Decision Tree Approach to the Impact of Parents' Oral Health on Dental Caries Experience in Children: A Cross-Sectional Study

被引:11
作者
Dima, Shinechimeg [1 ]
Wang, Kung-Jeng [2 ]
Chen, Kun-Huang [3 ]
Huang, Yung-Kai [4 ]
Chang, Wei-Jen [1 ]
Lee, Sheng-Yang [1 ]
Teng, Nai-Chia [1 ,5 ]
机构
[1] Taipei Med Univ, Coll Oral Med, Sch Dent, 250 Wu Hsing St, Taipei 110, Taiwan
[2] Natl Taiwan Univ Sci & Technol, Dept Ind Management, 43,Sect 4,Jilong Rd, Taipei 10607, Taiwan
[3] Asia Univ, Big Data Res Ctr, Lioufeng Rd 500, Taichung 41354, Taiwan
[4] Taipei Med Univ, Coll Oral Med, Sch Oral Hyg, 250 Wu Hsing St, Taipei 110, Taiwan
[5] Taipei Med Univ Hosp, Dept Dent, 250 Wu Hsing St, Taipei 110, Taiwan
关键词
early childhood caries; periodontitis; decision tree classification; OF-THE-LITERATURE; PERIODONTAL-DISEASES; RISK-ASSESSMENT; CLASSIFICATION; PREDICTION; LITERACY; BEHAVIOR; OUTCOMES; DUTCH;
D O I
10.3390/ijerph15040692
中图分类号
X [环境科学、安全科学];
学科分类号
083001 [环境科学];
摘要
Decision tree (DT) analysis was applied in this cross-sectional study to investigate caries experience in children by using clinical and microbiological data obtained from parent child pairs. Thirty pairs of parents and children were recruited from periodontal and pediatric dental clinics. All participants were clinically examined for caries and periodontitis by a calibrated examiner. Cariogenic and periodontopathic bacteria examinations were conducted. The Kendall rank correlation coefficient was used to measure the association between data variables obtained through clinical and microbiological examinations. A classificatory inductive decision tree was generated using the C4.5 algorithm with the top-down approach. The C4.5 DT analysis was applied to classify major influential factors for children dental caries experience. The DT identified parents' periodontal health classification, decayed, missing, filled permanent teeth (DMFT) index, periodontopathic test (PerioCheck) result, and periodontal pocket depth as the classification factors for children caries experience. 13.3% of children were identified with a low decayed, missing, filled primary teeth (dmft) index (dmft < 3) whose parents had a periodontal pocket depth <= 3.7, PerioCheck score >1, DMFT index <13.5, and periodontal classification >2. The DT model for this study sample had an accuracy of 93.33%. Here, parental periodontal status and parents' DMFT were the factors forming the DT for children's caries experience.
引用
收藏
页数:12
相关论文
共 38 条
[1]
Defining the normal bacterial flora of the oral cavity [J].
Aas, JA ;
Paster, BJ ;
Stokes, LN ;
Olsen, I ;
Dewhirst, FE .
JOURNAL OF CLINICAL MICROBIOLOGY, 2005, 43 (11) :5721-5732
[2]
AINAMO J, 1982, INT DENT J, V32, P281
[3]
Dental Caries Risk Studies Revisited: Causal Approaches Needed for Future Inquiries [J].
Aleksejuniene, Jolanta ;
Holst, Dorthe ;
Brukiene, Vilma .
INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2009, 6 (12) :2992-3009
[4]
[Anonymous], 1993, MORGAN KAUFMANN SERI
[5]
Oral Health-related Beliefs, Behaviors, and Outcomes through the Life Course [J].
Broadbent, J. M. ;
Zeng, J. ;
Page, L. A. Foster ;
Baker, S. R. ;
Ramrakha, S. ;
Thomson, W. M. .
JOURNAL OF DENTAL RESEARCH, 2016, 95 (07) :808-813
[6]
Interaction of lifestyle, behaviour or systemic diseases with dental caries and periodontal diseases: consensus report of group 2 of the joint EFP/ORCA workshop on the boundaries between caries and periodontal diseases [J].
Chapple, Iain L. C. ;
Bouchard, Philippe ;
Cagetti, Maria Grazia ;
Campus, Guglielmo ;
Carra, Maria-Clotilde ;
Cocco, Fabio ;
Nibali, Luigi ;
Hujoel, Philippe ;
Laine, Marja L. ;
Lingstrom, Peter ;
Manton, David J. ;
Montero, Eduardo ;
Pitts, Nigel ;
Range, Helene ;
Schlueter, Nadine ;
Teughels, Wim ;
Twetman, Svante ;
Van Loveren, Cor ;
Van der Weijden, Fridus ;
Vieira, Alexandre R. ;
Schulte, Andreas G. .
JOURNAL OF CLINICAL PERIODONTOLOGY, 2017, 44 :S39-S51
[7]
Cutress T W, 1987, Int Dent J, V37, P222
[8]
Factors associated with prevalence and severity of caries experience in preschool children [J].
Declerck, Dominique ;
Leroy, Roos ;
Martens, Luc ;
Lesaffre, Emmanuel ;
Garcia-Zattera, Maria-Jose ;
Broucke, Stephan Vanden ;
Debyser, Martine ;
Hoppenbrouwers, Karel .
COMMUNITY DENTISTRY AND ORAL EPIDEMIOLOGY, 2008, 36 (02) :168-178
[9]
Literacy and health outcomes - A systematic review of the literature [J].
DeWalt, DA ;
Berkman, ND ;
Sheridan, S ;
Lohr, KN ;
Pignone, MP .
JOURNAL OF GENERAL INTERNAL MEDICINE, 2004, 19 (12) :1228-1239
[10]
Parental and family-related influences on dental caries in children of Dutch, Moroccan and Turkish origin [J].
Duijster, Denise ;
de Jong-Lenters, Maddelon ;
de Ruiter, Corine ;
Thijssen, Jill ;
van Loveren, Cor ;
Verrips, Erik .
COMMUNITY DENTISTRY AND ORAL EPIDEMIOLOGY, 2015, 43 (02) :152-162