DOI QR코드

DOI QR Code

A Study on the General Public's Perceptions of Dental Fear Using Unstructured Big Data

  • Han-A Cho (Department of Dental Hygiene, Shinhan University) ;
  • Bo-Young Park (Department of Dental Hygiene, Shinhan University)
  • Received : 2023.09.08
  • Accepted : 2023.10.26
  • Published : 2023.12.31

Abstract

Background: This study used text mining techniques to determine public perceptions of dental fear, extracted keywords related to dental fear, identified the connection between the keywords, and categorized and visualized perceptions related to dental fear. Methods: Keywords in texts posted on Internet portal sites (NAVER and Google) between 1 January, 2000, and 31 December, 2022, were collected. The four stages of analysis were used to explore the keywords: frequency analysis, term frequency-inverse document frequency (TF-IDF), centrality analysis and co-occurrence analysis, and convergent correlations. Results: In the top ten keywords based on frequency analysis, the most frequently used keyword was 'treatment,' followed by 'fear,' 'dental implant,' 'conscious sedation,' 'pain,' 'dental fear,' 'comfort,' 'taking medication,' 'experience,' and 'tooth.' In the TF-IDF analysis, the top three keywords were dental implant, conscious sedation, and dental fear. The co-occurrence analysis was used to explore keywords that appear together and showed that 'fear and treatment' and 'treatment and pain' appeared the most frequently. Conclusion: Texts collected via unstructured big data were analyzed to identify general perceptions related to dental fear, and this study is valuable as a source data for understanding public perceptions of dental fear by grouping associated keywords. The results of this study will be helpful to understand dental fear and used as factors affecting oral health in the future.

