COMPUTER-BASED PROCESSING AND ANALYSIS OF DATA IN ORAL HEALTH RESEARCH
DOI:
https://doi.org/10.24867/16BE01TomicKeywords:
Oral health, Oral health of pregnant women, Data analysis, Prediction modelsAbstract
This paper describes computer-based investigation of data in relation with oral health in pregnant women. Statistical and exploratory data analyses are described, followed by a description of data cleansing and transformation. The predictive models used are described, together with preparations that were made in order to run them. The obtained results are presented, as well as their possible interpretation.
References
[1] A. Sheiham, “Oral health, general health and quality of life,” Bull. World Health Organ., vol. 83, pp. 644–644, Sep. 2005, doi: 10.1590/S0042-96862005000900004.
[2] P. E. Petersen, “The World Oral Health Report 2003: continuous improvement of oral health in the 21st century – the approach of the WHO Global Oral Health Programme,” Community Dent. Oral Epidemiol., vol. 31, no. s1, pp. 3–24, 2003, doi: 10.1046/j..2003.com122.x.
[3] “measuring-oral-health-and-quality-of-life.pdf.” Accessed: Sep. 18, 2021. [Online]. Available: https://www.adelaide.edu.au/arcpoh/downloads/publications/reports/miscellaneous/measuring-oral-health-and-quality-of-life.pdf
[4] S. Vanka, A. Vanka, A. Bhambal, V. Saxena, S. Saxena, and S. Kumar, “Association of pregnant women periodontal status to preterm and low-birth weight babies: A systematic and evidence-based review,” Dent. Res. J., vol. 9, pp. 368–80, Jul. 2012, doi: 10.4103/1735-3327.102757.
[5] V. Marla, R. Chettiar, D. Roy, and H. Ajmera, “The Importance of Oral Health during Pregnancy: A review,” vol. 5, Mar. 2018, doi: 10.5935/MedicalExpress.2018.mr.002.
[6] M. Pirie, I. Cooke, G. Linden, and C. Irwin, “Dental manifestations of pregnancy,” Obstet. Gynaecol., vol. 9, no. 1, pp. 21–26, 2007, doi: 10.1576/toag.9.1.021.27292.
[7] L. W. Mills and D. T. Moses, “Oral Health During Pregnancy,” MCN Am. J. Matern. Nurs., vol. 27, no. 5, pp. 275–280, Oct. 2002.
[8] “Uredba o Nacionalnom programu preventivne stomatološke zdravstvene zaštite: 22/2009-11.” https://www.pravno-informacioni-sistem.rs/SlGlasnikPortal/eli/rep/sgrs/vlada/uredba/2009/22/4/reg (accessed Sep. 18, 2021).
[9] M. Vulović et al., Program preventivne stomatološke zaštite stanovnika Srbije. Zavod za udžbenike i nastavna sredstva, 1996.
[10] K. P. Murphy, Machine Learning: A Probabilistic Perspective, Illustrated edition. Cambridge, MA: The MIT Press, 2012.
[11] E. Kateeb and E. Momany, “Dental caries experience and associated risk indicators among Palestinian pregnant women in the Jerusalem area: a cross-sectional study,” BMC Oral Health, vol. 18, no. 1, p. 170, Oct. 2018, doi: 10.1186/s12903-018-0628-x.
[12] S. L. Russell, J. R. Ickovics, and R. A. Yaffee, “Exploring Potential Pathways Between Parity and Tooth Loss Among American Women,” Am. J. Public Health, vol. 98, no. 7, pp. 1263–1270, Jul. 2008, doi: 10.2105/AJPH.2007.124735.
[13] M. Deghatipour et al., “Oral health status in relation to socioeconomic and behavioral factors among pregnant women: a community-based cross-sectional study,” BMC Oral Health, vol. 19, no. 1, p. 117, Jun. 2019, doi: 10.1186/s12903-019-0801-x.
[14] E. G. Kim, S. K. Park, and J.-H. Nho, “Factors Related to Maternal Oral Health Status: Focus on Pregnant and Breastfeeding Women,” Healthcare, vol. 9, no. 6, Art. no. 6, Jun. 2021, doi: 10.3390/healthcare9060708.
