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Dissertation
Dental age estimation in sub-adults : striving for an optimal approach
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ISBN: 9789461650870 Year: 2013 Publisher: Leuven Leuven University Press

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Dissertation
Dental age estimation: combining permanent tooth development and third molar development in children
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Year: 2018 Publisher: Leuven KU Leuven. Faculteit Geneeskunde

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Abstract Introduction: Age estimation is an integral part of forensic science. It is a scientific process that assess the chronological age of a person (deceased or alive) through dental and skeletal indicators. For dental age estimation in children, developing permanent teeth are commonly used. As, third molars are also in initial development in children, it is expected that combined information from both developing seven permanent teeth and third molar will provide better age prediction performances. Aim: To evaluate if third molar development is providing an additional age prediction information in children with permanent teeth (4-16years). Materials and methods: 1818 panoramic radiographs from South African black population was used. Two staging techniques were used. Demirjian’s et al (A-H) [6] staging technique for all developing seven mandibular permanent teeth and modified Kohler et al [14] was used to evaluate all available third molars. A weighted analysis of variance (ANOVA) and Bayes’ rule were statistically applied. Comparison was quantified by MAE, RMSE and mean width and coverage of the prediction interval. Inter and intra reliability was checked using Cohen’s Kappa test by restaging 10% of the subjects randomly from the sample. Results: D+K age prediction model showed less RMSE (1.182) in comparison with D (1.95) and K (1.60) model in males and 1.38 (RMSE) in case of females. Significance difference of 0.58 (p<.0001) when compared with MAE D+K with D and 0.36 (p<.0001) when compared with K model separately in males and 0.48 (p<.0001) between MAE D and D+K and 0.35 when compared MAE K with D+K in females was found. D+K model gave maximum coverage in prediction than D and K models separately for males and females. Conclusion: D+K model was providing better age prediction information in children (4-16years) than D and K models separately.

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Dissertation
Awareness of Forensic Odontologists Regarding Post-Traumatic Stress Disorder After Mass Fatality
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Year: 2019 Publisher: Leuven KU Leuven. Faculteit Geneeskunde

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Deze master thesis onderzocht of de forensisch odontoloog risico heeft voor het ontwikkelen van post-traumatische stress. Een enquête werd opgesteld en gestuurd naar forensisch odontologen die internationaal actief zijn. Deze enquête bevatte verschillende vragen gaande over symptomen van post-traumatische stress. Als hoofdresultaat vonden we dat de internationale forensisch odontoloog geen risico vertoonde voor het ontwikkelen van post-traumatische stress. Een ander belangrijk resultaat was dat 85% van de participanten geloofde dat training tegen post-traumatische stress geïncorporeerd moest worden in de training forensich odontologen

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Dissertation
Comparing dental age estimation performances of artificial neural networks constructed on modified panoramic radiographs
Authors: --- ---
Year: 2021 Publisher: Leuven KU Leuven. Faculteit Geneeskunde

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Dental age estimation is frequently used during identifications, refugee procedures, insurance fraud and crime investigation [1]. However, dental age estimation by human observers is subject to the observers’ experience and subjectivity, which may result in misleading outcomes [2]. Therefore, neural networks were introduced. It is fast developing and could provide automatic techniques relating to dental age estimation. Multiple researches of dental age estimation have been done with neural networks, but it is still unclear with which information from the panoramic radiograph neural networks use to estimate the age. Henceforth, this research went for investigating what information neural network used in age estimation in panoramic radiographs. The study was focused on developing teeth, individuals were aged from 1 to 24.99 years old. We compared the result between full panoramic radiographs, cropped dataset, long axes dataset, and masked dataset. The reproducibility test of cropped dataset was also done, and the reliability of cropped dataset was shown fair. The results revealed that the method of adding long axes didn’t offer better result than full panoramic radiographs, thus it was not suggested. Results of cropped dataset exceeded masked dataset, since neural network could use other anatomical features except for teeth to predict age. Overall, full panoramic radiographs provided the most accurate results.

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Dissertation
Deep Learning based age estimation of third molars in panoramic images.
Authors: --- --- ---
Year: 2019 Publisher: Leuven KU Leuven. Faculteit Ingenieurswetenschappen

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The biological age of a person is critical in many legal settings related to sports and forensics. A typical scenario is to determine the age of athletes, unaccompanied fugitives claiming to be minors or a corpse. This demands for a method to determine the biological age of a person by doing relevant tests. In this regard, third molar-based age estimation looks a promising approach as the third molar shows distinct patterns of growth corresponding to the biological age of the person. The current methodology of age estimation from third molars involves radiology expertise to manually categorize the panoramic X-ray images to the development stage and later use statistical models to predict the biological age. This process is time-consuming and cumbersome. The goal of the project is to automate the age assessment process from dental radiograph images. The focus of the thesis is on exploring the advancements in deep learning for dental age estimation with an emphasis on regression and ordinal regression methods. The Dataset for the experiments consists of 2214 dental radiograph images distributed over age ranges of 8-24 years. Five-fold cross-validation was used to evaluate the models. A deep learning model with, Densenet201 as the convolutional neural network, achieved the best results with the ordinal regression method. The corresponding Mean Absolute Error (MAE) was 1.15 years.

