Mindtooth Publications
Mindtooth supports neurophysiological research in real-world and simulated environments, enabling the assessment of cognitive states through wearable EEG technology.
This page gathers publications that have used Mindtooth and offers practical guidance for researchers preparing scientific manuscripts, conference papers, or technical reports.
How to cite Mindtooth
When publishing research conducted with Mindtooth, we recommend reporting the official device name and manufacturer details clearly in the Methods section.
Mindtooth, BrainSigns srl, Italy & Brain Products GmbH, Germany
When relevant, authors may also cite the validation paper:
Sciaraffa N, Di Flumeri G, Germano D, Giorgi A, Di Florio A, Borghini G, Vozzi A, Ronca V, Babiloni F and Aricò P (2022)
Evaluation of a New Lightweight EEG Technology for Translational Applications of Passive Brain-Computer Interfaces.
Front. Hum. Neurosci. 16:901387. DOI: 10.3389/fnhum.2022.901387
Sciaraffa, N., Di Flumeri, G., Germano, D., Giorgi, A., Di Florio, A., Borghini, G., … & Aricò, P. (2022).
Validation of a light EEG-based measure for real-time stress monitoring during realistic driving.
Brain sciences, 12(3), 304. DOI: 10.3390/brainsci12030304
or application papers listed below.
Publications using Mindtooth
Below is a selection of scientific publications and conference contributions that used Mindtooth in experimental or applied research contexts.
| Year | Citation | Link | Application Field |
|---|---|---|---|
| 2026 | Zhang, X.; Di Flumeri, G.; Vozzi, A.; Giorgi, A.; Cherubino, P.; Trettel, A.; Menicocci, S.; Borghini, G.; Babiloni, F.; Aricò, P.; et al. Multimodal Assessment of Mental States and Visual Search for a User-Centred Design of Semantic Web Platforms. Appl. Sci. 2026, 16, 4756. | go to publication | Education |
| 2026 | Ronca V, Castagneto Gissey L, Bellini MI, Iodice A, Sada V, Sbardella E, Vincenzi L, Aricò P, Di Flumeri G, Giorgi A, Vozzi A, Capotorto R, Babiloni F, Casella G and Borghini G (2026) Multi-method characterization of neurophysiological and biological stress responses in surgical teams during real surgical procedures. Front. Neuroergonomics 7:1702748. | go to publication | Teamwork |
| 2026 | Cartocci, G., Veyrié, A., Cavagnetto, N. et al. Explainable artificial intelligence in air traffic control: effects of expertise on workload, acceptance, and usage intentions. Brain Inf. 13, 6 (2026). | go to publication | Aviation |
| 2026 | Vincenzo, R., Marianna, C., Rossella, C. et al. Beyond the lab: real-world benchmarking of wearable EEGs for passive brain-computer interfaces. Brain Inf. 13, 3 (2026). | go to publication | Industrial Workers |
| 2026 | Ronca, V., Capotorto, R., Buonocore, S., Massa, F., Di Gironimo, G., De Amicis, R., Papa, S., Mattioli, L., Palermo, E., Di Donato, L., Freda, D., Pirozzi, M., Ferraro, A., Di Flumeri, G., Giorgi, A., Borghini, G., & Aricò, P. (2026). A novel neurophysiological approach to evaluate the impact of virtual training on skills acquisition. Journal of Neural Engineering, 23(2), 026032. | go to publication | Education |
| 2026 | Iosa M, Scaramozzino V, Benente M, Minucciani V and Franzò M (2026) Cognitive and emotional responses to viewing mummies in an Egyptian museum. Front. Neurosci. 19:1614268. | go to publication | NeuroAesthetics |
| 2026 | Hurter, C. et al. (2026). Toward a Neurophysiological Approach to Assess Optimal Human-Machine Teaming in the Critical Environment of Air Traffic Control. In: Harris, D., Li, WC., Streitz, N.A., Konomi, S. (eds) HCI International 2025 – Late Breaking Papers. HCII 2025. Lecture Notes in Computer Science, vol 16334. Springer, Cham. | go to publication | Aviation |
| 2025 | Inguscio, B. M. S., Carcaterra, G., Cherubino, P., Rossi, D., Madini, G., Fraccascia, L., Babiloni, F., & Cartocci, G. (2026). Neuroscience meets food choice: Implicit and explicit consumer responses to plant-based vs animal-based foods. Current Research in Food Science, 12, Article 101288. | go to publication | Neuromarketing |
| 2025 | Ronca V. et al., "A Novel Multi-Stage Algorithm for Real-Time Detection and Correction of Ocular Artifacts in EEG: A Calibration-Free Approach," 2025 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Copenhagen, Denmark, 2025, pp. 1-7 | go to publication | Methods |
