{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,14]],"date-time":"2026-09-14T11:05:29Z","timestamp":1789383929663,"version":"build-2803163510"},"reference-count":63,"publisher":"MDPI AG","issue":"18","license":[{"start":{"date-parts":[[2026,9,14]],"date-time":"2026-09-14T00:00:00Z","timestamp":1789344000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Italian Ministry of University and Research","award":["PNC0000007"],"award-info":[{"award-number":["PNC0000007"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>Interaction with physical objects plays a key role in the development, assessment, and treatment of cognitive and motor skills across the lifespan. In recent years, this interaction has been enhanced by smart objects, namely everyday items augmented with embedded sensing, processing, and feedback capabilities. These objects enable objective behavioural data collection while preserving natural and engaging human\u2013object interactions. However, the literature remains fragmented and often focused on specific applications or interaction paradigms. This scoping review provides an overview of smart objects developed for clinical and educational contexts, with intended uses including assessment, treatment, training, education, and data collection to support machine learning approaches. Forty-two studies published from 2010 up to the final search date of 29 June 2026 were analysed following the PRISMA-ScR guidelines. The review adopts a design- and hardware-oriented perspective, classifying smart objects according to physical shape, intended use, target population, and validation level. Particular attention is given to embedded electronic components, measured parameters, and the exploitation of sensing and feedback technologies during human\u2013object interaction. By synthesising current solutions, this review highlights emerging trends, recurring limitations, and open challenges related to design choices, technological constraints, and experimental validation, supporting the development of robust, adaptable, and real-world-ready smart objects.<\/jats:p>","DOI":"10.3390\/s26185812","type":"journal-article","created":{"date-parts":[[2026,9,14]],"date-time":"2026-09-14T10:19:41Z","timestamp":1789381181000},"page":"5812","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Smart Objects for Clinical Rehabilitation and Education: A Scoping Review of Design, Sensing, and Validation"],"prefix":"10.3390","volume":"26","author":[{"ORCID":"https:\/\/orcid.org\/0009-0003-4243-4923","authenticated-orcid":false,"given":"Lorenzo","family":"Pugi","sequence":"first","affiliation":[{"name":"Department of Industrial Engineering, University of Florence, 50121 Firenze, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5784-3752","authenticated-orcid":false,"given":"Laura","family":"Fiorini","sequence":"additional","affiliation":[{"name":"Department of Industrial Engineering, University of Florence, 50121 Firenze, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-0893-6513","authenticated-orcid":false,"given":"Marco Vincenzo","family":"Maselli","sequence":"additional","affiliation":[{"name":"Department of Industrial Engineering, University of Florence, 50121 Firenze, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7432-5033","authenticated-orcid":false,"given":"Filippo","family":"Cavallo","sequence":"additional","affiliation":[{"name":"Department of Industrial Engineering, University of Florence, 50121 Firenze, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2026,9,14]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Baber, C., Al-Tunaib, S., and Khattab, A. (2019). Creating Affording Situations with Animate Objects, Springer.","DOI":"10.1007\/978-3-030-22419-6_1"},{"key":"ref_2","doi-asserted-by":"crossref","unstructured":"Lockman, J.J., and McHale, J.P. (1989). Object Manipulation in Infancy. Action in Social Context, Springer.","DOI":"10.1007\/978-1-4757-9000-9"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"e171","DOI":"10.2196\/jmir.7533","article-title":"A Smart Toy to Enhance the Decision-Making Process at Children\u2019s Psychomotor Delay Screenings: A Pilot Study","volume":"19","author":"Ruiz","year":"2017","journal-title":"J. Med. Internet Res."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"197","DOI":"10.1016\/S0379-0738(97)00105-9","article-title":"Handwriting changes due to aging and Parkinson\u2019s syndrome","volume":"88","author":"Walton","year":"1997","journal-title":"Forensic Sci. Int."