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Miranda JCD, Azevedo ADCS, Rocha M, Michel-Crosato E, Biazevic MGH. Age estimation in Brazilian adults by Kvaal's and Cameriere's methods. Braz Oral Res 2020; 34:e051. [PMID: 32578761 DOI: 10.1590/1807-3107bor-2020.vol34.0051] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2018] [Accepted: 03/07/2020] [Indexed: 11/21/2022] Open
Abstract
The aim of this study was to verify the precision and applicability of two methods of age estimation, Kvaal's and Cameriere's methods, among Brazilian adults. A sample composed of periapical radiographs of canine teeth belonging to 320 Brazilian adults was analyzed, divided into groups according to sex (male and female) and age group (20-29 years, 30-39 years, 40-49 years and 50-59 years). Kvaal's method presented better results when compared to the results of Cameriere's method in the general evaluation of each canine tooth, except for the upper left canine (tooth 23), which presented a mean error (ME) with no statistically significant difference between the methods (Kvaal: ME = 7.43, p = 0.4991, Cameriere: ME = 7.55, p = 0.6982). In the evaluation by age groups, Kvaal's method presented a lower variation between the real age and estimated age when applied to the age groups of 20-29 years and 30-39 years compared to the results provided by Cameriere's method. With respect to the groups aged 40 to 49 years and 50 to 59 years, Cameriere's method presented better performance than the results provided by Kvaal's method. The methods of estimating age proposed by Kvaal and Cameriere are simple and nondestructive and have demonstrated reproducibility and reliability. The Kvaal method was more accurate for the age groups of 20-29 and 30-39 years, and for those over 40 years, the Cameriere method was the most accurate.
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Affiliation(s)
- Joyce Campos de Miranda
- Universidade de São Paulo - USP, School of Dentistry, Community Dentistry Department, São Paulo, SP, Brazil
| | | | - Marcos Rocha
- Universidade de São Paulo - USP, School of Dentistry, Community Dentistry Department, São Paulo, SP, Brazil
| | - Edgard Michel-Crosato
- Universidade de São Paulo - USP, School of Dentistry, Community Dentistry Department, São Paulo, SP, Brazil
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Salemi F, Farhadian M, Askari Sabzkouhi B, Saati S, Nafisi N. Age estimation by pulp to tooth area ratio in canine teeth using cone-beam computed tomography. EGYPTIAN JOURNAL OF FORENSIC SCIENCES 2020. [DOI: 10.1186/s41935-019-0176-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Abstract
Background
This study aimed to estimate the chronological age of individuals according to the correlation of age with morphological variables of the maxillary canine teeth using cone-beam computed tomography (CBCT) based on Kvaal’s method.
Method
This study was conducted on CBCT scans of 300 patients in Hamadan city, including 142 females and 158 males between 14 and 60 years of age. To measure the morphological variables, cross-sectional views of the maxillary right canine tooth were studied. The pulp to tooth area ratio (AR), the pulp to tooth length ratio (P), the mesiodistal and the buccolingual pulp to tooth width ratio at the cementoenamel junction (CEJ) (A1, A2), the mesiodistal and buccolingual pulp to tooth width ratio at the mid-root (C1, C2), and the mesiodistal and buccolingual pulp to tooth width ratio at the midpoint between the CEJ and the mid-root (B1, B2) were measured on CBCT scans.
Results
A significant inverse correlation was noted between age and all measured variables. No significant difference was found in the mean variables between males and females. The correlation between the actual age and estimated age in the regression model was 0.88. The mean square error (MSE) of prediction was 5.89 years; also, the mean absolute error (MAE) was 4.46 years.
Conclusion
The fitted regression model suggested in this study can estimate the age of individuals with acceptable accuracy and mean absolute error of lower than 5 years.