| 2025 | Ronca V, Castagneto Gissey L, Bellini MI, Iodice A, Aricò P, Di Flumeri G, Giorgi A, Vozzi A, Capotorto R, Bonelli S, Moens L, Babiloni F, Casella G and Borghini G (2025) Mutual information-based teamwork evaluation in real-world environments: an exploratory investigation with professional surgeons. Front. Netw. Physiol. 5:1608824 | go to publication | Teamwork |
| 2025 | Giliberto G, Palacio MI, Cartocci G, Fernandez-Villalba E, Rossi D, Minguez N, Botia M, Cubillana JD, Ceron JJ, Babiloni F and Herrero MT (2025) Listening effort and stress in tinnitus: a multidimensional approach. Front. Neurosci. 19:1591622. | go to publication | Clinical |
| 2025 | Ronca, V., Aricò, P., Tamborra, L., Biagi, A., & Di Flumeri, G. (2025). A Multimodal Neurophysiological Approach to Evaluate Educational Contents in Terms of Cognitive Processes and Engagement. Bioengineering, 12(6), 597. | go to publication | Education |
| 2025 | Amore, D., Germano, D., Di Flumeri, G., Aricò, P., Ronca, V., Giorgi, A., ... & Borghini, G. (2025). Brain Cortical Area Characterization and Machine Learning-Based Measure of Rasmussen's SRK Model. Brain sciences, 15(9), 981. | go to publication | Aviation |
| 2025 | Dello Iacono, F., Guinti, L., Cecchetti, M., Giorgi, A., Rossi, D., Ronca, V., ... & Flumeri, G. D. (2025). Analysis of Neurophysiological Correlates of Mental Fatigue in Both Monotonous and Demanding Driving Conditions. Brain Sciences, 15(9), 1001. | go to publication | Automotive |
| 2025 | Giorgi, A., Ronca, V., Capotorto, R., Vozzi, A., Rossi, D., Aricò, P., ... & Di Flumeri, G. (2025). Beyond the time-on-task: an EEG-driven approach for effective physiological assessment of mental fatigue in simulated and real driving. Frontiers in Bioengineering and Biotechnology, 13, 1682103. | go to publication | Automotive |
| 2025 | Gkintoni E, Halkiopoulos C. Mapping EEG Metrics to Human Affective and Cognitive Models: An Interdisciplinary Scoping Review from a Cognitive Neuroscience Perspective. Biomimetics (Basel). 2025 Nov 1;10(11):730. | go to publication | Review |
| 2025 | N. Valè et al., "Wearable EEG-IMU based Framework for Investigating Neural Correlates of Motor-Cognitive Interaction in Multiple Sclerosis," 2025 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Copenhagen, Denmark, 2025, pp. 1-7. | go to publication | Clinical |
| 2025 | N. Valè et al., "AI-driven Integration of EEG and Motor Assessment to Explore Motor-Cognitive Interaction in Multiple Sclerosis," 2025 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE), Ancona, Italy, 2025, pp. 429-434. | go to publication | Clinical |
| 2025 | Lemetti, A., Meyer, L., Peukert, M., Polishchuk, T., Schmidt, C., & Wylde, H. A. (2025). Predicting air traffic controller workload using machine learning with a reduced set of eye-tracking features. Transportation Research Procedia, 88, 66–73. | go to publication | Aviation |
| 2025 | Lemetti, L. Meyer, M. Peukert, T. Polishchuk, C. Schmidt and H. A. Wylde, "Eye in the Sky: Predicting Air Traffic Controller Workload through Eye Tracking based Machine Learning," 2024 AIAA DATC/IEEE 43rd Digital Avionics Systems Conference (DASC), San Diego, CA, USA, 2024, pp. 1-11. | go to publication | Aviation |
| 2025 | Gandolfi, M., Crestani, M., Perachiotti, G., Salaorni, F., Baroni, A., Gajofatto, A., Orlandi, R., Rimondini, M., Donisi, V., Landi, S., Morone, G., Fiorio, M., Lozzi, I., Valè, N., Siviero, I., Storti, S. F., Smania, N., & Straudi, S. (2025). The effectiveness of combining a home-based digital motor telerehabilitation program with conventional therapy in progressive multiple sclerosis: A study protocol for a multicenter, randomized controlled trial. Digital Health, 11, 1–16. | go to publication | Clinical |
| 2024 | Borghini, G., Ronca, V., Giorgi, A., Aricò, P., Di Flumeri, G., Capotorto, R., Rooseleer, F., Kirwan, B., De Visscher, I., Goman, M., Pugh, J., Abramov, N., Granger, G., Moreno Alarcon, D. P., Humm, E., Pozzi, S., & Babiloni, F. (2024). Reducing flight upset risk and startle response: A study of the wake vortex alert with licensed commercial pilots. Brain Research Bulletin, 215, Article 111020. | go to publication | Aviation |
