{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,15]],"date-time":"2026-01-15T06:33:52Z","timestamp":1768458832363,"version":"3.49.0"},"reference-count":65,"publisher":"Springer Science and Business Media LLC","issue":"24","license":[{"start":{"date-parts":[[2021,8,19]],"date-time":"2021-08-19T00:00:00Z","timestamp":1629331200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2021,8,19]],"date-time":"2021-08-19T00:00:00Z","timestamp":1629331200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2021,10]]},"DOI":"10.1007\/s11042-021-11419-5","type":"journal-article","created":{"date-parts":[[2021,8,19]],"date-time":"2021-08-19T10:08:21Z","timestamp":1629367701000},"page":"33377-33408","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":16,"title":["On identification of big-five personality traits through choice of images in a real-world setting"],"prefix":"10.1007","volume":"80","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3094-3483","authenticated-orcid":false,"given":"Zahid","family":"Halim","sequence":"first","affiliation":[]},{"given":"Aqsa","family":"Zouq","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2021,8,19]]},"reference":[{"issue":"4","key":"11419_CR1","doi-asserted-by":"publisher","first-page":"714","DOI":"10.1111\/jopy.12352","volume":"86","author":"TA Allen","year":"2018","unstructured":"Allen TA, Carey BE, McBride C, Bagby RM, DeYoung CG, Quilty LC (2018) Big Five aspects of personality interact to predict depression. J Pers 86(4):714\u2013725","journal-title":"Journal of personality."},{"key":"11419_CR2","doi-asserted-by":"crossref","unstructured":"Andr\u00e9 P, Cutrell E, Tan DS, Smith G (2009) Designing novel image search interfaces by understanding unique characteristics and usage. In IFIP Conf Hum Comput Interact 340\u2013353","DOI":"10.1007\/978-3-642-03658-3_40"},{"issue":"21","key":"11419_CR3","doi-asserted-by":"publisher","first-page":"13237","DOI":"10.1007\/s11042-015-2793-0","volume":"75","author":"S Bhardwaj","year":"2016","unstructured":"Bhardwaj S, Atrey PK, Saini MK, El Saddik A (2016) Personality assessment using multiple online social networks. Multimed Tools Appl 75(21):13237\u201313269","journal-title":"Multimedia Tools and Applications"},{"issue":"2","key":"11419_CR4","doi-asserted-by":"publisher","first-page":"190","DOI":"10.1177\/1088868318772990","volume":"23","author":"W Bleidorn","year":"2019","unstructured":"Bleidorn W, Hopwood CJ (2019) Using machine learning to advance personality assessment and theory. Pers Soc Psychol Rev 23(2):190\u2013203","journal-title":"Personality and Social Psychology Review"},{"issue":"2","key":"11419_CR5","doi-asserted-by":"publisher","first-page":"115","DOI":"10.1027\/1015-5759.21.2.115","volume":"21","author":"T Buchanan","year":"2005","unstructured":"Buchanan T, Johnson JA, Goldberg LR (2005) Implementing a five-factor personality inventory for use on the internet. Eur J Psychol Assess 21(2):115\u2013127","journal-title":"European Journal of Psychological Assessment"},{"issue":"6","key":"11419_CR6","doi-asserted-by":"publisher","first-page":"1092","DOI":"10.1037\/a0021212","volume":"136","author":"BS Connelly","year":"2010","unstructured":"Connelly BS, Ones DS (2010) An other perspective on personality: Meta-analytic integration of observers\u2019 accuracy and predictive validity. Psychol Bull 136(6):1092","journal-title":"Psychological bulletin"},{"issue":"9","key":"11419_CR7","doi-asserted-by":"publisher","first-page":"2042","DOI":"10.1016\/j.spinee.2014.04.012","volume":"14","author":"AH Crighton","year":"2014","unstructured":"Crighton AH, Wygant DB, Applegate KC, Umlauf RL, Granacher RP (2014) Can brief measures effectively screen