{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,19]],"date-time":"2025-11-19T11:36:29Z","timestamp":1763552189095,"version":"build-2065373602"},"reference-count":70,"publisher":"MDPI AG","issue":"10","license":[{"start":{"date-parts":[[2022,5,23]],"date-time":"2022-05-23T00:00:00Z","timestamp":1653264000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Spanish National Project","award":["RTI2018-101857-B-I00.","DTS21\/00091","PID2020-114911GB-I00"],"award-info":[{"award-number":["RTI2018-101857-B-I00.","DTS21\/00091","PID2020-114911GB-I00"]}]},{"name":"Instituto Salud Carlos III","award":["RTI2018-101857-B-I00.","DTS21\/00091","PID2020-114911GB-I00"],"award-info":[{"award-number":["RTI2018-101857-B-I00.","DTS21\/00091","PID2020-114911GB-I00"]}]},{"name":"Ministerio de Ciencia e Innovaci\u00f3n","award":["RTI2018-101857-B-I00.","DTS21\/00091","PID2020-114911GB-I00"],"award-info":[{"award-number":["RTI2018-101857-B-I00.","DTS21\/00091","PID2020-114911GB-I00"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>Obtaining accurate and objective assessments of an individual\u2019s personality is vital in many areas including education, medicine, sports and management. Currently, most personality assessments are conducted using scales and questionnaires. Unfortunately, it has been observed that both scales and questionnaires present various drawbacks. Their limitations include the lack of veracity in the answers, limitations in the number of times they can be administered, or cultural biases. To solve these problems, several articles have been published in recent years proposing the use of movements that participants make during their evaluation as personality predictors. In this work, a multiple linear regression model was developed to assess the examinee\u2019s personality based on their movements. Movements were captured with the low-cost Microsoft Kinect camera, which facilitates its acceptance and implementation. To evaluate the performance of the proposed system, a pilot study was conducted aimed at assessing the personality traits defined by the Big-Five Personality Model. It was observed that the traits that best fit the model are Extroversion and Conscientiousness. In addition, several patterns that characterize the five personality traits were identified. These results show that it is feasible to assess an individual\u2019s personality through his or her movements and open up pathways for several research.<\/jats:p>","DOI":"10.3390\/s22103949","type":"journal-article","created":{"date-parts":[[2022,5,25]],"date-time":"2022-05-25T00:14:14Z","timestamp":1653437654000},"page":"3949","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Automatic Personality Assessment through Movement Analysis"],"prefix":"10.3390","volume":"22","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2976-2602","authenticated-orcid":false,"given":"David","family":"Delgado-G\u00f3mez","sequence":"first","affiliation":[{"name":"Department of Statistics, Universidad Carlos III, 28903 Getafe, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9448-2925","authenticated-orcid":false,"given":"Antonio Eduardo","family":"Mas\u00f3-Besga","sequence":"additional","affiliation":[{"name":"UNED, Universidad Nacional de Educaci\u00f3n a Distancia, 28015 Madrid, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9747-2167","authenticated-orcid":false,"given":"David","family":"Aguado","sequence":"additional","affiliation":[{"name":"Department of Social Psychology and Methodology, Aut\u00f3noma University of Madrid, 28049 Madrid, Spain"},{"name":"Instituto Ingenier\u00eda del Conocimiento, Aut\u00f3noma University of Madrid, 28049 Madrid, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4943-3865","authenticated-orcid":false,"given":"Victor J.","family":"Rubio","sequence":"additional","affiliation":[{"name":"Department of Biological and Health Psychology, Aut\u00f3noma University of Madrid, 28049 Madrid, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7891-6137","authenticated-orcid":false,"given":"Aaron","family":"Sujar","sequence":"additional","affiliation":[{"name":"Department of Computer Engineering, Universidad Rey Juan Carlos, 28933 Madrid, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6167-5963","authenticated-orcid":false,"given":"Sofia","family":"Bayona","sequence":"additional","affiliation":[{"name":"Department of Computer Engineering, Universidad Rey Juan Carlos, 28933 Madrid, Spain"},{"name":"Center for Computational Simulation, Universidad Polit\u00e9cnica de Madrid, 28040 Boadilla del Monte, Spain"}]}],"member":"1968","published-online":{"date-parts":[[2022,5,23]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1109\/TAFFC.2014.2330816","article-title":"A survey of personality computing","volume":"5","author":"Vinciarelli","year":"2014","journal-title":"IEEE Trans. Affect. Comput."