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Validation of the Third Molar Maturation Index to estimate the age of criminal responsibility in Northeastern Brazil. Forensic Sci Int 2019; 304:109917. [PMID: 31421921 DOI: 10.1016/j.forsciint.2019.109917] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2018] [Revised: 03/04/2019] [Accepted: 04/09/2019] [Indexed: 02/02/2023]
Abstract
The estimation of the age of majority is crucial to determine the legal accountability of an individual. With this purpose, the analysis of the dental development process has proven to be an effective, elucidatory method. This study investigated the applicability of the Third Molar Maturation Index (I3M), proposed by Cameriere et al. (2008), to estimate the age of majority in a sample of Northeastern Brazilians using panoramic radiographs. Adobe® Photoshop® CS4 (Adobe Systems Incorporated, San Jose, California, USA) software was used to obtain the I3M index measurements in a sample of radiographs from a dental radiology clinic located in Northeastern Brazil. Radiographs of individuals aged between 14 and 23 years were included in the sample, except if showing absence, distortions, pathological alterations or suspected pulp impairment of the tooth #38 (third lower left molar), as the method applies exclusively to this element. Of the total sample of radiographs previously obtained for diagnostic and/or orthodontic purposes (n=394), 185 were from males and 209 from females, of which 217 corresponded to 18 year-olds or older and 177 were from minors. Logistic regression and predictive values of sensitivity, specificity and Receiver Operating Characteristic (ROC) curve (α=0.05) were used. The cutoff point originally proposed for the I3M index (0.08) presented a sensitivity of 88.4% and a specificity of 73.2%, with accuracy (area under the ROC curve) of 80.8% (95%CI: 76.4-85.3%) for the Northeastern Brazilian population, as well as a correct age classification in 80.2% of the sample. The method estimated accurately 73.7% of the cases corresponding to "18 years or older" and 88.1% of the cases "under 18years" (p=0.000). Among the sexes, the correct age classification rate of the method was 84.3% for males and 76.6% for females, with no statistically significant difference between the match and error rates and between the sexes (p≥0.05). In conclusion, the Third Molar Maturation Index could accurately distinguish the age of adolescents and young adults of both sexes aged 18 years or under/older in a Brazilian population.
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Birchler FA, Kiliaridis S, Combescure C, Julku J, Pirttiniemi PM, Vazquez L. Dental age assessment on panoramic radiographs: Comparison between two generations of young Finnish subjects. J Int Med Res 2018; 47:311-324. [PMID: 30293503 PMCID: PMC6384494 DOI: 10.1177/0300060518801437] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Objective To analyse the accuracy of a meta-analysis-based dental age assessment (DAA) method in Finnish paediatric patients and to compare the dental development between two generations of Finnish children. Methods Panoramic radiographs of Finnish Caucasian healthy children from two generations (early: born 1981–1984; subsequent: born 1996–2008) were analysed. All developing teeth on the left maxilla and mandible as well as the third permanent molars were analysed following Demirjian’s classification. For each patient, dental age was calculated and compared with chronological age. Dental maturation patterns between the two groups were compared. Results The study included 200 Finnish Caucasian healthy children from two generations (early: aged 7–13 years; subsequent: aged 6–15 years). In the early generation, DAA underestimated the chronological age by a mean of 3.15 years. The underestimation was only 0.11 years in patients < 10 years, but 3.86 years in patients ≥ 10 years. In the subsequent generation, the dental age was overestimated by a mean of 0.34 years; by 0.40 years in patients < 10 years and by 0.08 years in patients ≥ 10 years. Conclusions The present DAA method is applicable to current Finnish children. Differences in dental development between two generations of Finnish children were detected.
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Affiliation(s)
- Flavia A Birchler
- 1 Department of Orthodontics, University Clinics of Dental Medicine, University of Geneva, Geneva, Switzerland
| | - Stavros Kiliaridis
- 1 Department of Orthodontics, University Clinics of Dental Medicine, University of Geneva, Geneva, Switzerland
| | - Christophe Combescure
- 2 Division of Clinical Epidemiology, Geneva University Hospital, Geneva, Switzerland
| | - Johanna Julku
- 3 Department of Dentistry and Oral Diseases, Faculty of Medicine, University of Oulu, Oulu, Finland
| | - Pertti M Pirttiniemi
- 4 Department of Oral Development and Orthodontics, University of Oulu, Oulu, Finland
| | - Lydia Vazquez
- 5 Department of Orofacial Rehabilitation, University Clinics of Dental Medicine, University of Geneva, Geneva, Switzerland
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Pavlović S, Palmela Pereira C, Vargas de Sousa Santos RF. Age estimation in Portuguese population: The application of the London atlas of tooth development and eruption. Forensic Sci Int 2017; 272:97-103. [PMID: 28129585 DOI: 10.1016/j.forsciint.2017.01.011] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2016] [Revised: 12/08/2016] [Accepted: 01/09/2017] [Indexed: 10/20/2022]
Abstract
Chronological age estimation from the dental parameters is becoming increasingly important. The London atlas of tooth development is the most recent developed method and represents a modification of the previous older methods. The aim of this study was to evaluate the accuracy of the London atlas for the dental age estimation in the Portuguese population. The study sample included 736 radiographic images (498 females and 238 males) of Portuguese origin, patients of Dental Clinic of Superior Institute of Health Sciences Egas Moniz and Dental Medicine Faculty, University of Lisbon. The age range of the individuals was between 3 and 24 years. Estimated age was compared with the chronological age using the paired t-test. The results showed that there was no statistically significant difference between left and right side of the jaw (p>0.05). Both sides showed an average overestimation of age by one month approximately. Moreover, the significant difference between chronological and estimated age was not observed in the females. However, the significant difference was observed in a sample coming from males (right: p=0.008; left: p=0.003). Our results showed that the London atlas can be potentially used as a tool for age estimation. However, the difference between sexes clearly suggests that separate charts should be made for each sex. Further studies, which will have as a final goal the development of a new method for age estimation using dental parameters, are needed.
