Research & Science
Publications
-
International Journal of Computer Information Systems and Industrial Management Applications Gated Peer-Reviewed
An Integrated AI Framework for Depression Detection Using Audio, Visual and Textual Data
B.E.S.T Innovation University + 2 more
Depression, as a mental health condition, often manifests through diverse verbal, non-verbal, and behavioral signals. Early and accurate detection of these indicators is critical to ensuring timely and effective intervention. This work introduces a multimodal Integrated AI framework for depression detection that uses: audio, visual, and textual data to improve classification performance. The proposed framework […]
-
2026 Behavioral Sciences Open Access Peer-Reviewed
Changes in Emotional and Vocal Expression in Job Interview Simulations with an AI-Enhanced Chatbot for University Students
Universidad Privada Boliviana
Abstract This study examined whether AI-powered chatbot-based training was associated with changes in university studentsβ Facial and Vocal Emotional Reaction Time Proportions during simulated job interviews. A one-group pretestβposttest design was conducted with 54 third- and fourth-year students enrolled in a Human Talent Management course at a private Latin American university. This study was implemented […]
-
2026 Human Factors and Ergonomics Society Gated Peer-Reviewed
Multimodal Analysis of PatientβNurse Interactions During Inpatient Discharge Education: A Pilot Comparison of Bedside and Virtual Nursing Modalities
Abstract Background: The ongoing nursing shortage, COVID-19 pandemic, and advances in healthcare technology have accelerated the adoption of Virtual Nursing Care Models (VNCM) in inpatient settings. Although virtual nurses improve staffing efficiency, there is limited evidence on how patients interact and communicate during virtual and bedside nurse discharge education. Objective: This study examined differences in […]
-
2026 Intelligent Computing Gated Peer-Reviewed
Remote Biometric Advertisements Research in Pandemic Times: Is This a Viable Alternative to Laboratory-Based Studies?
Abstract This study explores the feasibility of conducting remote biometric research on video ads as an alternative to laboratory-based studies. It investigates whether this approach can be an effective and manageable testing standard, especially during pandemic conditions. The study focuses on measuring the reception of video ads from prominent technology companies using biometric and declarative […]
-
2026 arXiv (Cornell University) Open Access Peer-Reviewed
Interpretable Multimodal Classification with Linear Discriminant Tree Ensembles
Multimodal affect and behaviour classifiers that fuse heterogeneous text, audio, and visual streams must simultaneously achieve competitive accuracy and produce human-understandable explanations of the cues driving their decisions — a dual objective that current high-capacity models, notably Transformers, only partially address. While Transformers attain strong predictive performance, their distributed representations and deep nonlinearity make it […]
-
Frontiers in Education Gated Peer-Reviewed
Effects of AI-enhanced immersive learning environments on English proficiency, intercultural competence, and learner engagement
Universiti Putra Malaysia + 2 more
Background Immersive technologies combined with artificial intelligence (AI) offer promising opportunities for enhancing English as a foreign language (EFL) learning; however, empirical evidence on their integrated effects on language proficiency, intercultural competence, and learner engagement remains limited, particularly from an educational psychology perspective. Methods A quasi-experimental design was implemented with undergraduate EFL learners assigned to […]
-
2026 Journal of Business Venturing Insights Open Access Peer-Reviewed
Poker face and steady voice: Gender and reactions to emotional neutrality in crowdfunding
University of St. Gallen + 4 more
While emotional neutrality (e.g., maintaining a neutral face, speaking with a calm voice) can help entrepreneurs project a sought-after image of rationality, the effectiveness of such displays is context-dependent and gendered. In the emotionally resonant world of crowdfunding, the value of neutrality is ambiguous, as it may conflict with audience expectations of expressiveness. Building on […]
-
arXiv (Cornell University) Gated Peer-Reviewed
Mixture of Disentangled Experts with Missing Modalities for Robust Multimodal Sentiment Analysis
Beihang University + 3 more
Multimodal Sentiment Analysis (MSA) integrates multiple modalities to infer human sentiment, but real-world noise often leads to missing or corrupted data. However, existing feature-disentangled methods struggle to handle the internal variations of heterogeneous information under uncertain missingness, making it difficult to learn effective multimodal representations from degraded modalities. To address this issue, we propose DERL, […]
-
Journal For Family & Society Research Gated Peer-Reviewed
Artificial Intelligence in Child and Adolescent Mental Health: Prevention, Diagnosis, and Treatment in Hybrid HumanβAI Care Models
University of Calgary + 1 more
Mental health disorders among children and adolescents have become increasinglycommon and burdensome, with conditions such as anxiety, depression, suicidality,and trauma-related disorders contributing significantly to disability and death. Whiletimely identification and intervention are vital, progress is often limited by thescarcity of trained providers, ongoing stigma, and dependence on subjectiveevaluation methods. Against this backdrop, artificial intelligence (AI) […]
-
2026 Journal of International Crisis and Risk Communication Research Open Access
Evaluating The Comparison Of Different Body Locations For Data Collection Using Galvanic Skin Response Of Forensic Chemistry Students When In Lecture And Laboratory Environments
University of Central Florida
Anxiety is the response that humans can have when exposed to a stimulus. It can be caused by a multitude of factors, such as psychological, biological, or physiological stimuli. Anxiety can be presented as a state or as a trait in a person. Trait anxiety is typically seen as a more stable personality trait, whereas […]
Research Report 2025
In-depth look at the scientific landscape as powered by iMotions software, showcasing groundbreaking research and the impact of our tools in various scientific and industrial fields.
iMotions Science Resources
Looking for white papers, validation reports or research show casing iMotions Multimodal capabilities?
Share Your Research

850+ universities worldwide with an iMotions human behavior lab
73 of the top 100 highest ranked universities
710+ published research papers using iMotions
iMotions is used for some of the most interesting human behavior research studies carried out by top researchers around the world. Contact us to have your publication featured here.
The authors of these publications have used iMotions as a software tool within their research.
“Software should be cited on the same basis as any other research product such as a paper or a book; that is, authors should cite the appropriate set of software products just as they cite the appropriate set of papers” (Katz et al., 2020).
We therefore encourage you to cite the use of iMotions where appropriate.
How to cite iMotions
APA
iMotions (10), iMotions A/S, Copenhagen, Denmark, (2024).
Note: adjust the version and year where relevant.
Learn How to Conduct Human Behavior Research with iMotions
Publications
Read publications made possible with iMotions
Blog
Get inspired and learn more from our expert content writers
Newsletter
A monthly close up of latest product and research news