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"2772","DOI":"10.1016\/j.cortex.2013.05.011","article-title":"The \u2018handwriting brain\u2019: A meta-analysis of neuroimaging studies of motor versus orthographic processes","volume":"49","author":"Planton","year":"2013","journal-title":"Cortex"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"644","DOI":"10.1007\/s10803-007-0430-0","article-title":"Gross motor development, movement abnormalities, and early identification of autism","volume":"38","author":"Ozonoff","year":"2008","journal-title":"J. Autism Dev. Disord."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1109\/MIC.2009.143","article-title":"Smart objects as building blocks for the Internet of things","volume":"14","author":"Kortuem","year":"2010","journal-title":"IEEE Internet Comput."},{"key":"ref_8","unstructured":"MHernandez, E.P., and Reiff-Marganiec, S. (2014). Classifying Smart Objects using capabilities. 2014 International Conference on Smart Computing, IEEE."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"179538","DOI":"10.1109\/ACCESS.2025.3621839","article-title":"Tangible User Interfaces in Computer Programming Learning: A Systematic Literature Review","volume":"13","author":"Molina","year":"2025","journal-title":"IEEE Access"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"249378","DOI":"10.1155\/2018\/7249378","article-title":"Tangible User Interface for Social Interactions for the Elderly: A Review of Literature","volume":"2018","author":"Bong","year":"2018","journal-title":"Adv. Hum.-Comput. Interact."},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Krestanova, A., Cerny, M., and Augustynek, M. (2021). Review: Development and Technical Design of Tangible User Interfaces in Wide-Field Areas of Application. Sensors, 21.","DOI":"10.3390\/s21134258"},{"key":"ref_12","doi-asserted-by":"crossref","unstructured":"Komis, V., Karachristos, C., Mourta, D., Sgoura, K., Misirli, A., and Jaillet, A. (2021). Smart Toys in Early Childhood and Primary Education: A Systematic Review of Technological and Educational Affordances. Appl. Sci., 11.","DOI":"10.3390\/app11188653"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1016\/j.sysarc.2018.12.001","article-title":"Toy user interfaces: Systematic and industrial mapping","volume":"97","author":"Kelner","year":"2019","journal-title":"J. Syst. Archit."},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Ishii, H., and Ullmer, B. (1997). Tangible bits. Proceedings of the ACM SIGCHI Conference on Human Factors in Computing Systems, ACM.","DOI":"10.1145\/258549.258715"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"e73533","DOI":"10.2196\/73533","article-title":"Smart Device\u2013Based Therapy on Hand Motor Function Improvement in Stroke Survivors During Rehabilitation: Scoping Review","volume":"12","author":"Krumina","year":"2025","journal-title":"JMIR Rehabil. Assist. Technol."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"63","DOI":"10.1038\/s41746-025-01450-3","article-title":"A systematic review of portable technologies for the early assessment of motor development in infants","volume":"8","author":"Deng","year":"2025","journal-title":"npj Digit. Med."},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Tsipianitis, D., Misirli, A., Lavidas, K., and Komis, V. (2025). IoT Devices and Their Impact on Learning: A Systematic Review of Technological and Educational Affordances. IoT, 6.","DOI":"10.3390\/iot6030045"},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Hong, H., Dai, L., and Zheng, X. (2025). Advances in Wearable Sensors for Learning Analytics: Trends, Challenges, and Prospects. Sensors, 25.","DOI":"10.3390\/s25092714"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"467","DOI":"10.7326\/M18-0850","article-title":"PRISMA Extension for Scoping Reviews (PRISMA-ScR): Checklist and Explanation","volume":"169","author":"Tricco","year":"2018","journal-title":"Ann. Intern. Med."},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Crovari, P., Gianotti, M., Riccardi, F., and Garzotto, F. (2019). Designing a smart toy. Proceedings of the 13th Biannual Conference of the Italian SIGCHI Chapter: Designing the Next Interaction, ACM.","DOI":"10.1145\/3351995.3352041"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1016\/j.chb.2016.08.023","article-title":"SIG-Blocks: Tangible game technology for automated cognitive assessment","volume":"65","author":"Lee","year":"2016","journal-title":"Comput. Hum. Behav."