for pain and somatic malingering? Examination of the Modified Somatic Perception Questionnaire and Pain Disability Index. Spine J 14(9):2042\u20132050","journal-title":"The spine journal"},{"issue":"3","key":"11419_CR8","doi-asserted-by":"publisher","first-page":"235","DOI":"10.1111\/ijsa.12251","volume":"27","author":"WE De Leng","year":"2019","unstructured":"De Leng WE, Stegers-Jager KM, Born MP, Themmen APN (2019) Faking on a situational judgment test in a medical school selection setting: Effect of different scoring methods? Int J Sel Assess 27(3):235\u2013248","journal-title":"International Journal of Selection and Assessment"},{"key":"11419_CR9","doi-asserted-by":"crossref","unstructured":"Diefenbach S, Christoforakos L (2017) The selfie paradox: Nobody seems to like them yet everyone has reasons to take them. An exploration of psychological functions of selfies in self-presentation. Front Psychol 8:7","DOI":"10.3389\/fpsyg.2017.00007"},{"issue":"1","key":"11419_CR10","doi-asserted-by":"publisher","first-page":"77","DOI":"10.2190\/Y7CA-TBY6-V7LR-76GK","volume":"22","author":"GJ Feist","year":"2004","unstructured":"Feist GJ, Brady TR (2004) Openness to experience, non-conformity, and the preference for abstract art. Empir Stud Arts 22(1):77\u201389","journal-title":"Empirical Studies of the Arts"},{"key":"11419_CR11","doi-asserted-by":"crossref","unstructured":"Ferwerda B, Schedl M, Tkalcic M (2016) Using instagram picture features to predict users\u2019 personality. In Int Conf Multimed Model 850-861","DOI":"10.1007\/978-3-319-27671-7_71"},{"key":"11419_CR12","doi-asserted-by":"crossref","unstructured":"Ferwerda B, Schedl M, Tkalcic M (2015) Predicting personality traits with instagram pictures. In Proc 3rd Workshop Emot Pers Pers Syst 7\u201310","DOI":"10.1145\/2809643.2809644"},{"issue":"14","key":"11419_CR13","doi-asserted-by":"publisher","first-page":"20157","DOI":"10.1007\/s11042-019-7336-7","volume":"78","author":"B Ferwerda","year":"2019","unstructured":"Ferwerda B, Yang E, Schedl M, Tkalcic M (2019) Personality and taxonomy preferences, and the influence of category choice on the user experience for music streaming services. Multimed Tools Appl 78(14):20157\u201320190","journal-title":"Multimedia tools and applications"},{"issue":"6","key":"11419_CR14","doi-asserted-by":"publisher","first-page":"1097","DOI":"10.1037\/a0016786","volume":"97","author":"W Fleeson","year":"2009","unstructured":"Fleeson W, Gallagher P (2009) The implications of Big Five standing for the distribution of trait manifestation in behavior: Fifteen experience-sampling studies and a meta-analysis. J Pers Soc Psychol 97(6):1097","journal-title":"Journal of personality and social psychology"},{"issue":"5","key":"11419_CR15","doi-asserted-by":"publisher","first-page":"975","DOI":"10.1007\/s11251-012-9259-9","volume":"41","author":"A Furnham","year":"2013","unstructured":"Furnham A, Nuygards S, Chamorro-Premuzic T (2013) Personality, assessment methods and academic performance. Instr Sci 41(5):975\u2013987","journal-title":"Instructional Science"},{"issue":"8","key":"11419_CR16","doi-asserted-by":"publisher","first-page":"765","DOI":"10.1108\/02683940910996789","volume":"24","author":"A Furnham","year":"2009","unstructured":"Furnham A, Eracleous A, Chamorro-Premuzic T (2009) Personality, motivation and job satisfaction: Hertzberg meets the Big Five. J Manag Psychol 24(8):765\u2013779","journal-title":"Journal of managerial psychology"},{"issue":"2","key":"11419_CR17","doi-asserted-by":"publisher","first-page":"167","DOI":"10.1080\/15213260802023433","volume":"11","author":"AL Gonzales","year":"2008","unstructured":"Gonzales AL, Hancock JT (2008) Identity