Learning Sciences are encouraged to apply for the 2023 Songer Research Award for Human Health. Matthew Songer, (Biological Sciences ’79) and Laura Songer (Biological Sciences ’80) established these awards to stimulate and encourage opportunities for original research by current Michigan Tech students.

Students may propose an innovative medically-oriented research project in any area of human health. The best projects will demonstrate the potential to have a broad impact on improving human life. This research will be pursued in consultation with faculty members within the College of Sciences and Arts. The Songers’ gift and matching funds from the College will support two awards for undergraduate research ($4,000) and two for graduate research ($6,000), for research conducted over the Summer of 2023 and/or the following academic year.

Learn more about who is eligible to apply, how to apply, and how the funds may be used.

Submit applications as a single PDF file to the Office of the College of Sciences and Arts by 4:00 p.m. Monday, April 24, 2023. Applications may be emailed to djhemmer@mtu.edu. Any questions may be directed to David Hemmer (djhemmer@mtu.edu).

Betsy Lehman receives SISPP Fellowship

ACSHF PhD student Betsy Lehman has been awarded a Summer Institute for Social and Personality Psychology (SISPP) fellowship. Funded by the National Science Foundation, the Society for Personality and Social Psychology offers a biannual two-week intensive summer experience for up to 100 pre-doctoral students in social and personality psychology.

SISPP typically offers five courses, in dual-instructor format, led by top researchers and teachers in the field. The program also offers two unique workshops, exposing participants to current and important data analytic techniques and research methodologies.

The submission was very extensive with only 100 applicants awarded.

“I am excited to attend the Summer Institute for Social and Personality Psychology training program at Ohio State University. I’m looking forward to sharing my dissertation research on social judgment and debiasing through better sensemaking and learning from leading experts and fellow graduate students. This experience will inform both my research and my work with the NSF-funded Advance program at Michigan Tech.” – Betsy Lehman, ACSHF PhD student

SISPP 2023 will be held at Ohio State University in July. This will be the first time the program has been conducted since 2019 due to pandemic restrictions in 2021.

ACSHF represented at Graduate Research Colloquium

Each spring, Michigan Tech’s Graduate Student Government sponsors the Graduate Research Colloquium (GRC) Poster and Presentation Competition. The GRC offers a unique opportunity for graduate students to showcase their research with the University community and work on their presentation skills for other professional events. Students give oral presentations, present posters, or do both. Judges from a similar field as the presenters score the presentations. The judges also provide valuable insight and feedback on how the students can improve their presentations. The presenters are grouped into different technical sessions, according to their discipline of study.

Applied Cognitive Science and Human Factors (ACSHF) PhD students Anne Inger Mortvedt, Isaac Flint, and Lauren Sprague will give their oral presentations at 1:00pm Wednesday, March 29 in the MUB Alumni Lounge. Lauren will also participate in the poster presentations from 5:00-6:00pm in the Rozsa Lobby, along with ACSHF MS student Nishat Binte Alam.

See abstracts below for more details regarding their research.

Anne Inger Mortvedt
Anne Inger Mørtvedt 

Relationship between Program Usability Characteristics and Intention to Use: Preliminary Data Implementing a Sport Injury Prevention Program by Anne Inger Mortvedt.

Adherence to exercise programs is low across multiple populations. For example, within the target population for ACL injuries, only ~4-20 % of sports teams have implemented evidence-based injury prevention programs. This study explored the relationship between usability characteristics and implementation likelihood for a newly developed ACL injury prevention program.
Twenty-two female handball players, aged 14 to 16, participated in the intervention study. Data on usability characteristics was collected through a modified usability scale similar to the System Usability Scale. Subcomponents of the usability scale included learnability, perceived effectiveness, ease of use, enjoyability and efficiency. Analyses on the total usability scale score revealed a significant difference between pre and post intervention responses, indicating that overall usability decreased over time (p < 0.005). Enjoyability was the subcomponent that primarily drove this change.
Total scale scores were significantly correlated with intention to use/implementation likelihood (Spearman’s rho .54, p = .009). Perceived effectiveness and enjoyability were significantly correlated with intention to use the program (rho 0.50, p = 0.02 and rho 0.50, p= 0.02, respectively), indicating that program adherence is affected by whether they believe the program will work (e.g., reduce injuries) and whether they enjoy performing the program. We did not find any significant relationships between the three other subcomponents (e.g., learnability, ease of use and efficiency) and intention to use.
This preliminary data suggests that program designers may want to make sure participants understand why it is important to perform the program, in addition to developing an exercise program that they seem to enjoy performing. Future studies should capture more data on the usability scale/subscales to ensure the factor structure is consistent and items display appropriate psychometric properties.

Lauren Sprague
Lauren Sprague

Pilot test of critical flicker fusion in combination with functional near infrared spectroscopy (fNIRS) in order to accurately measure cognitive workload during a visuospatial vigilance task by Lauren Sprague [abstract unavailable prior to post]

Isaac Flint
Isaac Flint

Exploring the difference in Movement Corrections following Visual and Physical perturbations by Isaac Flint

Making online movement corrections is vital to a person’s ability to navigate the environments they live in. Failures often result in injury, such as tripping, car collisions, or bumping into hazardous surfaces. This experiment explores the behavioral (movement characteristics) and cortical (EEG) responses following two types of perturbations to arm-reaching movements, with a sample of young adult Michigan Tech students. Visual perturbations were administered by changing the visual location of a curser compared to a participant’s hand position during random experimental trials. Physical (mechanical) perturbations were administered via a robotic arm that unexpectedly moved participants’ arms during other random experimental trials. These experimental trials were further divided into two sizes of perturbations.
One size that placed the cursor outside of a set of obstacles, and one where the perturbation put the cursor on a collision course if the participant did not make a movement correction. Our results show that the type and size of perturbation had an impact on not only the behavioral characteristics of the movement corrections, but also the EEG event-related potentials that followed the perturbation. Differences were also observed for trials with collisions and trials without collisions. These results are a step toward understanding the neuro-cognitive correlates of online movement corrections. This knowledge will inform future work assessing how age and cognitive declines in an aging population may affect their ability to make successful movement corrections.