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Affiliation(s)
- Strahinja Pavlović
- Erasmus Mundus Masters in Forensic Science, Portugal, Spain, United Kingdom.
| | - Cristiana Palmela Pereira
- Faculty of Dental Medicine, University of Lisbon, Portugal; South Branch of the Portuguese National Institute of Legal Medicine and Forensic Science, Portugal; Centre of Statistics and Applications of University of Lisbon (CEAUL), Portugal; Laboratory of Forensic Sciences and Psychology Egas Moniz, Portugal.
| | - Rui Filipe Vargas de Sousa Santos
- Centre of Statistics and Applications of University of Lisbon (CEAUL), Portugal; School of Technology and Management, Polytechnic Institute of Leiria, Portugal.
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Wolf TG, Briseño-Marroquín B, Callaway A, Patyna M, Müller VT, Willershausen I, Ehlers V, Willershausen B. Dental age assessment in 6- to 14-year old German children: comparison of Cameriere and Demirjian methods. BMC Oral Health 2016; 16:120. [PMID: 27825336 PMCID: PMC5101672 DOI: 10.1186/s12903-016-0315-8] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2016] [Accepted: 10/27/2016] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND The aim of the study was to compare two frequently used dental age estimation methods for accuracy. METHODS A total of 479 panoramic radiographs in age groups 6-14 years from a German population were evaluated. The dental age of 268 boys and 211 girls was assessed by means of the method of Demirjian (1973) and Cameriere (2006) and compared with their actual chronological age. RESULTS Demirjan's method showed an overestimation of dental age compared to chronological age in all age groups for boys (mean difference -0.16, p = 0.010, range -0.35 to 0.09), age group 9 showed an underestimation. Using the same method for girls (mean difference -0.18, p = 0.008, range -0.45 to 0.13), an overestimation could also be shown in all age groups except for age groups 8 and 13. Results for Cameriere's method showed for boys (mean difference 0.07, p = 0.314, range -1.38 to 3.83) in age groups 6 to 11 an overestimation, but in age groups 12 to14 an underestimation. The results for girls (mean difference 0.08, p = 0.480, range -1.55 to 4.51) showed an overestimation for age groups from 6 to 10, and an underestimation in age groups 11 to 14. CONCLUSIONS The comparison shows an advantage of Demirjian's method for both genders. While Cameriere's method showed a higher inaccuracy in all age groups, Demirjian's method showed more appropriate results for dental age estimation of the investigated German population. To avoid errors in forensic age estimation and to prevent misidentifications for defendants in criminal processes, further studies of more precise methods for age estimation for the German population are required.
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Affiliation(s)
- Thomas Gerhard Wolf
- Department of Operative Dentistry, University Medical Center Mainz, Augustusplatz 2, D-55131 Mainz, Germany
| | - Benjamín Briseño-Marroquín
- Department of Operative Dentistry, University Medical Center Mainz, Augustusplatz 2, D-55131 Mainz, Germany
| | - Angelika Callaway
- Department of Operative Dentistry, University Medical Center Mainz, Augustusplatz 2, D-55131 Mainz, Germany
| | - Michael Patyna
- Department of Operative Dentistry, University Medical Center Mainz, Augustusplatz 2, D-55131 Mainz, Germany
| | - Victor Thomas Müller
- Department of Operative Dentistry, University Medical Center Mainz, Augustusplatz 2, D-55131 Mainz, Germany
| | - Ines Willershausen
- Department of Operative Dentistry, University Medical Center Mainz, Augustusplatz 2, D-55131 Mainz, Germany
| | - Vicky Ehlers
- Department of Operative Dentistry, University Medical Center Mainz, Augustusplatz 2, D-55131 Mainz, Germany
| | - Brita Willershausen
- Department of Operative Dentistry, University Medical Center Mainz, Augustusplatz 2, D-55131 Mainz, Germany
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Birchler FA, Kiliaridis S, Combescure C, Vazquez L. Dental age assessment on panoramic radiographs in a Swiss population: a validation study of two prediction models. Dentomaxillofac Radiol 2015; 45:20150137. [PMID: 26250402 DOI: 10.1259/dmfr.20150137] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
OBJECTIVES Dental age assessment methods are widely used for age estimation. This study aimed to analyse the accuracy of a meta-analysis method to estimate dental age in Swiss individuals and to detect potential limitations of the method. Precision of repeated tooth staging using Demirjian's classification on maxillary and mandibular teeth was also assessed. METHODS Panoramic radiographs of 50 Swiss white healthy children were analysed. Developing teeth on the left maxilla and mandible and all third permanent molars were staged following Demirjian's classification. Dental age was calculated for each subject, using a random effects model and a fixed effect model, and compared with chronological age. RESULTS The mean error of the dental age ranged between -3 and +1 months for both the calculation models. Dental age calculated with the fixed effect model overestimated the age of the subjects (average + 0.10 y, ranging from -1.95 y to +2.16 y) compared with their chronological age, whereas the random effects model underestimated the age (average -0.32 y, ranging from -2.24 y to +1.61 y). CONCLUSIONS Demirjian's method allowed a precise repeated staging of maxillary and mandibular developing teeth. For both calculation models, dental age correlated well, on average, with chronological age of Swiss subjects younger than 12 years. The random effects model showed a better accuracy for these subjects than the fixed effect model. However, both models underestimated the chronological age in subjects older than 12 years.