shift in computer-mediated environments. Media Psychol 11(2):167\u2013185","journal-title":"Media Psychology"},{"issue":"3","key":"11419_CR18","doi-asserted-by":"publisher","first-page":"379","DOI":"10.1037\/0022-3514.82.3.379","volume":"82","author":"SD Gosling","year":"2002","unstructured":"Gosling SD, Ko SJ, Mannarelli T, Morris ME (2002) A room with a cue: personality judgments based on offices and bedrooms. J Pers Soc Psychol 82(3):379","journal-title":"Journal of personality and social psychology"},{"key":"11419_CR19","doi-asserted-by":"crossref","unstructured":"Guntuku SC, Lin W, Carpenter J, Ng WK, Ungar LH, Preotiuc-Pietro D (2017) Studying personality through the content of posted and liked images on Twitter. In Proc\u00a02017 ACM Web Sci Conf 223\u2013227","DOI":"10.1145\/3091478.3091522"},{"issue":"1","key":"11419_CR20","doi-asserted-by":"publisher","first-page":"130","DOI":"10.1109\/TAFFC.2016.2581168","volume":"9","author":"SC Guntuku","year":"2016","unstructured":"Guntuku SC, Zhou JT, Roy S, Lin W, Tsang IW (2016) Who Likes What and Why?\u2019Insights into Modeling Users\u2019 Personality Based on Image Likes. IEEE Trans Affect Comput 9(1):130\u2013143","journal-title":"IEEE Transactions on Affective Computing"},{"key":"11419_CR21","doi-asserted-by":"crossref","unstructured":"Guntuku SC, Roy S, Weisi L (2015) Personality modeling based image recommendation. In Int Conf Multimed Model 171\u2013182","DOI":"10.1007\/978-3-319-14442-9_15"},{"key":"11419_CR22","doi-asserted-by":"crossref","unstructured":"Guo J, Zhang J, Pang W (2021) Parental warmth, rejection, and creativity: The mediating roles of openness and dark personality traits. Pers Individ Dif 168:110369","DOI":"10.1016\/j.paid.2020.110369"},{"issue":"4","key":"11419_CR23","doi-asserted-by":"publisher","first-page":"568","DOI":"10.1109\/TAFFC.2017.2751602","volume":"10","author":"Z Halim","year":"2019","unstructured":"Halim Z, Atif M, Rashid A, Edwin CA (2019) Profiling players using real-world datasets: Clustering the data and correlating the results with the big-five personality traits. IEEE Trans Affect Comput 10(4):568\u2013584","journal-title":"IEEE Transactions on Affective Computing"},{"key":"11419_CR24","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1016\/j.inffus.2019.06.006","volume":"53","author":"Z Halim","year":"2020","unstructured":"Halim Z, Rehan M (2020) On identification of driving-induced stress using electroencephalogram signals: A framework based on wearable safety-critical scheme and machine learning. Inf Fusion 53:66\u201379","journal-title":"Information Fusion"},{"issue":"9","key":"11419_CR25","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s42452-020-03415-5","volume":"2","author":"Z Halim","year":"2020","unstructured":"Halim Z, Waqas M, Edwin CA, Shah A (2020) Identifying factors for employee retention using computational techniques: an approach to assist the decision-making process. SN Appl Sci 2(9):1\u201320","journal-title":"SN Applied Sciences"},{"key":"11419_CR26","doi-asserted-by":"publisher","first-page":"78","DOI":"10.1016\/j.jrp.2014.05.003","volume":"51","author":"JA Johnson","year":"2014","unstructured":"Johnson JA (2014) Measuring thirty facets of the Five Factor Model with a 120-item public domain inventory: Development of the IPIP-NEO-120. J Res Pers 51:78\u201389","journal-title":"Journal of Research in Personality"},{"key":"11419_CR27","doi-asserted-by":"crossref","unstructured":"Johnson KVA (2020) Gut microbiome composition and diversity are related to human personality traits. Hum Microbiome J 15:100069","DOI":"10.1016\/j.humic.2019.100069"},{"issue":"2","key":"11419_CR28","doi-asserted-by":"publisher","first-page":"298","DOI":"10.1037\/a0037681","volume":"100","author":"DL