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Dissertation
Genetic Influence on Human Tooth Development - Systematic Literature Review
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Year: 2019 Publisher: Leuven KU Leuven. Faculteit Geneeskunde

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Tooth development relies completely on the interaction between epithelium and the mesenchyme, thereby transitioning from the initiation stages to bud, cap, bell and advanced bell stages and finally eruption of tooth in the oral cavity. For each tooth class, the above stages take place under the influence of specific genes, which are regulated by the signalling pathways. Genes play important part in the initial phases of tooth development, from birth till the age of 14 years, contributing 80% to their development Dental age can be evaluated for different population groups as genes are main regulators for tooth development, with the environmental factors having a smaller influence, especially in the early stages of life. Thereafter tooth development relies on interaction of genetic, epigenetic and environmental factors. The aim of this study was to understand the influence of genes on tooth development. A systematic review was done according to Cochranes Manual of Systematic Reviews of Intervention with articles being searched online on PubMed/NCBI. Of the 2547 articles identified, 19 were included for data extraction. Data extracted pertained to the gene, the pathways, tooth class, tooth part and mutation effects. With this review an understanding of the extent to which the genes influenced dental development; and other factors, if involved, then how they influenced tooth development. Result: One article each provided information to link a Gene to: Tooth Class + Tooth Part & Tooth Class +Tooth Part + Mutation Effect. A possibility to trace a gene to a specific part of the tooth or to overall tooth development was attempted by depicting the outcomes of the data extraction with the help of a flow diagram.

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Dissertation
Potential of Temporomadibular Joint measures ob CBCTs fo human identification
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Year: 2019 Publisher: Leuven KU Leuven. Faculteit Geneeskunde

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Objectives: specific morphologic aspects of the temporomandibular joint (TMJ) on CBCT could be considered as an identifier for human identification. The aim of the current study was to quantify the potential of specific measures from TMJ on CBCT images, separate or combined, for subject identification. Methods: CBCTs of TMJ of 198 Slavic and Eastern origin patients were examined to find out which parameters of the joint were potential identifiers. Evaluation of parameters was performed using ICATVision and GIMP software. One representative slice where measurements were performed, for both planes, was chosen. Afterwards, nine landmarks on sagittal and 6 landmarks of frontal planes, for right and left sides simultaneously, were established. Width, height, length of TMJ were measured between the landmarks. Also, two angles were allocated. In total, 14 parameters were measured on the sagittal plane and 4 on the frontal plane. Whereupon, statistical analysis was done. At first step; sex and side were analyzed separately (univariate analysis) to find out if there is a significant difference between the left and right side and significant difference between males and females. In the next step; interaction between sex and sides were evaluated (multivariate analysis). Results: Periost density showed to be the most unique single measurement. The side of the joint does not make difference for the identifying purposes.There is no significant difference between right and left sides, however, there is a considerable (p<0,0001) impact of sex on some of the variables. When it comes for a combination of the variables, the most unique patterns of identifiers (12,12%) showed 26 parameters together. Conclusion: Considering discussed outcomes, the present study indicated the possibility for obtaining information from morphologic identifiers like TMJ. By combining 26 parameters of the joint it is possible to garner additional information which can be used for identification purposes in forensic practise.

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Dissertation
Dental age estimation in northwest Indians based on the development of permanent teeth and third molars.
Authors: --- ---
Year: 2019 Publisher: Leuven KU Leuven. Faculteit Geneeskunde

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In the last decade need for age, estimation has increased in INDIA because of medicolegal/criminal cases such as rape, child labor. Aim of this study was to estimate the dental age by validating performances of D (lower left quadrant), K(TM) and D+K(combined) in relation to sex-specific age prediction. 1300 panoramic radiographs northwest(NW) Indian subjects were used. Two staging techniques were used. Demirjian’s et al(D)[7] staging technique for all developing seven mandibular permanent teeth and modified Kohler(K) et al was used to evaluate all available third molars(TM). The comparison was quantified by MAE, RMSE and mean width and coverage of the prediction interval. The conclusion was D+K model was providing better age prediction information than D and K models separately.

