age determination

年龄确定
  • 文章类型: Journal Article
    计算牙本质和/或次生牙骨质中的生长层被广泛用于野生哺乳动物的年龄确定,但是牙齿组织的结构和矿化程度的潜在季节性变化尚未得到很好的表征。我们在聚甲基丙烯酸甲酯(PMMA)中嵌入了来自12岁雌性斯瓦尔巴德驯鹿(Rangifertarandusplatyrhynchus)的第一(m1)和第二(m2)下颌恒磨牙,制备的涂覆有蒸发碳的切割和抛光表面,并在扫描电子显微镜(BSE-SEM)中使用20kV背散射电子成像来研究取决于微米和亚微米尺度的矿化程度的牙齿组织结构的方面。BSE-SEM揭示了次生牙骨质与原发性和继发性牙本质中生长层(环状物)的矿物质含量之间的差异,后者,顺便说一句,仍在m1死亡时形成。在活跃的并置阶段,牙骨质中形成了较少矿化组织的宽带。薄,冬季生长放缓时,由现有组织的成熟矿化形成的致密带。这种成熟模拟了在板层骨和关节软骨中看到的过程。反对以前的建议,有证据表明,在整个生命过程中,继发性牙骨质的大量吸收和修复以及牙本质的形成。次生牙本质由矿物质含量分层,如牙骨质。在皇冠上,这主要是管状牙本质,具有明显的珠状牙本质层。在下牙室和根部,它基本上没有小管。在m2根尖区域的水泥-牙本质交界处发现的大量非矿化空间代表两个组织之间的Hertwig上皮根鞘(HERS)或Malassez上皮其余部分(ERM)的夹杂物。以前仅在Muridae中发现的现象。导致驯鹿牙齿组织中增量线(环形)形成的解剖学变化,在这里首次在微米级被识别,可能在大多数(如果不是所有)生活在季节性环境中的长寿哺乳动物物种中很常见。
    Counting growth layers in dentine and/or secondary cementum is widely used for age determination in wild mammals but the underlying seasonal changes in the structure and degree of mineralisation of dental tissue have not been well characterised. We embedded first (m1) and second (m2) mandibular permanent molar teeth from a 12-year-old female Svalbard reindeer (Rangifer tarandus platyrhynchus) in PolyMethylMethAcrylate (PMMA), prepared cut and polished surfaces coated with evaporated carbon and used 20 kV back-scattered electron imaging in a scanning electron microscope (BSE-SEM) to study aspects of dental tissue structure which depend on the degree of mineralisation at the micron and sub-micron scale. BSE-SEM revealed differences between the mineral content of growth layers (annulations) in the secondary cementum and the primary and secondary dentine, the latter, incidentally, still forming at death in m1. Wide bands of less well mineralised tissue formed in the cementum during active appositional phases. Thin, denser bands formed by maturation-mineralisation of existing tissue when growth slowed in winter. This maturation mimics the processes seen in lamellar bone and articular cartilage. Counter to previous suggestions, there was evidence of substantial resorption and repair of the secondary cementum and of formation of dentine throughout life. Secondary dentine is layered by mineral content like cementum. In the crown, this was mainly tubular dentine with well-marked interglobular dentine layers. In the lower pulp chamber and root, it was largely without tubules. Substantial non-mineralised spaces found at the cement-dentine junction in the root apical regions in m2 represent inclusions of the Hertwig\'s Epithelial Root Sheath (HERS) or the Epithelial Rests of Malassez (ERM) between the two tissues, a phenomenon which has previously only been identified in Muridae. The anatomical changes which result in the formation of the incremental lines (annulations) in dental tissues of reindeer, identified here for the first time at the micrometre level, are likely to be common across most if not all long-lived species of mammals living in seasonal environments.
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  • 文章类型: English Abstract
    OBJECTIVE: To study the sternum ossification processes that take place over time as well as the possibilities of sternum X-rays application to evaluate the age on the modern Russian population in forensic terms.