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1007\/s00779-011-0386-0","article-title":"Monitoring children\u2019s developmental progress using augmented toys and activity recognition","volume":"16","author":"Westeyn","year":"2012","journal-title":"Pers. Ubiquitous Comput."},{"key":"ref_23","doi-asserted-by":"crossref","unstructured":"Mironcika, S., de Schipper, A., Brons, A., Toussaint, H., Kr\u00f6se, B., and Schouten, B. (2018). Smart Toys Design Opportunities for Measuring Children\u2019s Fine Motor Skills Development. Proceedings of the Twelfth International Conference on Tangible, Embedded, and Embodied Interaction, ACM.","DOI":"10.1145\/3173225.3173256"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/TIM.2020.3045838","article-title":"A Smart Ink Pen for the Ecological Assessment of Age-Related Changes in Writing and Tremor Features","volume":"70","author":"Lunardini","year":"2021","journal-title":"IEEE Trans. Instrum. Meas."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"e24237","DOI":"10.2196\/24237","article-title":"Assessing Children\u2019s Fine Motor Skills with Sensor-Augmented Toys: Machine Learning Approach","volume":"23","author":"Brons","year":"2021","journal-title":"J. Med. Internet Res."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Vonach, E., Ternek, M., Gerstweiler, G., and Kaufmann, H. (2016). Design of a Health Monitoring Toy for Children. Proceedings of the 15th International Conference on Interaction Design and Children, ACM.","DOI":"10.1145\/2930674.2930694"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"339","DOI":"10.1109\/TOH.2022.3162321","article-title":"Mental Rotation Skill Shapes Haptic Exploration Strategies","volume":"15","author":"Leo","year":"2022","journal-title":"IEEE Trans. Haptics"},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Biswas, S., Bhuyan, A.K., Dutta, H., Das, S., Parks, A.N., McKee, K., Doyle, D.R., and Uttal, D.H. (2026). Inferring Spatial Reasoning by Observing Human Interactions with Smart IoT Objects. IEEE Internet of Things Magazine, IEEE.","DOI":"10.1109\/MIOT.2026.3675877"},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"Karime, A., Rahman, A.S.M.M., Al Osman, H., Gueaieb, W., and El Saddik, A. (2011). E-dumbbell: An electronic dumbbell with haptic feedback for wrist rehabilitation. 2011 IEEE International Conference on Virtual Environments, Human-Computer Interfaces and Measurement Systems Proceedings, IEEE.","DOI":"10.1109\/VECIMS.2011.6053839"},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Stephens-Fripp, B., Wallace, E., Searle, T., and Alici, G. (2019). Design of a Sensorised Object to Test Sensory Feedback for Prosthetic Hands. 2019 IEEE\/ASME International Conference on Advanced Intelligent Mechatronics (AIM), IEEE.","DOI":"10.1109\/AIM.2019.8868801"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"100066","DOI":"10.1016\/j.smhl.2019.01.001","article-title":"SpECTRUM: Smart ECosystem for sTRoke patient\u05f3s Upper limbs Monitoring","volume":"13","author":"Bobin","year":"2019","journal-title":"Smart Health"},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Chubinidze, D., Li, Z., Slovak, P., Baudinet, J., Dufour, E., and Tchanturia, K. (2024). Introducing a Smart Toy in Eating Disorder Treatment: A Pilot Study. Nutrients, 16.","DOI":"10.3390\/nu16040467"},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Mohandas, G., V, S.S., Padmakumar, K., and S, T. (2025). Development of an Adaptive Smart Toy with Emotional Feedback. 2025 3rd International Conference on Intelligent Data Communication Technologies and Internet of Things (IDCIoT), IEEE.","DOI":"10.1109\/IDCIOT64235.2025.10914995"},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Solorzano Alcivar, N.I., Park Kim, D.H., Canizares Pozo, J.E., Arce Sierra, M.X., and Rubio Zurita, A.P. (2025). Evaluation of an Intelligent Educational Toy-Game Prototype for Toddlers\u2019 Motor Stimulation and Learning, Springer.","DOI":"10.1007\/978-3-031-75431-9_23"},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"106069","DOI":"10.1016\/j.rineng.2025.106069","article-title":"Enhancing neurocognitive rehabilitation with smart cubes: Design, technology, and programmable games","volume":"27","author":"Vondrak","year":"2025","journal-title":"Results Eng."