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.
机构:
Univ British Columbia, Fac Dent, Dept Oral Hlth Sci, Vancouver, BC V6T 1Z3, CanadaUniv British Columbia, Fac Dent, Dept Oral Hlth Sci, Vancouver, BC V6T 1Z3, Canada
Aleksejuniene, Jolanta
;
Holst, Dorthe
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oslo, Dept Community Dent, Fac Dent, N-0316 Oslo, NorwayUniv British Columbia, Fac Dent, Dept Oral Hlth Sci, Vancouver, BC V6T 1Z3, Canada
Holst, Dorthe
;
Brukiene, Vilma
论文数: 0引用数: 0
h-index: 0
机构:
Vilnius State Univ, Fac Med, Inst Odontol, LT-08217 Vilnius, LithuaniaUniv British Columbia, Fac Dent, Dept Oral Hlth Sci, Vancouver, BC V6T 1Z3, Canada
机构:
Univ Otago, Dunedin Sch Med, Dept Prevent & Social Med, Dunedin, New ZealandUniv Otago, Fac Dent, Sir John Walsh Res Inst, Dunedin, New Zealand
Zeng, J.
;
Page, L. A. Foster
论文数: 0引用数: 0
h-index: 0
机构:
Univ Otago, Fac Dent, Sir John Walsh Res Inst, Dunedin, New ZealandUniv Otago, Fac Dent, Sir John Walsh Res Inst, Dunedin, New Zealand
Page, L. A. Foster
;
Baker, S. R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sheffield, Sch Clin Dent, Unit Dent Publ Hlth, Sheffield, S Yorkshire, EnglandUniv Otago, Fac Dent, Sir John Walsh Res Inst, Dunedin, New Zealand
Baker, S. R.
;
Ramrakha, S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Otago, Dept Psychol, Dunedin, New ZealandUniv Otago, Fac Dent, Sir John Walsh Res Inst, Dunedin, New Zealand
机构:
Univ Birmingham, Periodontal Res Grp, Birmingham, W Midlands, EnglandUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Chapple, Iain L. C.
;
Bouchard, Philippe
论文数: 0引用数: 0
h-index: 0
机构:
Paris 7 Denis Diderot Univ, Rothschild Hosp, AP HP, Dept Periodontol,Serv Odontol,UFR Odontol, Paris, France
Paris 5 Descartes Univ, EA 2496, UFR Odontol, Paris, FranceUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Bouchard, Philippe
;
Cagetti, Maria Grazia
论文数: 0引用数: 0
h-index: 0
机构:
WHO Collaborat Ctr Epidemiol & Community Dent, Milan, ItalyUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Cagetti, Maria Grazia
;
Campus, Guglielmo
论文数: 0引用数: 0
h-index: 0
机构:
WHO Collaborat Ctr Epidemiol & Community Dent, Milan, Italy
Univ Sassari, Sch Dent, Dept Surg Microsurg & Med Sci, Sassari, ItalyUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Campus, Guglielmo
;
Carra, Maria-Clotilde
论文数: 0引用数: 0
h-index: 0
机构:
Paris 7 Denis Diderot Univ, Rothschild Hosp, AP HP, Dept Periodontol,Serv Odontol,UFR Odontol, Paris, France
INSERM, U1018, Villejuif, FranceUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Carra, Maria-Clotilde
;
论文数: 引用数:
h-index:
机构:
Cocco, Fabio
;
Nibali, Luigi
论文数: 0引用数: 0
h-index: 0
机构:
QMUL, Inst Dent, Barts & London Sch Med & Dent, Ctr Oral Clin Res, London, EnglandUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Nibali, Luigi
;
论文数: 引用数:
h-index:
机构:
Hujoel, Philippe
;
Laine, Marja L.
论文数: 0引用数: 0
h-index: 0
机构:
Acad Ctr Dent Amsterdam, Dept Periodontol, Amsterdam, NetherlandsUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Laine, Marja L.
;
Lingstrom, Peter
论文数: 0引用数: 0
h-index: 0
机构:
Inst Odontol, Dept Cariol, Gothenburg, SwedenUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Lingstrom, Peter
;
Manton, David J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Melbourne, Melbourne Dent Sch, Parkville, Vic, AustraliaUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Manton, David J.
