Non-adult dental age assessment: correspondence analysis and linear regression versus Bayesian predictions

This study focuses on the evaluation of factors influencing the quality (accuracy and reliability) of non-adult dental age assessment from radiographic stages of permanent teeth (excluding the third molar). We used four distinct cross-sectional samples of 1,528 healthy children: 3 of known geographic origin (Ivory Coast, Iran and France) and 1 additional sample of children whose grandparents originated from a different continent. Two different methods of calculations are compared: the correspondence analysis combined with linear regression (CAR) and Bayesian predictions (with no independence assumption). Our results indicate that the quality of age assessment does not seem to depend predominantly on the use of geographic-specific standards. In the case of Bayesian predictions, we observed a clear trend in favour of significantly higher accuracy and reliability levels when using non-geographic-specific standards. One of the main advantage of Bayesian predictions over maximum likelihood methods of estimation is an overall increase in accuracy with high levels of reliability on a fraction of the test sample and, importantly, across all age categories (contrary to methods based on regression analysis). Importantly, in the case of Bayesian non-adult predictions, and contrary to age estimation techniques based on regression, a better quality does not depend on age.

[1]  E. Fanning,et al.  Primary and permanent tooth development. , 1971, Australian dental journal.

[2]  K. Haavikko Tooth formation age estimated on a few selected teeth. A simple method for clinical use. , 1974, Proceedings of the Finnish Dental Society. Suomen Hammaslaakariseuran toimituksia.

[3]  P. J. Davis,et al.  The accuracy and precision of the "Demirjian system" when used for age determination in Chinese children. , 1994, Swedish dental journal.

[4]  C. Hall,et al.  Developmental juvenile osteology.: By L. Scheuer and S. Black. Pp 587. San Diego: Academic Press, 2000. ISBN: 0-12-624000-0. £159.95. , 2001 .

[5]  S. Garn,et al.  Genetic, Nutritional, and Maturational Correlates of Dental Development , 1965, Journal of dental research.

[6]  M. J. R. Healy,et al.  An approach to the scaling of categorized attributes , 1976 .

[7]  L. Konigsberg,et al.  Estimation of age structure in anthropological demography. , 1992, American journal of physical anthropology.

[8]  D. Deutsch,et al.  Changes in size, morphology and weight of human anterior teeth during the fetal period. , 1984, Growth.

[9]  I. Grant,et al.  Reversal of midazolam sedation with flumazenil following conservative dentistry. , 1990, Journal of dentistry.

[10]  M. J. Collins,et al.  Age estimation: The state of the art in relation to the specific demands of forensic practise , 2000, International Journal of Legal Medicine.

[11]  J. Haataja [DEVELOPMENT OF THE MANDIBULAR PERMANENT TEETH OF HELSINKI CHILDREN]. , 1965, Suomen Hammaslaakariseuran toimituksia = Finska tandlakarsallskapets forhandlingar.

[12]  K. Haavikko,et al.  The formation and the alveolar and clinical eruption of the permanent teeth. An orthopantomographic study. , 1970, Suomen Hammaslaakariseuran toimituksia = Finska tandlakarsallskapets forhandlingar.

[13]  H. Liversidge,et al.  Dental Age Estimation of Non-Adults. A Review of Methods and Principles , 1998 .

[14]  S. Tandon,et al.  Dental age assessment: the applicability of Demirjian's method in south Indian children. , 1998, Forensic science international.

[15]  V J Vieland,et al.  Bayesian linkage analysis, or: how I learned to stop worrying and love the posterior probability of linkage. , 1998, American journal of human genetics.

[16]  B. Liliequist,et al.  Skeletal and Tooth Development , 1971, Acta radiologica: diagnosis.

[17]  J M Tanner,et al.  A new system of dental age assessment. , 1973, Human biology.

[18]  Pedro M. Domingos,et al.  On the Optimality of the Simple Bayesian Classifier under Zero-One Loss , 1997, Machine Learning.

[19]  Yu. A. Gur'yan,et al.  Parts I and II , 1982 .

[20]  M. Massler,et al.  Studies In Tooth Development: The Growth Pattern Of Human Teeth , 1940 .

[21]  C. M. Nolla The development of the permanent teeth , 1960 .

[22]  S. Garn,et al.  Variability of Tooth Formation , 1959, Journal of dental research.

[23]  James M. Tanner,et al.  Growth at Adolescence , 1956 .

[24]  K. Alt,et al.  Dental anthropology: Fundamentals, limits and prospects , 1998 .

[25]  G. Thompson,et al.  Age of attainment of mineralization stages of the permanent dentition. , 1976, Journal of forensic sciences.

[26]  A. M. Pollard,et al.  A Bayesian approach to adult human age estimation from dental observations by Johanson's age changes. , 1996, Journal of forensic sciences.

[27]  John W. Tukey,et al.  Exploratory Data Analysis. , 1979 .

[28]  M. Greenacre Correspondence analysis in practice , 1993 .

[29]  U. Hägg,et al.  Dental maturity as an indicator of chronological age: the accuracy and precision of three methods. , 1985, European journal of orthodontics.

[30]  E. Fanning A longitudinal study of tooth formation and root resorption from birth to preadolescence , 1960 .

[31]  C F Moorrees,et al.  FORMATION AND RESORPTION OF THREE DECIDUOUS TEETH IN CHILDREN. , 1963, American journal of physical anthropology.

[32]  T Solheim,et al.  Technical note: regression analysis in adult age estimation. , 1997, American journal of physical anthropology.

[33]  R. Nanda,et al.  Growth and development of dentitions in Indian children. I. Development of permanent teeth. , 1966, American journal of orthodontics.

[34]  L. Scheuer CHAPTER THREE – Bone Development , 2000 .

[35]  U. Welander,et al.  Age estimation based on tooth development: a test of reliability and validity. , 1991, Scandinavian journal of dental research.

[36]  G. Koch,et al.  Age estimation up to 16 years of age based on dental development. , 1974, Odontologisk revy.

[37]  A. Demirjian,et al.  New systems for dental maturity based on seven and four teeth. , 1976, Annals of human biology.

[38]  A. Bhargava Modeling the effects of maternal nutritional status and socioeconomic variables on the anthropometric and psychological indicators of Kenyan infants from age 0-6 months. , 2000, American journal of physical anthropology.

[39]  A. Poznanski,et al.  Assessment of Skeletal Maturity and Prediction of Adult Height (TW2 Method) , 1977 .

[40]  S. Garn,et al.  Endocrine Factors in Dental Development , 1965, Journal of dental research.

[41]  C. Moorrees,et al.  Age Variation of Formation Stages for Ten Permanent Teeth , 1963, Journal of dental research.

[42]  J. Haataja,et al.  Dental maturity in Finnish children, estimated from the development of seven permanent mandibular teeth. , 1986, Acta odontologica Scandinavica.

[43]  E. Giles,et al.  Confidence intervals for estimates based on linear regression in forensic anthropology. , 1988, Journal of forensic sciences.

[44]  Freda Conway,et al.  Bayesian Statistics for Social Scientists. , 1974 .

[45]  T. Bayes An essay towards solving a problem in the doctrine of chances , 2003 .

[46]  E. Hunt,et al.  The permanent mandibular first molar: its calcification, eruption and decay. , 1955, American journal of physical anthropology.

[47]  M. Massler,et al.  Studies In Tooth Development: The Growth Pattern Of Human Teeth Part II , 1940 .

[48]  S. Garn,et al.  The Sex Difference in Tooth Calcification , 1958, Journal of dental research.