},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Rodi\u0107, L.D., Stan\u010di\u0107, I., \u010coko, D., Perkovi\u0107, T., and Grani\u0107, A. (2023). Towards a Machine Learning Smart Toy Design for Early Childhood Geometry Education: Usability and Performance. Electronics, 12.","DOI":"10.3390\/electronics12081951"},{"key":"ref_37","doi-asserted-by":"crossref","unstructured":"Hettiarachchi, T.C., Semasinghe, L.S., de Silva, R., Lokuliyana, S., Gamage, N., and Ratnasuriya, M. (2022). A Tangible E-Learning Solution for Early Childhood Development. 2022 13th International Conference on Computing Communication and Networking Technologies (ICCCNT), IEEE.","DOI":"10.1109\/ICAC57685.2022.10025060"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"386","DOI":"10.1123\/jmld.2023-0045","article-title":"Automated Classification of Manual Exploratory Behaviors Using Sensorized Objects and Machine Learning: A Preliminary Proof-of-Concept Study","volume":"12","author":"Patel","year":"2024","journal-title":"J. Mot. Learn. Dev."},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Bartolomei, G., Ozcan, B., Granato, G., Baldassarre, G., and Sperati, V. (2025). Echo: An AI-based toy to encourage symbolic play in children with Autism Spectrum Conditions. Proceedings of the Nineteenth International Conference on Tangible, Embedded, and Embodied Interaction, ACM.","DOI":"10.1145\/3689050.3705987"},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Ammi, M., Boukallel, M., Anastassova, M., Amroun, H., and Bobin, M. (2018). Study and Development of a Smart Cup for Monitoring Post-stroke Patients\u2019 Activities at Home. Challenges of the Internet of Things, Wiley.","DOI":"10.1002\/9781119549765.ch3"},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Chandankhede, P.H., Fatinge, P.M., and Vaidya, K.S. (2024). Development of Smart Cup for Monitoring Post Stroke Patients. 2024 IEEE International Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI), IEEE.","DOI":"10.1109\/IATMSI60426.2024.10502524"},{"key":"ref_42","doi-asserted-by":"crossref","unstructured":"Karime, A., Rahman, A.S.M.M., El Saddik, A., and Gueaieb, W. (2011). RehaBall: Rehabilitation of upper limbs with a sensory-integrated stress ball. 2011 IEEE International Workshop on Haptic Audio Visual Environments and Games, IEEE.","DOI":"10.1109\/HAVE.2011.6088388"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"4437","DOI":"10.1007\/s12652-020-01744-2","article-title":"From AAL to ambient assisted rehabilitation: A research pilot protocol based on smart objects and biofeedback","volume":"12","author":"Meriggi","year":"2021","journal-title":"J. Ambient Intell. Humaniz. Comput."},{"key":"ref_44","doi-asserted-by":"crossref","unstructured":"Borghese, N.A., Essenziale, J., Mainetti, R., Mancon, E., Pagliaro, R., and Pajardi, G. (2019). Hand Rehabilitation and Telemonitoring through Smart Toys. Sensors, 19.","DOI":"10.3390\/s19245517"},{"key":"ref_45","doi-asserted-by":"crossref","unstructured":"Martim, P., Frango, V.L., Postolache, O., and Yang, Y. (2018). Smart Object for Physical Rehabilitation Assessment. 2018 International Conference and Exposition on Electrical And Power Engineering (EPE), IEEE.","DOI":"10.1109\/ICEPE.2018.8559647"},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Martinho, M., Zhou, H., and Alici, G. (2024). A Soft and Smart Telehealth System: Hand Rehabilitation Device for Grasping Force Assessment of Post Stroke Patients. 2024 IEEE International Conference on Advanced Intelligent Mechatronics (AIM), IEEE.","DOI":"10.1109\/AIM55361.2024.10637130"},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Cisneros, T.V.P., Schouten, B., Salah, A.A., Schoorl, K., Nederhand, M., Hepping, A.M., Kr\u00f6se, B., and Ludden, G. (2026). Design and evaluation of a smart toy for home therapy for children with cerebral palsy. Interact. Comput., 1\u201322.","DOI":"10.1093\/iwc\/iwag013"},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Moraiti, A., Abeele, V.V., Vanroye, E., and Geurts, L. (2015). Empowering Occupational Therapists with a DIY-toolkit for Smart Soft Objects. Proceedings of the Ninth International Conference on Tangible, Embedded, and Embodied Interaction, ACM.","DOI":"10.1145\/2677199.2680598"},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Faraci, F.D., Papandrea, M., Puiatti, A., Agustoni, S., Giulivi, S., DrApuzzo, V., Giordano, S., Righi, F., Barberis, O., and Thommen, E. (2018). AutoPlay: A smart toys-kit for an objective analysis of children ludic behavior and development. 