;
Montero, Eduardo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Complutense Madrid, Fac Dent, Madrid, SpainUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Montero, Eduardo
;
Pitts, Nigel
论文数: 0引用数: 0
h-index: 0
机构:
Kings Coll London, Dent Inst, Dent Innovat & Translat Ctr, London, EnglandUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Pitts, Nigel
;
Range, Helene
论文数: 0引用数: 0
h-index: 0
机构:
Paris 7 Denis Diderot Univ, Rothschild Hosp, AP HP, Dept Periodontol,Serv Odontol,UFR Odontol, Paris, France
Paris 5 Descartes Univ, EA 2496, UFR Odontol, Paris, FranceUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Range, Helene
;
Schlueter, Nadine
论文数: 0引用数: 0
h-index: 0
机构:
Albert Ludwig Univ, Univ Med Ctr, Dept Operat Dent & Periodontol, Div Cariol,Ctr Dent Med, Freiburg, GermanyUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Schlueter, Nadine
;
Teughels, Wim
论文数: 0引用数: 0
h-index: 0
机构:
Katholieke Univ Leuven, Periodontol, Leuven, BelgiumUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Teughels, Wim
;
论文数: 引用数:
h-index:
机构:
Twetman, Svante
;
Van Loveren, Cor
论文数: 0引用数: 0
h-index: 0
机构:
Acad Ctr Dent Amsterdam, Dept Cariol, Amsterdam, NetherlandsUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Van Loveren, Cor
;
Van der Weijden, Fridus
论文数: 0引用数: 0
h-index: 0
机构:
Acad Ctr Dent Amsterdam, Dept Periodontol, Amsterdam, NetherlandsUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Van der Weijden, Fridus
;
论文数: 引用数:
h-index:
机构:
Vieira, Alexandre R.
;
Schulte, Andreas G.
论文数: 0引用数: 0
h-index: 0
机构:
Witten Herdecke Univ, Dent Sch, Dept Special Care Dent, Witten, GermanyUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
机构:
Univ British Columbia, Fac Dent, Dept Oral Hlth Sci, Vancouver, BC V6T 1Z3, CanadaUniv British Columbia, Fac Dent, Dept Oral Hlth Sci, Vancouver, BC V6T 1Z3, Canada
Aleksejuniene, Jolanta
;
Holst, Dorthe
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oslo, Dept Community Dent, Fac Dent, N-0316 Oslo, NorwayUniv British Columbia, Fac Dent, Dept Oral Hlth Sci, Vancouver, BC V6T 1Z3, Canada
Holst, Dorthe
;
Brukiene, Vilma
论文数: 0引用数: 0
h-index: 0
机构:
Vilnius State Univ, Fac Med, Inst Odontol, LT-08217 Vilnius, LithuaniaUniv British Columbia, Fac Dent, Dept Oral Hlth Sci, Vancouver, BC V6T 1Z3, Canada
机构:
Univ Otago, Dunedin Sch Med, Dept Prevent & Social Med, Dunedin, New ZealandUniv Otago, Fac Dent, Sir John Walsh Res Inst, Dunedin, New Zealand
Zeng, J.
;
Page, L. A. Foster
论文数: 0引用数: 0
h-index: 0
机构:
Univ Otago, Fac Dent, Sir John Walsh Res Inst, Dunedin, New ZealandUniv Otago, Fac Dent, Sir John Walsh Res Inst, Dunedin, New Zealand
Page, L. A. Foster
;
Baker, S. R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sheffield, Sch Clin Dent, Unit Dent Publ Hlth, Sheffield, S Yorkshire, EnglandUniv Otago, Fac Dent, Sir John Walsh Res Inst, Dunedin, New Zealand
Baker, S. R.
;
Ramrakha, S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Otago, Dept Psychol, Dunedin, New ZealandUniv Otago, Fac Dent, Sir John Walsh Res Inst, Dunedin, New Zealand
机构:
Univ Birmingham, Periodontal Res Grp, Birmingham, W Midlands, EnglandUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Chapple, Iain L. C.