| 2024 | Giorgi, A., Borghini, G., Colaiuda, F., Menicocci, S., Ronca, V., Vozzi, A., Rossi, D., Aricò, P., Capotorto, R., Sportiello, S., Petrelli, M., Polidori, C., Varga, R., Van Gasteren, M., Babiloni, F., & Di Flumeri, G. (2024). Driving Fatigue Onset and Visual Attention: An Electroencephalography-Driven Analysis of Ocular Behavior in a Driving Simulation Task. Behavioral Sciences, 14(11), 1090. | go to publication | Automotive |
| 2024 | Capotorto R, Ronca V, Sciaraffa N, Borghini G, Di Flumeri G, Mezzadri L, Vozzi A, Giorgi A, Germano D, Babiloni F and Aricò P (2024) Cooperation objective evaluation in aviation: validation and comparison of two novel approaches in simulated environment. Front. Neuroinform. 18:1409322. | go to publication | Aviation |
| 2024 | Ronca, V., Flumeri, G. D., Giorgi, A., Vozzi, A., Capotorto, R., Germano, D., Sciaraffa, N., Borghini, G., Babiloni, F., & Aricò, P. (2024). o-CLEAN: a novel multi-stage algorithm for the ocular artifacts' correction from EEG data in out-of-the-lab applications. Journal of neural engineering, 21(5), 10.1088/1741-2552/ad7b78. | go to publication | Methods |
| 2024 | Ronca, V.; Brambati, F.; Napoletano, L.; Marx, C.; Trösterer, S.; Vozzi, A.; Aricò, P.; Giorgi, A.; Capotorto, R.; Borghini, G.; et al. A Novel EEG-Based Assessment of Distraction in Simulated Driving under Different Road and Traffic Conditions. Brain Sci. 2024, 14, 193. | go to publication | Automotive |
| 2024 | Inguscio, B. M. S., Rossi, D., Giliberto, G., Vozzi, A., Borghini, G., Babiloni, F., Greco, A., Attanasio, G., & Cartocci, G. (2024). Bridging the Gap between Psychophysiological and Audiological Factors in the Assessment of Tinnitus: An EEG Investigation in the Beta Band. Brain Sciences, 14(6), 570. | go to publication | Clinical |
| 2023 | Ronca, V.; Uflaz, E.; Turan, O.; Bantan, H.; MacKinnon, S.N.; Lommi, A.; Pozzi, S.; Kurt, R.E.; Arslan, O.; Kurt, Y.B.; et al. Neurophysiological Assessment of An Innovative Maritime Safety System in Terms of Ship Operators’ Mental Workload, Stress, and Attention in the Full Mission Bridge Simulator. Brain Sci. 2023, 13, 1319. | go to publication | Industrial Workers |
| 2023 | Cartocci, G., Inguscio, B. M. S., Giliberto, G., Vozzi, A., Giorgi, A., Greco, A., Babiloni, F., & Attanasio, G. (2023). Listening Effort in Tinnitus: A Pilot Study Employing a Light EEG Headset and Skin Conductance Assessment during the Listening to a Continuous Speech Stimulus under Different SNR Conditions. Brain Sciences, 13(7), 1084. | go to publication | Clinical |
| 2023 | Di Flumeri, G., Giorgi, A., Germano, D., Ronca, V., Vozzi, A., Borghini, G., Tamborra, L., Simonetti, I., Capotorto, R., Ferrara, S., et al. (2023). A Neuroergonomic Approach Fostered by Wearable EEG for the Multimodal Assessment of Drivers Trainees. Sensors. 23. 8389. | go to publication | Automotive |
| 2023 | Germano, D., Sciaraffa, N., Ronca, V., Giorgi, A., Trulli, G., Borghini, G., Di Flumeri, G., Babiloni, F., & Aricò, P. (2023). Unsupervised Detection of Covariate Shift Due to Changes in EEG Headset Position: Towards an Effective Out-of-Lab Use of Passive Brain–Computer Interface. Applied Sciences, 13(23), 12800. | go to publication | Methods |
| 2023 | G. Borghini et al., "Cooperation and mental states neurophysiological assessment for pilots’ training and expertise evaluation," 2023 IEEE International Workshop on Technologies for Defense and Security (TechDefense), Rome, Italy, 2023, pp. 77-82. | go to publication | Aviation |
| 2022 | Sciaraffa N, Di Flumeri G, Germano D, Giorgi A, Di Florio A, Borghini G, Vozzi A, Ronca V, Babiloni F and Aricò P (2022) Evaluation of a New Lightweight EEG Technology for Translational Applications of Passive Brain-Computer Interfaces. Front. Hum. Neurosci. 16:901387 | go to publication | Validation |
| 2022 | Sciaraffa, N., Di Flumeri, G., Germano, D., Giorgi, A., Di Florio, A., Borghini, G., ... & Aricò, P. (2022). Validation of a light EEG-based measure for real-time stress monitoring during realistic driving. Brain sciences, 12(3), 304 | go to publication | Validation |
Submit your publication
Have you published a study using Mindtooth? We would be glad to include it in this list. Please send the full reference, DOI, and, if available, the open-access link to info@brainsigns.com.