Nishat Binte Alam
Nishat Binte Alam

Types of Questions Teachers Ask to Engage Students in Making Sense of a Student Contribution by Nishant Binte Alam

In the student center classroom, where teachers constantly make decisions based on what is happening surrounding them, what they are noticing, and how they are interpreting student contributions, a teacher’s interpretation and response to student mathematical contributions plays an important role to shape and direct students’ thinking.
In particular, failing to ask productive questions that help students to engage in a sense-making discussion could deteriorate cognitive opportunities. This research is planning to study what types of questions teachers indicate they would ask to engage students in making sense of a high-leverage student mathematical contribution, what Leatham et al. (2015) refer to as a MOST (Mathematically Significant Pedagogical Opportunities to Build on Student Thinking) and their reasoning about why particular questions are or are not productive. In this study, a scenario-based survey questionnaire will be sent via email to 100 middle and high school teachers. In the given scenario, a MOST has surfaced, and teachers will be asked three questions about how they would respond in the scenario.
This research could lead us to determine if teachers are selecting the questions which are likely to be productive in supporting students’ mathematical thinking and why they select the questions that they do. Knowing this will inform future work with teachers to productively use student thinking in their teaching.

For a complete list of oral and poster presentations see 2023 Abstract Booklet.


No other graduate program influences the next generation like ACSHF. At Michigan tech, we address applied cognitive science problems by using basic research in applied settings to bridge the gap between people and technology. Program specializations span the interests of multiple faculty and research groups who work in state-of-the-art labs. For more information, contact ACSHF graduate program director Kevin Trewartha.

MTU, MSU: Inaugural Research Symposium

Kevin Trewartha (CLS/KIP) and Carolyn Duncan (KIP/CLS/BME) were part of the Inaugural Research Symposium titled “Engineering the Future of Human Health” held on March 13 at Michigan State University. A collaborative event spearheaded by Michigan Technological University Vice President for Global Campus and Continuing Education David Lawrence and planned by a joint MTU and MSU team.

Twelve researchers from MTU and 12 from MSU delivered presentations during the event’s six sessions. The event also featured an 18-poster display from faculty, researchers and M.D. students. Trewartha and Duncan represented the Neurological Disease and Aging Research session.

The purpose of this collaborative event was investigating areas of shared goals, mutual interests and possible research collaboration in crucial areas of human health. Or as Christopher Contag of MSU affirmed, the symposium “will help integrate the research aims of the two universities for a collective endeavor to develop the tools, technologies and knowledge that will impact human health across the state.”

The next step will be developing these research aims and shared human health initiatives in a second collaborative symposium hosted by MTU on October 27, 2023, which is timed to go along with the Upper Peninsula Medical Conference. In this symposium, researchers will elaborate on the theme of engineering the future of human health, but in these key areas: Big Data, Data Analytics, Artificial Intelligence, Image Processing, Epidemiology, Human Factors and Neural Engineering.

For full story see Tech Today: MTU, MSU Collaborate and Build Foundations in Inaugural Research Symposium

Hunter Malinowski, 2023 Department Scholar

The Department of Cognitive and Learning Sciences (CLS) has selected Hunter Malinowski for the 2023 Department Scholar Award. This award, presented to a student entering their senior year, who best represents scholarship at Michigan Tech and is considered excellent not only by academic standards, but also for participation in research scholarship activity, levels of intellectual curiosity, creativity, and communication skills. All department scholars are also nominated for the Provost’s Award for Scholarship to be selected later this spring.

In Hunter’s nomination to the Provost, CLS chair Kelly Steelman wrote, “Hunter is well respected among department faculty for her creativity and problem solving skills that have made her an excellent student and scholar. Her research experience has involved three major projects. During our standard PSY 3000/3001 coursework, she conducted a research project that combined her interests in psychology and computer science by testing and evaluating a scale about AI and machine learning understanding. Following that, she took research credit in Professor Shane Mueller’s laboratory, contributing to a number of research projects on human-AI interaction and explainable AI. Hunter co-authored a Human Factors and Ergonomics Society proceedings paper based on the results of this work1 which contributed to a larger project funded by DARPA. Following this, Hunter was supported through the URIP program to explore how different XAI feature visualization approaches interacted with example-based explanations–two distinct and popular forms of algorithmic explanation of AI that have not been fully combined.

Hunter’s accomplishments extend beyond the department and campus. She completed two internships with Ford Motor Company and received the award for Most Viable and Top Achiever in their 2022 Intern Innovation Challenges.”

Hunter, along with all 2023 department scholars, will be recognized at the Annual Student Leadership Awards Celebration on Friday, April 14, 2023.

Congratulations Hunter and best wishes for your senior year!

1 Mamun, T. I., Baker, K., Malinowski, H., Hoffman, R. R., & Mueller, S. T. (2021, September). Assessing collaborative
explanations of AI using explanation goodness criteria. In Proceedings of the Human Factors and Ergonomics
Society Annual Meeting (Vol. 65, No. 1, pp. 988-993). Sage CA: Los Angeles, CA: SAGE Publications.

Related story: Student Highlight: Hunter Malinowski