[15] J. A. Gil-Montoya, X. Leon-Rios, T. Rivero, M. Expósito-Ruiz, I. Perez-Castillo, and M. J. Aguilar-Cordero, “Factors associated with oral health-related quality of life during pregnancy: a prospective observational study,” Qual. Life Res., May 2021, doi: 10.1007/s11136-021-02869-3.
[16] M. Radnai et al., “The oral health status of postpartum mothers in South-East Hungary,” Community Dent. Health, vol. 24, no. 2, pp. 111–116, Jun. 2007.
[17] M. Wandera, I. M. Engebretsen, I. Okullo, J. K. Tumwine, A. N. Åstrøm, and the PROMISE-EBF Study Group, “Socio-demographic factors related to periodontal status and tooth loss of pregnant women in Mbale district, Uganda,” BMC Oral Health, vol. 9, no. 1, p. 18, Jul. 2009, doi: 10.1186/1472-6831-9-18.
[18] J.-N. Vergnes et al., “Frequency and Risk Indicators of Tooth Decay among Pregnant Women in France: A Cross-Sectional Analysis,” PLOS ONE, vol. 7, no. 5, p. e33296, Jul. 2012, doi: 10.1371/journal.pone.0033296.
[19] N. Thomas, P. Middleton, and C. Crowther, “Oral and dental health care practices in pregnant women in Australia: A postnatal survey,” BMC Pregnancy Childbirth, vol. 8, p. 13, Feb. 2008, doi: 10.1186/1471-2393-8-13.
[20] A. Villa et al., “Oral health and oral diseases in pregnancy: a multicentre survey of Italian postpartum women,” Aust. Dent. J., vol. 58, no. 2, pp. 224–229, 2013, doi: 10.1111/adj.12058.
[21] S. A. Khamis, K. Asimakopoulou, T. Newton, and B. Daly, “The effect of dental health education on pregnant women’s adherence with toothbrushing and flossing — A randomized control trial,” Community Dent. Oral Epidemiol., vol. 45, no. 5, pp. 469–477, 2017, doi: 10.1111/cdoe.12311.
[22] “imbalanced-learn documentation — Version 0.8.0.” https://imbalanced-learn.org/stable/ (accessed May 25, 2021).
[2] P. E. Petersen, “The World Oral Health Report 2003: continuous improvement of oral health in the 21st century – the approach of the WHO Global Oral Health Programme,” Community Dent. Oral Epidemiol., vol. 31, no. s1, pp. 3–24, 2003, doi: 10.1046/j..2003.com122.x.
[3] “measuring-oral-health-and-quality-of-life.pdf.” Accessed: Sep. 18, 2021. [Online]. Available: https://www.adelaide.edu.au/arcpoh/downloads/publications/reports/miscellaneous/measuring-oral-health-and-quality-of-life.pdf
[4] S. Vanka, A. Vanka, A. Bhambal, V. Saxena, S. Saxena, and S. Kumar, “Association of pregnant women periodontal status to preterm and low-birth weight babies: A systematic and evidence-based review,” Dent. Res. J., vol. 9, pp. 368–80, Jul. 2012, doi: 10.4103/1735-3327.102757.
[5] V. Marla, R. Chettiar, D. Roy, and H. Ajmera, “The Importance of Oral Health during Pregnancy: A review,” vol. 5, Mar. 2018, doi: 10.5935/MedicalExpress.2018.mr.002.
[6] M. Pirie, I. Cooke, G. Linden, and C. Irwin, “Dental manifestations of pregnancy,” Obstet. Gynaecol., vol. 9, no. 1, pp. 21–26, 2007, doi: 10.1576/toag.9.1.021.27292.
[7] L. W. Mills and D. T. Moses, “Oral Health During Pregnancy,” MCN Am. J. Matern. Nurs., vol. 27, no. 5, pp. 275–280, Oct. 2002.