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"451","DOI":"10.1037\/0022-3514.83.2.451","article-title":"Big five dimensions and ADHD symptoms: Links between personality traits and clinical symptoms","volume":"83","author":"Nigg","year":"2002","journal-title":"J. Personal. Soc. Psychol."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"977","DOI":"10.1016\/S0191-8869(03)00166-1","article-title":"ADHD symptoms and personality: Relationships with the five-factor model","volume":"36","author":"Parker","year":"2004","journal-title":"Pers. Individ. Differ."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"149","DOI":"10.3109\/10826088109038817","article-title":"Personality and Other Factors Associated with the Gambling Addiction","volume":"16","author":"Dell","year":"1981","journal-title":"Int. J. Addict."},{"key":"ref_5","first-page":"315062","article-title":"Video game addiction in gambling disorder: Clinical, psychopathological, and personality correlates","volume":"2014","author":"Granero","year":"2014","journal-title":"BioMed Res. Int."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"593","DOI":"10.1097\/00005053-200109000-00004","article-title":"Influence of Antisocial Personality Subtypes on Drug Abuse Treatment Response","volume":"189","author":"King","year":"2001","journal-title":"J. Nerv. Ment. Dis."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"168","DOI":"10.1159\/000079420","article-title":"Clinical, Psychopathological and Personality Correlates of Interoceptive Awareness in Anorexia nervosa, Bulimia nervosa and Obesity","volume":"37","author":"Fassino","year":"2004","journal-title":"Psychopathology"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"352","DOI":"10.1521\/pedi.2000.14.4.352","article-title":"A Study of Temperament and Personality in Anorexia and Bulimia Nervosa","volume":"14","author":"Luis","year":"2000","journal-title":"J. Pers. Disord."},{"key":"ref_9","first-page":"220","article-title":"Suicide and Personality Traits: A Multicenter Study of Austrian and Italian Psychiatric Patients and Students","volume":"50","author":"Unterrainer","year":"2019","journal-title":"Suicide Life-Threat. Behav."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"492","DOI":"10.1016\/j.jad.2020.01.182","article-title":"Lifetime and prospective associations among personality trait domains and suicide-related behaviors in patients with severe mental illness","volume":"266","author":"Orme","year":"2020","journal-title":"J. Affect. Disord."},{"key":"ref_11","first-page":"237","article-title":"Personality traits and academic examination performance","volume":"17","author":"Furnham","year":"2002","journal-title":"Eur. J. Pers."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1111\/j.1744-6570.1991.tb00688.x","article-title":"The Big Five Personality Dimensions and Job Performance: A Meta-Analysis","volume":"44","author":"Barrick","year":"1991","journal-title":"Pers. Psychol."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1080\/1359432X.2012.716198","article-title":"The Five-Factor Model, forced-choice personality inventories and performance: A comprehensive meta-analysis of academic and occupational validity studies","volume":"23","author":"Salgado","year":"2014","journal-title":"Eur. J. Work. Organ. Psychol."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"263","DOI":"10.1111\/1467-9280.00147","article-title":"A Few Can Catch a Liar","volume":"10","author":"Ekman","year":"1999","journal-title":"Psychol. Sci."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1207\/s15327752jpa8701_07","article-title":"A Survey of Psychological Test Use Patterns among Forensic Psychologists","volume":"87","author":"Archer","year":"2006","journal-title":"J. Pers. Assess."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"184","DOI":"10.1080\/1750984X.2013.769614","article-title":"Personality in sport: A comprehensive review","volume":"6","author":"Allen","year":"2013","journal-title":"Int. Rev. Sport Exerc. Psychol."},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Boyle, G., and Helmes, E. (2009). Methods of personality assessment. The Cambridge Handbook of Personality Psychology, Cambridge University Press.","DOI":"10.1017\/CBO9780511596544.010"},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"642","DOI":"10.1590\/1678-7153.201427405","article-title":"NEO-FFI: Psychometric properties of a short personality inventory in Portuguese context","volume":"27","author":"Salgueira","year":"2014","journal-title":"Psicol. Reflex\u00e3o Cr\u00edtica"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"140","DOI":"10.1080\/07481756.2003.11909738","article-title":"NEO Five-Factor Inventory Scores: Psychometric Properties in a Community Sample","volume":"36","author":"Murray","year":"2003","journal-title":"Meas. Eval. Couns. Dev."