Joseph","year":"2015","unstructured":"Joseph DL, Jin J, Newman DA, O\u2019Boyle EH (2015) Why does self-reported emotional intelligence predict job performance? A meta-analytic investigation of mixed EI. J Appl Psychol 100(2):298","journal-title":"Journal of Applied Psychology"},{"issue":"4","key":"11419_CR29","doi-asserted-by":"publisher","first-page":"1149","DOI":"10.5465\/amj.2010.0837","volume":"58","author":"TA Judge","year":"2015","unstructured":"Judge TA, Zapata CP (2015) The person\u2013situation debate revisited: Effect of situation strength and trait activation on the validity of the Big Five personality traits in predicting job performance. Acad Manag J 58(4):1149\u20131179","journal-title":"Academy of Management Journal"},{"issue":"3","key":"11419_CR30","doi-asserted-by":"publisher","first-page":"530","DOI":"10.1037\/0021-9010.87.3.530","volume":"87","author":"TA Judge","year":"2002","unstructured":"Judge TA, Heller D, Mount MK (2002) Five-factor model of personality and job satisfaction: A meta-analysis. J Appl Psychol 87(3):530","journal-title":"Journal of applied psychology"},{"issue":"3","key":"11419_CR31","doi-asserted-by":"publisher","first-page":"357","DOI":"10.1007\/s10994-013-5415-y","volume":"95","author":"M Kosinski","year":"2014","unstructured":"Kosinski M, Bachrach Y, Kohli P, Stillwell D, Graepel T (2014) Manifestations of user personality in website choice and behaviour on online social networks. Mach Learn 95(3):357\u2013380","journal-title":"Machine learning"},{"issue":"12","key":"11419_CR32","doi-asserted-by":"publisher","first-page":"1535","DOI":"10.1037\/apl0000421","volume":"104","author":"Y Lee","year":"2019","unstructured":"Lee Y, Berry CM, Gonzalez-Mul\u00e9 E (2019) The importance of being humble: A meta-analysis and incremental validity analysis of the relationship between honesty-humility and job performance. J Appl Psychol 104(12):1535\u20131546","journal-title":"Journal of Applied Psychology"},{"key":"11419_CR33","doi-asserted-by":"crossref","unstructured":"Lin Y, Song P, Long H (2020) Accurate language achievement prediction method based on multi-model ensemble using personality factors. Multimed Tools Appl 1\u201314","DOI":"10.1007\/s11042-020-09297-4"},{"key":"11419_CR34","doi-asserted-by":"crossref","unstructured":"Liu L, Preotiuc-Pietro D, Samani ZR, Moghaddam ME, Ungar L (2016) Analyzing personality through social media profile picture choice. In 10th Int AAAI Conf Web Soc Media","DOI":"10.1609\/icwsm.v10i1.14738"},{"issue":"3","key":"11419_CR35","doi-asserted-by":"publisher","first-page":"452","DOI":"10.1037\/0022-3514.79.3.452","volume":"79","author":"RE Lucas","year":"2000","unstructured":"Lucas RE, Diener E, Grob A, Suh EM, Shao L (2000) Cross-cultural evidence for the fundamental features of extraversion. J Pers Soc Psychol 79(3):452","journal-title":"Journal of personality and social psychology"},{"issue":"15","key":"11419_CR36","doi-asserted-by":"publisher","first-page":"1258","DOI":"10.1080\/01900692.2017.1386676","volume":"41","author":"HA Manaf","year":"2018","unstructured":"Manaf HA, Armstrong SJ, Lawton A, Harvey WS (2018) Managerial tacit knowledge, individual performance, and the moderating role of employee personality. Int J Public Adm41(15):1258\u20131270","journal-title":"International Journal of Public Administration"},{"key":"11419_CR37","doi-asserted-by":"crossref","unstructured":"Masoodian M, Cunningham SJ (2006) Looking for a picture: An analysis of everyday image information searching. In Proc 6th ACM\/IEEE-CS Joint Conf Digit Libr 