[8] “Uredba o Nacionalnom programu preventivne stomatološke zdravstvene zaštite: 22/2009-11.” https://www.pravno-informacioni-sistem.rs/SlGlasnikPortal/eli/rep/sgrs/vlada/uredba/2009/22/4/reg (accessed Sep. 18, 2021).
[9] M. Vulović et al., Program preventivne stomatološke zaštite stanovnika Srbije. Zavod za udžbenike i nastavna sredstva, 1996.
[10] K. P. Murphy, Machine Learning: A Probabilistic Perspective, Illustrated edition. Cambridge, MA: The MIT Press, 2012.
[11] E. Kateeb and E. Momany, “Dental caries experience and associated risk indicators among Palestinian pregnant women in the Jerusalem area: a cross-sectional study,” BMC Oral Health, vol. 18, no. 1, p. 170, Oct. 2018, doi: 10.1186/s12903-018-0628-x.
[12] S. L. Russell, J. R. Ickovics, and R. A. Yaffee, “Exploring Potential Pathways Between Parity and Tooth Loss Among American Women,” Am. J. Public Health, vol. 98, no. 7, pp. 1263–1270, Jul. 2008, doi: 10.2105/AJPH.2007.124735.
[13] M. Deghatipour et al., “Oral health status in relation to socioeconomic and behavioral factors among pregnant women: a community-based cross-sectional study,” BMC Oral Health, vol. 19, no. 1, p. 117, Jun. 2019, doi: 10.1186/s12903-019-0801-x.
[14] E. G. Kim, S. K. Park, and J.-H. Nho, “Factors Related to Maternal Oral Health Status: Focus on Pregnant and Breastfeeding Women,” Healthcare, vol. 9, no. 6, Art. no. 6, Jun. 2021, doi: 10.3390/healthcare9060708.
[15] J. A. Gil-Montoya, X. Leon-Rios, T. Rivero, M. Expósito-Ruiz, I. Perez-Castillo, and M. J. Aguilar-Cordero, “Factors associated with oral health-related quality of life during pregnancy: a prospective observational study,” Qual. Life Res., May 2021, doi: 10.1007/s11136-021-02869-3.
[16] M. Radnai et al., “The oral health status of postpartum mothers in South-East Hungary,” Community Dent. Health, vol. 24, no. 2, pp. 111–116, Jun. 2007.
[17] M. Wandera, I. M. Engebretsen, I. Okullo, J. K. Tumwine, A. N. Åstrøm, and the PROMISE-EBF Study Group, “Socio-demographic factors related to periodontal status and tooth loss of pregnant women in Mbale district, Uganda,” BMC Oral Health, vol. 9, no. 1, p. 18, Jul. 2009, doi: 10.1186/1472-6831-9-18.
[18] J.-N. Vergnes et al., “Frequency and Risk Indicators of Tooth Decay among Pregnant Women in France: A Cross-Sectional Analysis,” PLOS ONE, vol. 7, no. 5, p. e33296, Jul. 2012, doi: 10.1371/journal.pone.0033296.
[19] N. Thomas, P. Middleton, and C. Crowther, “Oral and dental health care practices in pregnant women in Australia: A postnatal survey,” BMC Pregnancy Childbirth, vol. 8, p. 13, Feb. 2008, doi: 10.1186/1471-2393-8-13.
[20] A. Villa et al., “Oral health and oral diseases in pregnancy: a multicentre survey of Italian postpartum women,” Aust. Dent. J., vol. 58, no. 2, pp. 224–229, 2013, doi: 10.1111/adj.12058.
[21] S. A. Khamis, K. Asimakopoulou, T. Newton, and B. Daly, “The effect of dental health education on pregnant women’s adherence with toothbrushing and flossing — A randomized control trial,” Community Dent. Oral Epidemiol., vol. 45, no. 5, pp. 469–477, 2017, doi: 10.1111/cdoe.12311.
[22] “imbalanced-learn documentation — Version 0.8.0.” https://imbalanced-learn.org/stable/ (accessed May 25, 2021).
Downloads
Published
2022-01-25
Issue
Section
Electrotechnical and Computer Engineering