Keywords

References

  1. Lautch H: Dental phobia. Br J Psychiatry 119: 151-158, 1971. https://doi.org/10.1192/bjp.119.549.151
  2. Carrillo-Diaz M, Miguelanez-Medran BC, Nieto-Moraleda C, Romero-Maroto M, Gonzalez-Olmo MJ: How can we reduce dental fear in children? The importance of the first dental visit. Children (Basel) 8: 1167, 2021. https://doi.org/10.3390/children8121167
  3. Armfield JM, Spencer AJ, Stewart JF: Dental fear in Australia: who's afraid of the dentist? Aust Dent J 51: 78-85, 2006. https://doi.org/10.1111/j.1834-7819.2006.tb00405.x
  4. Moore R, Birn H, Kirkegaard E, Brodsgaard I, Scheutz F: Prevalence and characteristics of dental anxiety in Danish adults. Community Dent Oral Epidemiol 21: 292-296, 1993. https://doi.org/10.1111/j.1600-0528.1993.tb00777.x
  5. Eitner S, Wichmann M, Paulsen A, Holst S: Dental anxiety--an epidemiological study on its clinical correlation and effects on oral health. J Oral Rehabil 33: 588-593, 2006. https://doi.org/10.1111/j.1365-2842.2005.01589.x
  6. Samorodnitzky GR, Levin L: Self-assessed dental status, oral behavior, DMF, and dental anxiety. J Dent Educ 69: 1385-1389, 2005. https://doi.org/10.1002/j.0022-0337.2005.69.12.tb04038.x
  7. Hamasha AA, Aldosari MN, Alturki AM, Aljohani SA, Aljabali IF, Alotibi RF: Barrier to access and dental care utilization behavior with related independent variables in the elderly population of Saudi Arabia. J Int Soc Prev Community Dent 9: 349-355, 2019. https://doi.org/10.4103/jispcd.JISPCD_21_19
  8. Moore R, Brodsgaard I, Birn H: Manifestations, acquisition and diagnostic categories of dental fear in a self-referred population. Behav Res Ther 29: 51-60, 1991. https://doi.org/10.1016/s0005-7967(09)80007-7
  9. Doebling S, Rowe MM: Negative perceptions of dental stimuli and their effects on dental fear. J Dent Hyg 74: 110-116, 2000.
  10. Kim SK, Kim MH, Choi HJ, Hwang JG: Related factors to dental fear in some adults. J Korean Soc Dent Hyg 14: 881-886, 2014. https://doi.org/10.13065/jksdh.2014.14.06.881
  11. Madani F, Weber C: The evolution of patent mining: applying bibliometrics analysis and keyword network analysis. World Pat Inf 46: 32-48, 2016. https://doi.org/10.1016/j.wpi.2016.05.008
  12. Kim BR, Ahn ES, Hwang SJ, Jeong SJ, Kim SM, Han JH: Analysis of dental hygienist job recognition using text mining. J Dent Hyg Sci 21: 70-78, 2021. https://doi.org/10.17135/jdhs.2021.21.1.70
  13. Nagatani Y, Imafuku R, Nakai Y: Broadening the dental hygiene students' perspectives on the oral health professionals: a text mining analysis. Dent J (Basel) 10: 160, 2022. https://doi.org/10.3390/dj10090160
  14. Lin Y, Hong YA, Henson BS, et al.: Assessing patient experience and healthcare quality of dental care using patient online reviews in the United States: mixed methods study. J Med Internet Res 22: e18652, 2020. https://doi.org/10.2196/18652
  15. Hong JS, Kim YS, Lee HJ, Kim JY, Chang KW: Review on dental fear and anxiety factors by DFS. J Korean Acad Oral Health 39: 229-236, 2015. https://doi.org/10.11149/jkaoh.2015.39.4.229
  16. Park HW, Leydesdorff L: Understanding the KrKwic: a computer program for the analysis of Korean text. J Korean Data Anal Soc 6: 1377-1387, 2004.
  17. Kim HW, Jun CN: An exploratory study on content creation methods utilizing big data: Linguistic and story resources for effective creation of TV home shopping content. J Cybercommun Acad Soc 31: 5-51,
  18. Lu XH, Jin J: A study on the lists of common Korean stopwords for text mining. KLR 63: 1-15, 2022. https://doi.org/10.16876/klrc.2022.63.13.1
  19. Jung JY: Keyword analysis of performing arts selection criteria using TF-IDF and N-gram: focused on projects to supports state subsidies for public institutions. Humanit Contents 58: 253-282, 2020. https://doi.org/10.18658/humancon.2020.09.253
  20. Jeong JH, Kim JW: Collaborative filtering techniques using social network analysis for UCC recommendation. J Korean Inst Inf Technol 11: 185-195, 2013. https://doi.org/10.14801/kiitr.2013.11.1.185
  21. Liu GY, Hu JM, Wang HL: A co-word analysis of digital library field in China. Scientometrics 91: 203-217, 2012. https://doi.org/10.1007/s11192-011-0586-4
  22. Kim YH: Semantic network of Korean pop songs- changing meaning structure from 1960's to 2000's. J Pop Narrat 21: 145-171, 2015. https://doi.org/10.18856/jpn.2015.21.1.005
  23. Southerland JH, Brown LR: Conscious intravenous sedation in dentistry: a review of current therapy. Dent Clin North Am 60: 309-346, 2016. https://doi.org/10.1016/j.cden.2015.11.009
  24. Lee SH, Lee SY: Changes of dental anxiety and fear in adult patients applying conscious sedation. J Korean Soc Dent Hyg 21: 53-63, 2021. https://doi.org/10.13065/jksdh.20210006
  25. Melini M, Forni A, Cavallin F, Parotto M, Zanette G: Conscious sedation for the management of dental anxiety in third molar extraction surgery: a systematic review. BMC Oral Health 20: 155, 2020. https://doi.org/10.1186/s12903-020-01136-0
  26. Kim HY, Lee SY, Cho YS: The effect of conscious sedation on pain and anxiety of implant surgery. J Dent Hyg Sci 14: 411-416, 2014. https://doi.org/10.17135/jdhs.2014.14.3.411
  27. Shin YS, Lee JR, Min KJ: A study on influence of sleep dental treatment on satisfaction degree and revisit to dental clinics. J Korean Acad Dent Hyg Educ 9: 415-425,
  28. Kim GM, Lee JS, Kim HJ, Nam SH: The effectiveness and side effects of conscious sedation using chloral hydrate, hydroxyzine, and nitrous oxide. J Korean Acad Pediatr Dent 47: 109-119, 2020. https://doi.org/10.5933/JKAPD.2020.47.2.109
  29. Choi JS, Kim JS: Analysis of dental fear and its related factors using dental fear survey among 13 to 18 year olds. J Korean Acad Pediatr Dent 35: 118-126, 2008.
  30. Shin SJ, Shin BM, Koh BI, Bae SM: Intervention for reducing dental fear and anxiety of dental patients. J Dent Hyg Sci 15: 369-376, 2015. https://doi.org/10.17135/jdhs.2015.15.3.369
  31. Aravena PC, Barrientos C, Troncoso C, Coronado C, Sotelo-Hitschfeld P: Effect of warming anesthetic on pain perception during dental injection: a split-mouth randomized clinical trial. Local Reg Anesth 11: 9-13, 2018. https://doi.org/10.2147/LRA.S147288
  32. Lee JY, Choe SA: Pain control using the Point-Inject Technique in dental local anesthesia. J Korean Acad Dent Adm 9: 32-37, 2021. https://doi.org/10.22671/JKADA.2021.9.1.32
  33. Goettems ML, Shqair AQ, Bergmann VF, Cadermatori MG, Correa MB, Demarco FF: Oral health self-perception, dental caries, and pain: the role of dental fear underlying this association. Int J Paediatr Dent 28: 319-325, 2018. https://doi.org/10.1111/ipd.12359
  34. Armfield JM, Slade GD, Spencer AJ: Dental fear and adult oral health in Australia. Community Dent Oral Epidemiol 37: 220-230, 2009. https://doi.org/10.1111/j.1600-0528.2009.00468.x
  35. Lim EJ, Lim SR: Validity and reliability of the Korean version of the Index of Dental Anxiety and Fear. J Dent Hyg Sci 17: 20-29, 2017. https://doi.org/10.17135/jdhs.2017.17.1.20
  36. Jung SJ, Lee DW, Park BM, et al.: Analysis of dental avoidance factors of dental patients. J Korean Soc Dent Hyg 20: 937-947, 2020. https://doi.org/10.13065/jksdh.20200086
  37. Lee HY, Na MH, Lee YH: Analysis of related factors for dental fear. J Korean Soc Dent Hyg 12: 57-65, 2012. https://doi.org/10.13065/jksdh.2012.12.1.057