198\u2013199","DOI":"10.1145\/1141753.1141797"},{"issue":"5","key":"11419_CR38","doi-asserted-by":"publisher","first-page":"862","DOI":"10.1037\/0022-3514.90.5.862","volume":"90","author":"MR Mehl","year":"2006","unstructured":"Mehl MR, Gosling SD, Pennebaker JW (2006) Personality in its natural habitat: Manifestations and implicit folk theories of personality in daily life. J Pers Soc Psych 90(5):862","journal-title":"Journal of personality and social psychology"},{"issue":"3","key":"11419_CR39","doi-asserted-by":"publisher","first-page":"223","DOI":"10.1207\/s15327752jpa8703_01","volume":"87","author":"GJ Meyer","year":"2006","unstructured":"Meyer GJ, Kurtz JE (2006) Advancing personality assessment terminology: Time to retire\" objective\" and\" projective\" as personality test descriptors. J Pers Assess 87(3):223\u2013225","journal-title":"Journal of personality assessment"},{"issue":"1","key":"11419_CR40","doi-asserted-by":"publisher","first-page":"68","DOI":"10.1177\/107179190301000106","volume":"10","author":"J Michael","year":"2003","unstructured":"Michael J (2003) Using the Myers-Briggs type indicator as a tool for leadership development? Apply with caution. J Leadersh Organ Stud 10(1):68\u201381","journal-title":"Journal of Leadership & Organizational Studies"},{"issue":"1","key":"11419_CR41","doi-asserted-by":"publisher","first-page":"202","DOI":"10.1002\/jclp.22701","volume":"75","author":"LC Morey","year":"2019","unstructured":"Morey LC, McCredie MN (2019) Convergence between Rorschach and self-report: A new look at some old questions. J Clin Psychol 75(1):202\u2013220","journal-title":"Journal of clinical psychology"},{"key":"11419_CR42","doi-asserted-by":"crossref","first-page":"82","DOI":"10.3389\/fpsyt.2017.00082","volume":"8","author":"B Musil","year":"2017","unstructured":"Musil B, Preglej A, Ropert T, Klasinc L, Babic NC (2017) What is seen is who you are: Are cues in selfie pictures related to personality characteristics? Front Psychol 8:82","journal-title":"Frontiers in psychology"},{"key":"11419_CR43","doi-asserted-by":"crossref","unstructured":"Nie J, Huang L, Cui P, Li Z, Yan Y, Wei Z, Zhu W (2016) Social media profiler: Inferring your social media personality from visual attributes in portrait. In Pac Rim Conf Multimed 640\u2013649","DOI":"10.1007\/978-3-319-48896-7_63"},{"issue":"3","key":"11419_CR44","doi-asserted-by":"publisher","first-page":"647","DOI":"10.1016\/j.jvb.2012.03.002","volume":"80","author":"A Panaccio","year":"2012","unstructured":"Panaccio A, Vandenberghe C (2012) Five-factor model of personality and organizational commitment: The mediating role of positive and negative affective states. J Vocat Behav 80(3):647\u2013658","journal-title":"Journal of vocational behavior"},{"issue":"1","key":"11419_CR45","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1111\/medu.13122","volume":"51","author":"E Paradis","year":"2017","unstructured":"Paradis E, Sutkin G (2017) Beyond a good story: from Hawthorne Effect to reactivity in health professions education research. Med Educ 51(1):31\u201339","journal-title":"Medical education"},{"issue":"2","key":"11419_CR46","doi-asserted-by":"publisher","first-page":"150","DOI":"10.1037\/1040-3590.14.2.150","volume":"14","author":"CJ Patrick","year":"2002","unstructured":"Patrick CJ, Curtin JJ, Tellegen A (2002) Development and validation of a brief form of the Multidimensional Personality Questionnaire. Psychol Assess 14(2):150","journal-title":"Psychological assessment"},{"issue":"5","key":"11419_CR47","doi-asserted-by":"publisher","first-page":"607","DOI":"10.1521\/soco.2006.24.5.607","volume":"24","author":"IS Penton-Voak","year":"2006","unstructured":"Penton-Voak IS, Pound N, Little AC, Perrett DI (2006) Personality