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Affiliation(s)
- Flavia A Birchler
- 1 Department of Orthodontics, University Clinics of Dental Medicine, University of Geneva, Geneva, Switzerland
| | - Stavros Kiliaridis
- 1 Department of Orthodontics, University Clinics of Dental Medicine, University of Geneva, Geneva, Switzerland
| | - Christophe Combescure
- 2 Division of Clinical Epidemiology, Geneva University Hospital, Geneva, Switzerland
| | - Lydia Vazquez
- 3 Department of Orofacial Rehabilitation, Oral and Maxillofacial Radiology, University Clinics of Dental Medicine, University of Geneva, Geneva, Switzerland
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Streckbein P, Reichert I, Verhoff MA, Bödeker RH, Kähling C, Wilbrand JF, Schaaf H, Howaldt HP, May A. Estimation of legal age using calcification stages of third molars in living individuals. Sci Justice 2014; 54:447-50. [PMID: 25498932 DOI: 10.1016/j.scijus.2014.08.005] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2014] [Revised: 06/22/2014] [Accepted: 08/27/2014] [Indexed: 11/25/2022]
Abstract
The increased number of adolescents and young adults with unknown or inaccurately given date of birth is a current issue in justice and legal medicine. The objective of this study was to determine the extent to which third molar calcification stages assessed on panoramic X-rays could be useful as additional criteria for forensic age estimation in living individuals, focusing on the legally important ages 17 and 18. In a retrospective multi-center study, the developmental stage of each individual's third molar was analyzed using Demirjian's scale in 2360 cases. Additionally, sex, age and ancestry were assessed. Individuals with the lowest calcification stage of all present molars in stage H were ≥18 years with a likelihood of ≥99.05% in the female (n=388), and ≥99.24% in the male (n=482) population. The lowest calcification stage of all present third molars proved to be useful as an additional reliable criterion for the determination of an age ≥18 years.
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Affiliation(s)
- Philipp Streckbein
- Dept. of Cranio-Maxillo-Facial Surgery, Justus-Liebig-University Giessen, Klinikstrasse 33, 35385 Giessen, Germany.