;
Bouchard, Philippe
论文数: 0引用数: 0
h-index: 0
机构:
Paris 7 Denis Diderot Univ, Rothschild Hosp, AP HP, Dept Periodontol,Serv Odontol,UFR Odontol, Paris, France
Paris 5 Descartes Univ, EA 2496, UFR Odontol, Paris, FranceUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Bouchard, Philippe
;
Cagetti, Maria Grazia
论文数: 0引用数: 0
h-index: 0
机构:
WHO Collaborat Ctr Epidemiol & Community Dent, Milan, ItalyUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Cagetti, Maria Grazia
;
Campus, Guglielmo
论文数: 0引用数: 0
h-index: 0
机构:
WHO Collaborat Ctr Epidemiol & Community Dent, Milan, Italy
Univ Sassari, Sch Dent, Dept Surg Microsurg & Med Sci, Sassari, ItalyUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Campus, Guglielmo
;
Carra, Maria-Clotilde
论文数: 0引用数: 0
h-index: 0
机构:
Paris 7 Denis Diderot Univ, Rothschild Hosp, AP HP, Dept Periodontol,Serv Odontol,UFR Odontol, Paris, France
INSERM, U1018, Villejuif, FranceUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Carra, Maria-Clotilde
;
论文数: 引用数:
h-index:
机构:
Cocco, Fabio
;
Nibali, Luigi
论文数: 0引用数: 0
h-index: 0
机构:
QMUL, Inst Dent, Barts & London Sch Med & Dent, Ctr Oral Clin Res, London, EnglandUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Nibali, Luigi
;
论文数: 引用数:
h-index:
机构:
Hujoel, Philippe
;
Laine, Marja L.
论文数: 0引用数: 0
h-index: 0
机构:
Acad Ctr Dent Amsterdam, Dept Periodontol, Amsterdam, NetherlandsUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Laine, Marja L.
;
Lingstrom, Peter
论文数: 0引用数: 0
h-index: 0
机构:
Inst Odontol, Dept Cariol, Gothenburg, SwedenUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Lingstrom, Peter
;
Manton, David J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Melbourne, Melbourne Dent Sch, Parkville, Vic, AustraliaUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Manton, David J.
;
Montero, Eduardo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Complutense Madrid, Fac Dent, Madrid, SpainUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Montero, Eduardo
;
Pitts, Nigel
论文数: 0引用数: 0
h-index: 0
机构:
Kings Coll London, Dent Inst, Dent Innovat & Translat Ctr, London, EnglandUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Pitts, Nigel
;
Range, Helene
论文数: 0引用数: 0
h-index: 0
机构:
Paris 7 Denis Diderot Univ, Rothschild Hosp, AP HP, Dept Periodontol,Serv Odontol,UFR Odontol, Paris, France
Paris 5 Descartes Univ, EA 2496, UFR Odontol, Paris, FranceUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Range, Helene
;
Schlueter, Nadine
论文数: 0引用数: 0
h-index: 0
机构:
Albert Ludwig Univ, Univ Med Ctr, Dept Operat Dent & Periodontol, Div Cariol,Ctr Dent Med, Freiburg, GermanyUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Schlueter, Nadine
;
Teughels, Wim
论文数: 0引用数: 0
h-index: 0
机构:
Katholieke Univ Leuven, Periodontol, Leuven, BelgiumUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Teughels, Wim
;
论文数: 引用数:
h-index:
机构:
Twetman, Svante
;
Van Loveren, Cor
论文数: 0引用数: 0
h-index: 0
机构:
Acad Ctr Dent Amsterdam, Dept Cariol, Amsterdam, NetherlandsUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Van Loveren, Cor
;
Van der Weijden, Fridus
论文数: 0引用数: 0
h-index: 0
机构:
Acad Ctr Dent Amsterdam, Dept Periodontol, Amsterdam, NetherlandsUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England
Van der Weijden, Fridus
;
论文数: 引用数:
h-index:
机构:
Vieira, Alexandre R.
;
Schulte, Andreas G.
论文数: 0引用数: 0
h-index: 0
机构:
Witten Herdecke Univ, Dent Sch, Dept Special Care Dent, Witten, GermanyUniv Birmingham, Periodontal Res Grp, Birmingham, W Midlands, England