Information Systems and Neuroscience: NeuroIS Retreat 2022

Organization
Preface
Sponsors
The Neurobiology of Trust: Benefits and Challenges for NeuroIS (Keynote)
From Neuro-adaptive Systems to Neuro-adaptive Processes: Opportunities of NeuroIS to Contribute to the Emerging Field of Process Science (Hot Topic Talk)
Contents
Our Brain Reads, While We Can’t: EEG Reveals Word-Specific Brain Activity in the Absence of Word Recognition
1 Introduction
2 Materials and Methods
2.1 Participants
2.2 Stimuli
2.3 Electroencephalography (EEG)
2.4 Procedure
2.5 Data Analyses
3 Results
3.1 Behavior
3.2 Electroencephalography (EEG)
4 Discussion
References
Information Overload and Argumentation Changes in Product Reviews: Evidence from NeuroIS
1 Introduction
2 Research Hypotheses
3 Method
3.1 Materials and Treatment
3.2 Participants, Procedure, and Measures
4 Results
4.1 Measured Cognitive Activity
4.2 Self-reported Information Overload
4.3 Perceived Helpfulness and Purchase Intention
5 Discussion and Contribution
References
Flow in Knowledge Work: An Initial Evaluation of Flow Psychophysiology Across Three Cognitive Tasks
1 Introduction
2 Theoretical Background and Related Work
3 Method
4 Results
5 Discussion
5.1 Contributions
5.2 Limitations and Future Research
5.3 Conclusion
References
Biosignal-Based Recognition of Cognitive Load: A Systematic Review of Public Datasets and Classifiers
1 Introduction
2 Method
3 Results
4 Discussion and Conclusion
References
Enhancing Wireless Non-invasive Brain-Computer Interfaces with an Encoder/Decoder Machine Learning Model Pair
1 Introduction
2 Brain-Computer Interfaces and Machine Learning Techniques
3 Research Design
4 Proof-of-Concept
5 Future Dataset
6 Conclusion
References
How Does the Content of Crowdfunding Campaign Pictures Impact Donations for Cancer Treatment
1 Introduction
2 Literature and Theory Development
2.1 Donation-Based Crowdfunding
2.2 Egocentric Altruism in Charitable Crowdfunding
2.3 Altercentric Altruism in Charitable Crowdfunding
3 Methods
3.1 Participants
3.2 Measures
3.3 Procedure
4 Results
4.1 Decision-Making Data
4.2 Eye-Tracking Data
4.3 Galvanic Skin Response Data
5 Discussion
References
All Eyes on Misinformation and Social Media Consumption: A Pupil Dilation Study
1 Introduction
2 Literature Review and Hypotheses
2.1 Eye-Tracking Studies
2.2 Cognitive Load and Misinformation
2.3 Pupil Response and Cognitive Load
3 Methods
4 Results
5 Discussion and Concluding Remarks
References
Increased Audiovisual Immersion Associated with Mirror Neuron System Enhancement Following High Fidelity Vibrokinetic Stimulation
1 Introduction
2 Methods and Results
2.1 Participants
2.2 Stimuli
2.3 Procedure
2.4 EEG Recordings and Pre-processing
2.5 Statistical Analyses
3 Results
4 Discussion
References
Recognizing Polychronic-Monochronic Tendency of Individuals Using Eye Tracking and Machine Learning
1 Introduction
2 Methodology
3 Results
4 Discussion
5 Conclusion
References
The Effect of SVO Category on Theta/Alpha Ratio Distribution in Resource Allocation Tasks
1 Introduction
2 Materials and Methods
2.1 Experimental Setup
2.2 Participants
2.3 EEG Acquisition
2.4 Related Measures
3 Data Processing and Analysis
3.1 Preprocessing and Feature Extraction
3.2 Theta/Alpha Ratio Distribution as Function of SVO categories
4 Conclusions and Future Work
References
Is Our Ability to Detect Errors an Indicator of Mind Wandering? An Experiment Proposal
1 Introduction
2 Methods
2.1 Participants
2.2 Stimuli
2.3 Procedure
2.4 Data Processing and Analysis
3 Limitations, Contribution and Future Work