judgments from natural and composite facial images: More evidence for a \u201ckernel of truth\u201d in social perception. Soc Cognit 24(5):607\u2013640","journal-title":"Social cognition"},{"issue":"3","key":"11419_CR48","first-page":"9","volume":"41","author":"C Piotrowski","year":"2015","unstructured":"Piotrowski C (2015) Projective techniques usage worldwide: A review of applied settings 1995\u20132015. J Indian Acad Appl Psychol 41(3):9\u201319","journal-title":"Journal of the Indian Academy of Applied Psychology"},{"issue":"1","key":"11419_CR49","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1348\/000709910X497671","volume":"81","author":"AE Poropat","year":"2011","unstructured":"Poropat AE (2011) The Eysenckian personality factors and their correlations with academic performance. Br J Educ Psychol 81(1):41\u201358","journal-title":"British Journal of Educational Psychology"},{"issue":"3","key":"11419_CR50","doi-asserted-by":"publisher","first-page":"275","DOI":"10.1177\/0165551507084140","volume":"34","author":"HT Pu","year":"2008","unstructured":"Pu HT (2008) An analysis of failed queries for web image retrieval. J Inf Sci 34(3):275\u2013289","journal-title":"Journal of Information Science"},{"issue":"1","key":"11419_CR51","doi-asserted-by":"publisher","first-page":"203","DOI":"10.1016\/j.jrp.2006.02.001","volume":"41","author":"B Rammstedt","year":"2007","unstructured":"Rammstedt B, John OP (2007) Measuring personality in one minute or less: A 10-item short version of the Big Five Inventory in English and German. J Res Pers 41(1):203\u2013212","journal-title":"Journal of research in Personality"},{"key":"11419_CR52","doi-asserted-by":"crossref","unstructured":"Redi M, Quercia D, Graham L, Gosling S (2015) Like partying? your face says it all. predicting the ambiance of places with profile pictures. In 9h Int AAAI Conf Web Soc Media","DOI":"10.1609\/icwsm.v9i1.14617"},{"issue":"5","key":"11419_CR53","doi-asserted-by":"publisher","first-page":"339","DOI":"10.1111\/j.1745-6924.2008.00084.x","volume":"3","author":"PJ Rentfrow","year":"2008","unstructured":"Rentfrow PJ, Gosling SD, Potter J (2008) A theory of the emergence, persistence, and expression of geographic variation in psychological characteristics. Perspect Psychol Sci 3(5):339\u2013369","journal-title":"Perspectives on Psychological Science"},{"key":"11419_CR54","doi-asserted-by":"crossref","unstructured":"Salgado JF, De Fruyt F (2017) Personality in personnel selection. Blackwell Handbook Pers Sel 174\u2013198","DOI":"10.1002\/9781405164221.ch8"},{"key":"11419_CR55","volume-title":"Theories of personality","author":"DP Schultz","year":"2016","unstructured":"Schultz DP, Schultz SE (2016) Theories of personality. Cengage Learning"},{"key":"11419_CR56","doi-asserted-by":"crossref","unstructured":"Segalin C et al (2017) What your Facebook profile picture reveals about your personality. In Proc 25th ACM Int Conf Multimed 460\u2013468","DOI":"10.1145\/3123266.3123331"},{"key":"11419_CR57","doi-asserted-by":"publisher","first-page":"34","DOI":"10.1016\/j.cviu.2016.10.013","volume":"156","author":"C Segalin","year":"2017","unstructured":"Segalin C, Cheng DS, Cristani M (2017) Social profiling through image understanding: Personality inference using convolutional neural networks. Comput Vis Image Underst 156:34\u201350","journal-title":"Computer Vision and Image Understanding"},{"issue":"2","key":"11419_CR58","doi-asserted-by":"publisher","first-page":"268","DOI":"10.1109\/TAFFC.2016.2516994","volume":"8","author":"C Segalin","year":"2016","unstructured":"Segalin C, Perina A, Cristani M, Vinciarelli A (2016) The pictures we like are our image: continuous mapping of