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"46","DOI":"10.1007\/BF02686767","article-title":"Faking personality questionnaires: Fabricating different profiles for different purposes","volume":"9","author":"Furham","year":"1990","journal-title":"Curr. Psychol."},{"key":"ref_21","first-page":"40","article-title":"Faking it: Social desirability response bias in self-report research","volume":"25","year":"2008","journal-title":"Aust. J. Adv. Nurs."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"501","DOI":"10.1016\/j.acn.2008.04.001","article-title":"Detection of simulated ADHD and reading disorder using symptom validity measures","volume":"23","author":"Frazier","year":"2008","journal-title":"Arch. Clin. Neuropsychol."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"1783","DOI":"10.1176\/appi.ajp.158.11.1783","article-title":"Psychiatric Aspects of Impulsivity","volume":"158","author":"Moeller","year":"2001","journal-title":"Am. J. Psychiatry"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"381","DOI":"10.1177\/0022022101032004001","article-title":"Assessing cross-cultural item bias in questionnaires: Acculturation and the measurement of social support and family cohesion for adolescents","volume":"32","author":"Baerveldt","year":"2001","journal-title":"J. Cross-Cult. Psychol."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"2205","DOI":"10.1016\/j.paid.2007.06.032","article-title":"Measuring Big-Five personality dimensions with the implicit association test\u2013Implicit personality traits or self-esteem?","volume":"43","author":"Grumm","year":"2007","journal-title":"Personal. Individ. Differ."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.bspc.2019.01.027","article-title":"Analysis of speech features and personality traits","volume":"51","author":"Guidi","year":"2019","journal-title":"Biomed. Signal Process. Control"},{"key":"ref_27","doi-asserted-by":"crossref","unstructured":"Mairesse, F., and Walker, M. (2006, January 4\u20139). Automatic recognition of personality in conversation. Proceedings of the Human Language Technology Conference of the NAACL, New York, NY, USA.","DOI":"10.3115\/1614049.1614071"},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"457","DOI":"10.1613\/jair.2349","article-title":"Using Linguistic Cues for the Automatic Recognition of Personality in Conversation and Text","volume":"30","author":"Mairesse","year":"2007","journal-title":"J. Artif. Intell. Res."},{"key":"ref_29","unstructured":"Argamon, S., Dhawle, S., Koppel, M., and Pennbaker, J. (2005, January 8\u201312). Lexical predictors of personality type. Proceedings of the Interface and the Classification Society of North America, St. Louis, MO, USA."},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Segalin, C., Celli, F., Polonio, L., Kosinski, M., Stillwell, D., Sebe, N., Cristani, M., and Lepri, B. (2017, January 23\u201327). What your Facebook profile picture reveals about your personality. Proceedings of the 25th ACM International Conference on Multimedia, Mountain View, CA, USA.","DOI":"10.1145\/3123266.3123331"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3070645","article-title":"Emerging Trends in Personality Identification Using Online Social Networks\u2014A Literature Survey","volume":"12","author":"IKaushal","year":"2018","journal-title":"ACM Trans. Knowl. Discov. Data"},{"key":"ref_32","unstructured":"Choudbury, T., and Pentland, A. (2002). The Sociometer: A Wearable Device for Understanding Human Networks, Human Design Group."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"622","DOI":"10.1037\/a0029041","article-title":"Mobile, social, and wearable computing and the evolution of psychological practice","volume":"43","author":"Morris","year":"2012","journal-title":"Prof. Psychol. Res. Pract."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"433","DOI":"10.1007\/s00779-011-0490-1","article-title":"Mining large-scale smartphone data for personality studies","volume":"17","author":"Chittaranjan","year":"2013","journal-title":"Pers. Ubiquitous Comput."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1037\/cpb0000106","article-title":"The new technologies in personality assessment: A review","volume":"70","author":"Ihsan","year":"2018","journal-title":"Consult. Psychol. J. Pract. Res."},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Brunswik, E. (1956). Perception and the Representative Design of Psychological Experiments, University of California Press.","DOI":"10.1525\/9780520350519"},{"key":"ref_37","unstructured":"INorth, M. (1972). Personality Assessment through Movement, Macdonald & Evans."