References
Resolving the Paradoxical Effect of Human-Like Tying Errors by Conversational Agents
1 Introduction
2 Theoretical Background
2.1 Dual Process Theory
2.2 Human-Like Design of CA and Perceived Humanness
2.3 Typing Errors as Social Cues
3 Hypotheses Development
4 Method
4.1 Participants
4.2 Task and Procedure
4.3 Treatments
4.4 Measures
5 Expected Results, Discussion and, Conclusion
References
The View of Participants on the Potential of Conducting NeuroIS Studies in the Wild
1 Introduction
2 Method—Student Survey
3 Results
4 Concluding Note & Future Research
References
Emoticons Elicit Similar Patterns of Brain Activity to Those Elicited by Faces: An EEG Study
1 Introduction
2 Materials and Method
2.1 Participants
2.2 Study Design
2.3 Data Collection
2.4 Procedure
2.5 Data Analysis
3 Results
3.1 P100 Electrode 6
3.2 N170 Electrode 6
3.3 LPP Electrode 6
3.4 P100 Electrode 35
3.5 N170 Electrode 35
3.6 LPP Electrode 35
3.7 P100 Electrode 39
3.8 N170 Electrode 39
3.9 LPP Electrode 39
4 Discussion
References
Facilitating NeuroIS Research Using Natural Language Processing: Towards Automated Recommendations
1 Introduction
2 Related Work
3 Approach
4 (Preliminary) Results
5 Conclusion and Outlook
References
CareCam: An Intelligent, Camera-Based Health Companion at the Workplace
1 Introduction
2 Literature Review
3 Methods
4 Discussion
5 Conclusion
References
Decision Delegation and Intelligent Agents in the Context of Human Resources Management: The Influence of Agency and Trust. A Research Proposal
1 Introduction
2 Methods
2.1 Experimental Design
2.2 Measures
2.3 Anticipated Analysis
3 Preliminary Suppositions, Expected Contributions and Future Directions
3.1 Preliminary Suppositions
3.2 Implications for Research and Practice
3.3 Future Directions
References
A Stress-Based Smart Retail Service in Shopping Environments: An Adoption Study
1 Introduction
2 State-of-the-Art
3 Stress-Based Smart Retail Service
4 Method
5 Results
6 Discussion and Implications
7 Conclusion and Future Work
References
Collecting Longitudinal Psychophysiological Data in Remote Settings: A Feasibility Study
1 Introduction
2 Methodology
2.1 Design, Participants, and Context
2.2 Apparatus and Instruments
2.3 Measures and Data Post-processing
2.4 Experimental Task and Protocol
2.5 Analysis
3 Results
3.1 Behavioral Results
3.2 Psychophysiological Results
4 Discussion
References
Eye-Gaze and Mouse-Movements on Web Search as Indicators of Cognitive Impairment
1 Introduction
2 Related Work
2.1 Computer Use, Mouse Movements, and Dementia
2.2 Eye-Tracking Measures and Dementia
2.3 Neuropsychological Assessments in Aging & Age-Related Disorders
3 Method
3.1 Participants
3.2 Experimental Design
3.3 Web Search Tasks
3.4 Data Collection
3.5 Neuropsychological Assessments
3.6 Planned Analyses
4 Summary
References
Mixed Emotions: Evaluating Reactions to Dynamic Technology Feedback with NeuroIS
1 Introduction
2 Theoretical Background
2.1 Emotions
2.2 Feedback
3 Hypotheses
4 Methodology
5 Conclusion
References
Smart Production and Manufacturing: A Research Field with High Potential for the Application of Neurophysiological Tools
1 Introduction
2 Application Areas
2.1 Assistive Systems for Decision-Making
2.2 Assistive Systems for Manual Assembly Work
2.3 Virtual Reality-Supported Training of Assembly/Maintenance Tasks
2.4 Virtual Reality-Supported Collaborative Design Review
3 Conclusion
References
New Measurement Analysis for Emotion Detection Using ECG Data
1 Introduction
2 Background
2.1 HRV and Other Waves in the Cardiac Cycle