| | - Isabelle Reichert
- Dept. of Cranio-Maxillo-Facial Surgery, Justus-Liebig-University Giessen, Klinikstrasse 33, 35385 Giessen, Germany
| | - Marcel A Verhoff
- Dept. of Forensic Medicine, Justus-Liebig-University Giessen, Frankfurter Strasse 58, 35392 Giessen, Germany
| | - Rolf-Hasso Bödeker
- Institute of Medical Statistics, Justus-Liebig-University Giessen, Heinrich-Buff-Ring 44, 35392 Giessen, Germany
| | - Christopher Kähling
- Dept. of Cranio-Maxillo-Facial Surgery, Justus-Liebig-University Giessen, Klinikstrasse 33, 35385 Giessen, Germany
| | - Jan-Falco Wilbrand
- Dept. of Cranio-Maxillo-Facial Surgery, Justus-Liebig-University Giessen, Klinikstrasse 33, 35385 Giessen, Germany
| | - Heidrun Schaaf
- Dept. of Cranio-Maxillo-Facial Surgery, Justus-Liebig-University Giessen, Klinikstrasse 33, 35385 Giessen, Germany
| | - Hans-Peter Howaldt
- Dept. of Cranio-Maxillo-Facial Surgery, Justus-Liebig-University Giessen, Klinikstrasse 33, 35385 Giessen, Germany
| | - Andreas May
- Dept. of Cranio-Maxillo-Facial Surgery, Justus-Liebig-University Giessen, Klinikstrasse 33, 35385 Giessen, Germany
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Patil SK, Mohankumar KP, Donoghue M. Estimation of age by Kvaal's technique in sample Indian population to establish the need for local Indian-based formulae. J Forensic Dent Sci 2014; 6:166-70. [PMID: 25177138 PMCID: PMC4142406 DOI: 10.4103/0975-1475.137050] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
Context: Age estimation using radiographs by Kvaal and coauthors has shown to be reliable method, possible variation in ethnicity restricts its use in sample Indian population. Aims: Thus this study was aimed at evaluating the accuracy of age estimation formula of Kvaal and coauthors developed for Norwegian population. Materials and Methods: From the subjects (1-100) between the age group 20 and 50 years digitized intraoral periapical (IOPA) radiograph of maxillary central incisors was taken and length and width of the teeth were measured and their ratios were calculated and applied to Kvaal and coauthors formula. The estimated age and chronological age were compared, less accurate results were found in sample Indian population. Modified Kvaal's formula was then developed by using regression analysis of the ratios and to evaluate the accuracy of this formula, the study was repeated using same criteria and methodology on another subjects (101-200). Results: Using Kvaal's formula standard error of estimated age was more in sample Indian population when compared with Norwegian population. Then modified Kvaal's formula was developed and applied to sample Indian population, which showed accurate results. Conclusion: This study concludes that formula which was derived from Norwegian population is not applicable to sample Indian population.
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Affiliation(s)
- Shruthi K Patil
- Department of Oral Pathology and Microbiology, Bapuji Dental College and Hospital, Davangere, Karnataka, India
| | - K P Mohankumar
- Department of Oral Pathology and Microbiology, College of Dental Sciences, Davangere, Karnataka, India
| | - Mandana Donoghue
- Department of Oral Pathology and Microbiology, College of Dental Sciences, Davangere, Karnataka, India
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Abstract
The increasing volume of, and subsequent complexities resulting from, migratory flows in the broader context of globalization has led to a range of problems, not only the protection of human rights and disease control but also the identification of those with the right to apply for refugee status and the age assessment of unaccompanied minors. Italy is a magnet for immigration from other countries bordering the Mediterranean Sea because the Italian coasts are within easy reach. In Italy, as in other western countries, unaccompanied asylum seekers deemed to be younger than 18 years face a very different path through the immigration system from that experienced by adults. Generally, adults are subject to immediate deportation or detention in jail. Minors are processed through the juvenile system, where detection is not mandatory; they will often have access to educational programs and may be granted a residency permit. The Section of Legal Medicine of the University of Bari was approached by immigration police authorities and judges to explore the possibility of examining unaccompanied asylum seekers, who claim do be younger than 18 years, to assess their age. A group of forensic pathologists and odontologists performed this evaluation relying on the skeletal maturation as seen on radiographs of the wrist and the pelvis for iliac crests and on an orthopantomograph, together with background information and clinical examination of each individual. Case studies are presented. This article does not attempt to give a definitive account of the different scientific methods for the assessment of age. It is important to understand some of the methods that may be used in an attempt to assess developmental maturity and from which it may be possible to "read off" an approximate chronological age.
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Pathak HV, Dixit P, Shrigiriwar M, Bardale R. Orthopantomographic evaluation of canine and first premolar using Demirjian's stages in central India: new approach to forensic age estimation. J Forensic Sci 2012; 57:1082-6. [PMID: 22390270 DOI: 10.1111/j.1556-4029.2012.02111.x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Teeth development is widely used for age estimation in forensic science. The aims of this study were as follows: first, to establish Indian data on canine and first premolar development for age estimation and second, to investigate population differences in teeth development. Orthopantomograms of 340 Indian children aged between 5 and 14 years were analyzed. Demirjian's stages were recorded for the developmental evaluation of canine and first premolar and for further descriptive statistical analysis. A two-way ANOVA was performed to test the significance of difference in teeth development by sex and stage. A one-way ANOVA was performed to investigate population differences in teeth development. Results showed statistically significant differences in teeth development by sex and stage. Accordingly, teeth development was earlier in girls. No statistically significant differences were observed in timings of Demirjian's stages among different populations. In conclusion, the findings of this study could be used for age estimation of Indian children.
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Affiliation(s)
- Hrishikesh V Pathak
- Department of Forensic Medicine, Government Medical College, Nagpur, Maharashtra, India.
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