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Allport, G.W., and Vernon, P.E. (1933). Studies in Expressive Movement, Haffnet.","DOI":"10.1037\/11566-000"},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Pianesi, F., Mana, N., Cappelletti, A., Lepri, B., and Zancanaro, M. (2008, January 20\u201322). Multimodal recognition of personality traits in social interaction. Proceedings of the 10th International Conference on Multimodal Interfaces, Chania, Greece.","DOI":"10.1145\/1452392.1452404"},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Batrinca, L.M., Mana, N., Lepri, B., Pianesi, F., and Sebe, N. (2011, January 14\u201318). Please, tell me about yourself: Automatic personality assessment using short self-presentations. Proceedings of the 13th International Conference on Multimodal Interfaces, Alicante, Spain.","DOI":"10.1145\/2070481.2070528"},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Batrinca, L., Lepri, B., Mana, N., and Pianesi, F. (2012, January 22\u201326). Multimodal recognition of personality traits in human-computer collaborative tasks. Proceedings of the 14th ACM International Conference on Multimodal Interaction, Santa Monica, CA, USA.","DOI":"10.1145\/2388676.2388687"},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"1062","DOI":"10.1016\/j.gaitpost.2014.01.008","article-title":"Accuracy of the Microsoft Kinect sensor for measuring movement in people with Parkinson\u2019s disease","volume":"39","author":"Galna","year":"2014","journal-title":"Gait Posture"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"2925","DOI":"10.1016\/j.jbiomech.2014.07.017","article-title":"Suitability of Kinect for measuring whole body movement patterns during exergaming","volume":"47","author":"Stegenga","year":"2014","journal-title":"J. Biomech."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"372","DOI":"10.1016\/j.gaitpost.2012.03.033","article-title":"Validity of the Microsoft Kinect for assessment of postural control","volume":"36","author":"Clark","year":"2012","journal-title":"Gait Posture"},{"key":"ref_45","doi-asserted-by":"crossref","unstructured":"Sun, J., Wu, P., Shen, Y., Yang, Z., Li, H., Liu, Y., Zhu, T., Li, L., Zhang, K., and Chen, M. (2018, January 3\u20136). Relationship between personality and gait: Predicting personality with gait features. Proceedings of the 2018 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), Madrid, Spain.","DOI":"10.1109\/BIBM.2018.8621300"},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Furuichi, S., Abe, K., and Nakamura, S. (2019). The Possibility of Personality Extraction Using Skeletal Information in Hip-Hop Dance by Human or Machine. Human-Computer Interaction\u2014INTERACT 2019, Proceedings of the 17th IFIP TC 13 International Conference, Paphos, Cyprus, 2\u20136 September 2019, Springer.","DOI":"10.1007\/978-3-030-29390-1_28"},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Brebner, J. (1985). Personality theory and movement. Individual Differences in Movement, Springer.","DOI":"10.1007\/978-94-009-4912-6_2"},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1525\/mp.2008.26.2.103","article-title":"Automated Analysis of Body Movement in Emotionally Expressive Piano Performances","volume":"26","author":"Castellano","year":"2008","journal-title":"Music Percept."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"433","DOI":"10.1525\/mp.2007.24.5.433","article-title":"Visual Perception of Expressiveness in Musicians\u2019 Body Movements","volume":"24","author":"Dahl","year":"2007","journal-title":"Music Percept."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"106","DOI":"10.1109\/T-AFFC.2011.7","article-title":"Toward a Minimal Representation of Affective Gestures","volume":"2","author":"Glowinski","year":"2011","journal-title":"IEEE Trans. Affect. Comput."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"642","DOI":"10.1068\/p7364","article-title":"Perceived Gesture Dynamics in Nonverbal Expression of Emotion","volume":"42","author":"Dael","year":"2013","journal-title":"Perception"},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1109\/T-AFFC.2012.16","article-title":"Affective Body Expression Perception and Recognition: A Survey","volume":"4","author":"Kleinsmith","year":"2012","journal-title":"IEEE Trans. Affect. Comput."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"184","DOI":"10.1177\/1754073917749880","article-title":"Bodily Communication of Emotion: Evidence for Extrafacial Behavioral Expressions and Available Coding Systems","volume":"11","author":"Witkower","year":"2018","journal-title":"Emot. Rev."},{"key":"ref_54","unstructured":"Niola, V., and Gasparetto, A. (2020). Human Arm Motion Tracking by Kinect Sensor Using Kalman Filter for Collaborative Robotics. Advances in Italian Mechanism Science, Springer. IFToMM ITALY 2020. Mechanisms and Machine Science."