2.2 Short Review of Software Libraries for ECG Analysis
3 Method
3.1 Procedure
3.2 Evaluation
4 Results
5 Discussion and Summary
References
Caption and Observation Based on the Algorithm for Triangulation (COBALT): Preliminary Results from a Beta Trial
1 Introduction
2 COBALT Ecosystem
3 Methods
4 Preliminary Results
5 Conclusion and Next Steps
References
Leveraging Affective Friction to Improve Online Creative Collaboration: An Experimental Design
1 Introduction
2 Theoretical Development
3 Material and Method
3.1 Study I
3.2 Study II
4 Preliminary Findings
5 Expected Contributions and Conclusion
References
A Look Behind the Curtain: Exploring the Limits of Gaze Typing
1 Introduction
2 Theoretical Background
3 Design Considerations for an Experimental Design to Study Time-Dependent Gaze Typing Performance
4 Discussion
5 Concluding Notes and Future Research
References
Towards Mind Wandering Adaptive Online Learning and Virtual Work Experiences
1 Introduction
2 Methods
2.1 Data Acquisition and Description
2.2 Data Preparation and Classification
2.3 Assessment and Visualization
3 Results
4 Discussion
5 Towards a Mind Wandering Adaptive Experience
5.1 Proposed System Design
5.2 Other System Applications
References
Measurement of Heart Rate and Heart Rate Variability: A Review of NeuroIS Research with a Focus on Applied Methods
1 Introduction
2 Methodological Fundamentals of HR and HRV
3 Review Methodology
4 Review Results
5 Implications and Concluding Remarks
References
Measurement of Heart Rate and Heart Rate Variability in NeuroIS Research: Review of Empirical Results
1 Introduction
2 Genesis of Heart Rate Measurement and Opportunities for NeuroIS
3 Review Methodology
4 Review Results
5 Implications and Concluding Remarks
References
Investigating Mind-Wandering Episodes While Using Digital Technologies: An Experimental Approach Based on Mixed-Methods
1 Introduction
2 Theoretical Background
2.1 Detecting Mind Wandering with EEG
2.2 Detecting Mind Wandering with Eye-Tracking
3 Research Design
4 Future Work
References
The Effects of Artificial Intelligence (AI) Enabled Personality Assessments During Team Formation on Team Cohesion
1 Introduction
2 Literature Review
2.1 Team Cohesion
2.2 AI Enabled Personality Assessment
2.3 Artificial Intelligence
2.4 Facial Expression Recognition
3 Conclusion
References
Age-Related Differences on Mind Wandering While Using Technology: A Proposal for an Experimental Study
1 Introduction
2 Theoretical Background
3 Research Model
4 Methodology
5 Outlook and Contribution
References
A Brief Review of Information Security and Privacy Risks of NeuroIS Tools
1 Introduction
2 Addressing Information Security and Privacy Concerns in NeuroIS Research
3 Information Security and Privacy Risks Associated with NeuroIS Tools
References
Picture Classification into Different Levels of Narrativity Using Subconscious Processes and Behavioral Data: An EEG Study
1 Introduction
2 Materials and Methods
2.1 Subjects
2.2 Experimental Design
2.3 Stimuli
2.4 Behavioral Parameters
2.5 Level of Narrativity
2.6 Narrative Engagement
2.7 EEG and Picture Ranking
3 Results
3.1 Behavioral and Ranking Results
3.2 Evoked Potentials
4 Discussion and Conclusion
References
Usability Evaluation of Assistive Technology for ICT Accessibility: Lessons Learned with Stroke Patients and Able-Bodied Participants Experiencing a Motor Dysfunction Simulation
1 Introduction
2 Methods
2.1 Participants
2.2 Input Devices
2.3 Usability Tasks
2.4 Usability Evaluation
2.5 Procedure
3 Lessons Learned
4 Conclusion
References
Author Index