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Dissertation
Dental Age Estimation Methods Using Development of Third Molars: A Systematic Review
Authors: --- ---
Year: 2020 Publisher: Leuven KU Leuven. Faculteit Geneeskunde

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Introduction: In forensic context, age estimation in adolescents and young adults is essential to prove whether or not the individual is a minor or an adult. The study aim is to systematically review the literature regarding the age prediction performances of dental age estimation methods based on the development of one or more third molars combined. The set research question is: “What is the most accurate dental age estimation method based on third molar(s) development? Materials and methods: This systematic review was performed according to criteria set forward by PRISMA statement. An electronic search until 03/03/2020 was performed in 4 databases: MEDLINE/PubMed, Cochrane library, EMBASE and Web of Science. Results: 113 studies were considered eligible for inclusion after review of title/abstract, full-text and reference list. Since we only discussed the point prediction and related uncertainty aspect, the age prediction performance and outcomes reported as the error, mean error, mean absolute error, RMSE (root mean squared error), R2 and others were included and classified. The ultimate data extracted for analysis were classified in 3 tables (respectively based on a validation sample): a) mean error (chronological age- estimated age) +- standard deviation, mean absolute error and R*2 number=6, b)regression formula +- standard deviation and R*2 number=11. c) regression model + root mean squared error and R*2 number=5. Discussion: The staging technique turned to be the most accepted registration predictor status compared to others, maybe due to the early origin and many developed branches. And it’s obvious that Demirjian et al. 1973 and Köhler Gleiser and Hunt 1955(modified) outperformed the others. Correspoundingly, the regression formula, linear regression models and Bayesian models were broad used to calculate the estimated ages as age estimation methods. a) The Demirjian et al. method performed better (José 2005) compared to others, especially with low ME(0.07-0.1)+S.D(1.22-1.23), MAE(0.074-0.106) and high R*2(0.45-0.54) and QA score (10) in a large Spanish subadult population. b) The Iranians turned out to have better result in 4TM and 2TM. By the Köhler Gleiser and Hunt 1955(modified) staging technique, they gained a low standard deviation and a high R*2 together with high QA score 9 for the tooth position examined in the study. And in general, the Belgian population performed best in 3TM examined. While for 1 TM, Thais population gained the lowest S.D (M: 1.29-1.3 F: 1.47-1.48) and a extremely high R*2 (M: 0.892 F: 0.85-0.86) using Demirjian technique. c) The Brazilians were found having better scores in RMSE 0.74-1.56 for both genders in linear regression models. Conclusion: In forensic practice, it is difficult to select a method for age estimation based on the development of third molars. In current systematic review, the Demirjian et al.1973(both technique and method)provided the most accurate point prediction of age in Spanish population, Köhler Gleiser and Hunt 1955(modified) technique + regression formula method did the most accurate prediction in Iranians population(4TM and 2TM), Demirjian technique + regression formula outperformed others in Thais population (1TM), and Köhler Gleiser and Hunt 1955(modified) technique + linear regression model method performed best in Brazilians, while more research is needed to verify these methods in the future.

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Dissertation
Evaluation of Cameriere`s tooth development measurements on panoramic radiographs and the effect on related age prediction
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Year: 2020 Publisher: Leuven KU Leuven. Faculteit Geneeskunde

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Among dental age estimation methods in children and sub-adults, Cameriere`s method based on the measurements of open apices is regularly applied in medico-legal cases. The purpose of this study was to investigate the observer reproducibility of Cameriere`s tooth development measurements and classifications and their impact on correlated age predictions. Despite reoccurring reports on a high reproducibility of Cameriere`s measurements, in none of the related publications, a specification and detailed explanation of the gradual steps in the measurement proceedings for the different parameter was provided. Following Cameriere`s protocol, the measurements and classifications on a sample of 237 panoramic radiographs were completely or proportionately performed by 6 observers in 2 replications. The multiple regression model provided in the protocol was used for 1291 subsequent age estimates. For the statistical assessment of intra- and inter-observer agreement on the continuous measurements and the succeeding age estimates, the intraclass correlation coefficients, reproducibility coefficients, as well as the within subject coefficients of variation were determined, while the agreement on dichotomous evaluations of apical ends was analyzed with the Kappa coefficient. In contrast to a good to excellent intra-observer agreement, the inter-observer results for the tooth development measurements revealed an only poor to fair reproducibility for specific tooth positions and caused doubts about the reliability of the resulting age estimates. The partially unspecified protocol of Cameriere was found to have a remarkably negative impact on the inter-observer agreement on the allocations of landmarks and the correlated measurement techniques. Combined with tooth position dependent, impeded diagnostics of the apical ends on panoramic radiographs, this led to a reduced reproducibility of the inter-observer results. Thus, the current study results clearly contradict to the frequently reported good to excellent reproducibility of Cameriere`s measurements in previous studies and gives reasons to consider a specification of the delivered protocol. Suggestions for possible enhancements regarding specific steps in Cameriere`s method are indicated in this study, which encourages the increasement of reliability of age estimations in medico-legal cases.

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