2018 IEEE International Symposium on Medical Measurements and Applications (MeMeA), IEEE.","DOI":"10.1109\/MeMeA.2018.8438636"},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"Lanini, M., Bondioli, M., Narzisi, A., Pelagatti, S., and Chessa, S. (2019). Sensorized Toys to Identify the Early \u2018Red Flags\u2019 of Autistic Spectrum Disorders in Preschoolers, Springer.","DOI":"10.1007\/978-3-030-01746-0_22"},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"Udayagiri, R., Yin, J., Cai, X., Townsend, W., Trivedi, V., Shende, R., Sowande, O.F., Prosser, L.A., Pikul, J.H., and Johnson, M.J. (2024). Towards an AI-driven soft toy for automatically detecting and classifying infant-toy interactions using optical force sensors. Front. Robot. AI, 11.","DOI":"10.3389\/frobt.2024.1325296"},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Ramesha, M.D.D., Kavindi, M., Somawansa, R.P., Yadav, A., Samarasinghe, P., Wedasinghe, N., and Jayasinghearachchi, V. (2022). Children\u2019s Behavior Analysis Through Smart Toys. TENCON 2022-2022 IEEE Region 10 Conference (TENCON), IEEE.","DOI":"10.1109\/TENCON55691.2022.9978116"},{"key":"ref_53","doi-asserted-by":"crossref","unstructured":"Wang, X., Ishikawa, M., Takashima, K., Adachi, T., Sharlin, E., Finn, P., and Kitamura, Y. (2018). Designing Action-Characterizing Toy Blocks for Behavior Assessments. Extended Abstracts of the 2018 CHI Conference on Human Factors in Computing Systems, ACM.","DOI":"10.1145\/3170427.3188451"},{"key":"ref_54","doi-asserted-by":"crossref","unstructured":"Baber, C., Khattab, A., Russell, M., Hermsd\u00f6rfer, J., and Wing, A. (2017). Creating Affording Situations: Coaching through Animate Objects. Sensors, 17.","DOI":"10.3390\/s17102308"},{"key":"ref_55","doi-asserted-by":"crossref","unstructured":"Peng, Y., Jancovic, P., and Russell, M. (2021). Recognition of Actions and Subjects from Inertial and FSR Sensors Attached to Objects. 2020 28th European Signal Processing Conference (EUSIPCO), IEEE.","DOI":"10.23919\/Eusipco47968.2020.9287363"},{"key":"ref_56","doi-asserted-by":"crossref","unstructured":"Varesano, F., and Vernero, F. (2012). Introducing PALLA, a novel input device for leisure activities. Proceedings of the 4th International Conference on Fun and Games, ACM.","DOI":"10.1145\/2367616.2367621"},{"key":"ref_57","doi-asserted-by":"crossref","unstructured":"Cano, S., Pe\u00f1e\u00f1ory, V., Collazos, C.A., and Albiol-P\u00e9rez, S. (2020). Designing Internet of Tangible Things for Children with Hearing Impairment. Information, 11.","DOI":"10.3390\/info11020070"},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"100376","DOI":"10.1016\/j.ijcci.2021.100376","article-title":"VIC\u2014A Tangible User Interface to train memory skills in children with Intellectual Disability","volume":"32","author":"Beccaluva","year":"2022","journal-title":"Int. J. Child. Comput. Interact."},{"key":"ref_59","doi-asserted-by":"crossref","unstructured":"Jovanov, E., Nallathimmareddygari, V.R., and Pryor, J.E. (2016). SmartStuff: A case study of a smart water bottle. 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), IEEE.","DOI":"10.1109\/EMBC.2016.7592170"},{"key":"ref_60","doi-asserted-by":"crossref","unstructured":"Du, J., Zhu, L., Min, X., Chang, X., Qi, W., Wei, T., Wei, S., Zhang, X., Huang, J., and Tao, X. (2026). A study on promoting AI learning and usage behaviors among health management students from the perspective of the \u2018knowledge-belief-action\u2019 model. Front. Public Health, 14.","DOI":"10.3389\/fpubh.2026.1747362"},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"3609","DOI":"10.1007\/s11664-025-11778-x","article-title":"Neuromorphic Hardware for Artificial Sensory Systems: A Review","volume":"54","author":"Kim","year":"2025","journal-title":"J. Electron. Mater."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"022501","DOI":"10.1088\/2634-4386\/ac4a83","article-title":"2022 roadmap on neuromorphic computing and engineering","volume":"2","author":"Christensen","year":"2022","journal-title":"Neuromorphic Comput. Eng."},{"key":"ref_63","doi-asserted-by":"crossref","unstructured":"Stefanou, E.E., Bitilis, P., Bouchouras, G., and Kotis, K. (2025). Collecting, Integrating and Processing IoT Sensor Data on Edge Devices for PD Monitoring: A Scoping Review. Appl. 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