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"105","DOI":"10.1002\/asjc.2480","article-title":"Vision-based control architecture for human robot hand-over applications","volume":"23","author":"Melchiorre","year":"2021","journal-title":"Asian J. Control"},{"key":"ref_56","doi-asserted-by":"crossref","unstructured":"McCrae, R. (2009). The Five-Factor Model of personality. The Cambridge Handbook of Personality Psychology, Cambridge University Press.","DOI":"10.1017\/CBO9780511596544.012"},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"587","DOI":"10.1016\/S0191-8869(03)00118-1","article-title":"A contemplated revision of the NEO Five-Factor Inventory","volume":"36","author":"McCrae","year":"2004","journal-title":"Pers. Individ. Differ."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1167\/9.6.15","article-title":"Critical features for the perception of emotion from gait","volume":"9","author":"Roether","year":"2009","journal-title":"J. Vis."},{"key":"ref_59","doi-asserted-by":"crossref","unstructured":"Zhang, C.-L., Zhang, H., Wei, X.-S., and Wu, J. (2016). Deep Bimodal Regression for Apparent Personality Analysis. Computer Vision\u2013ECCV 2016 Workshops Amsterdam, The Netherlands, 8\u201310, and 15\u201316 October 2016, Proceedings, Part II, Springer.","DOI":"10.1007\/978-3-319-49409-8_25"},{"key":"ref_60","doi-asserted-by":"crossref","unstructured":"Bachrach, Y., Kosinski, M., Graepel, T., Kohli, P., and Stillwell, D. (2012, January 22\u201324). Personality and patterns of Facebook usage. Proceedings of the 4th Annual ACM Web Science Conference, Evanston, IL, USA.","DOI":"10.1145\/2380718.2380722"},{"key":"ref_61","unstructured":"Liu, L., Preotiuc-Pietro, D., Samani, Z.R., Moghaddam, M.E., and Ungar, L.H. (2016, January 17\u201320). Analyzing Personality through Social Media Profile Picture Choice. Proceedings of the Tenth International AAAI Conference on Web and Social Media, Cologne, Germany."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1016\/0092-6566(90)90003-O","article-title":"The display of personalityin expressive movement","volume":"24","author":"Riggio","year":"1990","journal-title":"J. Res. Personal."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"501","DOI":"10.1109\/TASL.2008.2008238","article-title":"Modeling Dominance in Group Conversations Using Nonverbal Activity Cues","volume":"17","author":"Jayagopi","year":"2009","journal-title":"IEEE Trans. Audio Speech Lang. Process."},{"key":"ref_64","first-page":"1575","article-title":"Improving impulsivity assessment using movement recognition: A pilot study","volume":"48","author":"Bayona","year":"2015","journal-title":"Behav. Res. Methods"},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"e79","DOI":"10.2196\/jmir.6985","article-title":"Microsoft Kinect-based Continuous Performance Test: An Objective Attention Deficit Hyperactivity Disorder Assessment","volume":"19","author":"Tello","year":"2017","journal-title":"J. Med. Internet Res."},{"key":"ref_66","first-page":"108","article-title":"Gamification of a psychological test for assessing students\u2019 self-control with Kinect sensor","volume":"10","author":"Parrado","year":"2016","journal-title":"Entre Cienc. Ing."},{"key":"ref_67","doi-asserted-by":"crossref","unstructured":"Sempere-Tortosa, M., Fern\u00e1ndez-Carrasco, F., Navarro-Soria, I., and Rizo-Maestre, C. (2021). Movement Patterns in Students Diagnosed with ADHD, Objective Measurement in a Natural Learning Environment. Int. J. Environ. Res. Public Health, 18.","DOI":"10.3390\/ijerph18083870"},{"key":"ref_68","first-page":"163","article-title":"Development of smart wearable sensors for life healthcare","volume":"2","author":"Luo","year":"2021","journal-title":"Eng. Regen."},{"key":"ref_69","doi-asserted-by":"crossref","unstructured":"Ouyang, C.-S., Chiu, Y.-H., Chiang, C.-T., Wu, R.-C., Lin, Y.-T., Yang, R.-C., and Lin, L.-C. (2021). Evaluating Therapeutic Effects of ADHD Medication Objectively by Movement Quantification with a Video-Based Skeleton Analysis. Int. J. Environ. Res. Public Health, 18.","DOI":"10.3390\/ijerph18179363"},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1037\/a0036098","article-title":"Teamwork Competency Test (TWCT): A step forward on measuring teamwork competencies","volume":"18","author":"Aguado","year":"2014","journal-title":"Group Dyn. Theory Res. Pract."}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/22\/10\/3949\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T23:16:58Z","timestamp":1760138218000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/22\/10\/3949"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,5,23]]},"references-count":70,"journal-issue":{"issue":"10","published-online":{"date-parts":[[2022,5]]}},"alternative-id":["s22103949"],"URL":"https:\/\/doi.org\/10.3390\/s22103949","relation":{},"ISSN":["1424-8220"],"issn-type":[{"type":"electronic","value":"1424-8220"}],"subject":[],"published":{"date-parts":[[2022,5,23]]}}}