favorite pictures into self-assessed and attributed personality traits. IEEE Trans Affect Comput 8(2):268\u2013285","journal-title":"IEEE Transactions on Affective Computing"},{"issue":"2","key":"11419_CR59","doi-asserted-by":"publisher","first-page":"61","DOI":"10.1080\/17439760500510833","volume":"1","author":"MN Shiota","year":"2006","unstructured":"Shiota MN, Keltner D, John OP (2006) Positive emotion dispositions differentially associated with Big Five personality and attachment style. J Posit Psychol 1(2):61\u201371","journal-title":"The Journal of Positive Psychology"},{"key":"11419_CR60","doi-asserted-by":"crossref","unstructured":"Tassiopoulos K, Roberts-Toler C, Fichtenbaum CJ, Koletar SL (2020) Web-Based Data Collection for Older Adults Living With HIV in a Clinical Research Setting: Pilot Observational Study. J Med Internet Res 22(11):e18588","DOI":"10.2196\/18588"},{"issue":"2","key":"11419_CR61","doi-asserted-by":"publisher","first-page":"183","DOI":"10.1007\/s10902-005-4754-1","volume":"7","author":"C Tkach","year":"2006","unstructured":"Tkach C, Lyubomirsky S (2006) How do people pursue happiness?: Relating personality, happiness-increasing strategies, and well-being. J Happiness Stud 7(2):183\u2013225","journal-title":"Journal of happiness studies"},{"key":"11419_CR62","doi-asserted-by":"crossref","unstructured":"Uzma, Halim Z (2020) Optimizing the DNA fragment assembly using metaheuristic-based overlap layout consensus approach. Appl Soft Comput 92:106256","DOI":"10.1016\/j.asoc.2020.106256"},{"issue":"2","key":"11419_CR63","doi-asserted-by":"publisher","first-page":"104","DOI":"10.1177\/0963721411402478","volume":"20","author":"S Vazire","year":"2011","unstructured":"Vazire S, Carlson EN (2011) Others sometimes know us better than we know ourselves. Curr Dir Psychol Sci 20(2):104\u2013108","journal-title":"Current Directions in Psychological Science"},{"key":"11419_CR64","doi-asserted-by":"crossref","unstructured":"Wald R, Khoshgoftaar T, Sumner C (2012) Machine prediction of personality from Facebook profiles. In 2012 IEEE 13th Int Conf Inf Reuse Integ 109\u2013115","DOI":"10.1109\/IRI.2012.6302998"},{"issue":"2","key":"11419_CR65","doi-asserted-by":"publisher","first-page":"371","DOI":"10.4103\/1755-6783.208725","volume":"10","author":"A Ziapour","year":"2017","unstructured":"Ziapour A, Khatony A, Jafari F, Kianipour N (2017) Correlation between personality traits and organizational commitment in the staff of Kermanshah University of Medical Sciences in 2015. Ann Trop Med Public Health 10(2):371","journal-title":"Annals of Tropical Medicine and Public Health"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-021-11419-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11042-021-11419-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-021-11419-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,2,5]],"date-time":"2023-02-05T20:12:45Z","timestamp":1675627965000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11042-021-11419-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,8,19]]},"references-count":65,"journal-issue":{"issue":"24","published-print":{"date-parts":[[2021,10]]}},"alternative-id":["11419"],"URL":"https:\/\/doi.org\/10.1007\/s11042-021-11419-5","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,8,19]]},"assertion":[{"value":"14 September 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"31 July 2021","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"10 August 2021","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"19 August 2021","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"None.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflicts of interest"}}]}}