    METHODS: Sternum X-rays with fragments of ribs\' chondral parts were obtained from 369 male and female corpses aged 12-96 years without pathological and traumatic changes. The X-rays were done in frontal projection. The set of examined parameters included: complete and partial synostosis of manubrium and body, induration along the synostosis (or on the articulated edges of manubrium and body), complete and partial synostosis of body segments, traces of body segments union, complete and partial synostosis of body and xiphoid process, induration along the synostosis (or on the articulated edges of manubrium and body), form of costal notches, induration of articular edges of body, presence of calcification foci in sternal edge of II-VII ribs\' cartilages, depth of sternum notches, overgrowths on articular edges of body, presence of union between body\'s costal notches and calcification centers of ribs\' cartilages. Mean values, standard deviation and correlation coefficient were determined.
    RESULTS: The maximal correlation with age was found in such parameters such: overgrowths on articular edges of body (r=0.6), presence of calcification foci in sternal edge of II-VII ribs (r=0.6), induration of body\'s articular edges (r=0.5), presence of union between costal notches and calcification centers of ribs cartilages (r=0.5), synostosis of body and xiphoid process (r=0.4).
    CONCLUSIONS: A subsequent construction of linear model for age diagnosis has its details when comparing the predicted age with the real.
    UNASSIGNED: Изучение процессов оссификации грудины, протекающих с течением времени, а также возможности использования рентгенографических изображений грудины для оценки возраста на современной российской популяции в судебно-медицинском отношении.
    UNASSIGNED: Рентгенографические снимки грудины с фрагментами хрящевых частей ребер были получены от 369 трупов лиц мужского и женского пола в возрасте 12—96 лет без патологических и травматических изменений. Рентгенографическое исследование проводили в прямой проекции. Набор исследуемых параметров включал: полный и частичный синостоз рукоятки и тела, уплотнение по ходу синостоза (или на сочленяющихся краях рукоятки и тела), полный и частичный синостоз сегментов тела, следы сращения сегментов тела, полный и частичный синостоз тела и мечевидного отростка, уплотнение по ходу синостоза (или на сочленяющихся краях рукоятки и тела), форму реберных вырезок, уплотнение суставных краев тела, наличие очагов обызвествления в грудинном конце хрящей II—VII ребер, глубину вырезок тела грудины, наросты на суставных краях тела, наличие сращения реберных вырезок тела с ядрами обызвествления хрящей ребер. Были определены средние значения, стандартное отклонение, коэффициент корреляции.
    UNASSIGNED: Максимальная корреляционная связь с возрастом была отмечена в таких параметрах, как наросты на суставных краях тела (r=0,6), наличие очагов обызвествления в грудинном конце II—VII ребер (r=0,6), уплотнение суставных краев тела (r=0,5), наличие сращения реберных вырезок тела с ядрами обызвествления хрящей ребер (r=0,5), синостоз тела и мечевидного отростка (r=0,4).
    UNASSIGNED: Последующее построение линейной модели диагностики возраста имеет свои нюансы при сравнительном анализе прогнозируемого возраста с реальным.
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  • 文章类型: Journal Article
    The assessment of majority age is important for determining legal responsibility. The definition of the 3rd molar maturity index (Im3) have proven to be a simple and effective method of majority age establishment, the accuracy of which has been tested in different populations. There is a clear lack of studies in this scientific area in Russia.
    OBJECTIVE: To test diagnostic accuracy of majority age assessment method by 3rd molar (Cameriere index) in the Ufa sample.
    METHODS: The number of orthopantomograms equal 120 from males and females aged from 14 to 23 years without apparent pathological changes of the pulp of teeth 38 and 48 was examined. The measures were conducted using the standard R. Cameriere method. The method of logistic regression, determination of predictive values of sensitivity and specificity were used.
    RESULTS: The Im3 cut-off point, that was equal 0.08, had a sensitivity of 89% and specificity of 95% in the male sample, accuracy of age group determination was 93%. In the female sample the method sensitivity was 93%, specificity - 97%, accuracy - 97%.
    CONCLUSIONS: The study results confirmed the absence of population variability of the Cameriere index value, that makes it possible to use the majority age determination method by 3rd molar for practical application in the examination of a living person at the territory of the Russian Federation.
    Оценка возраста совершеннолетия имеет важное значение для определения юридической ответственности. Определения индекса зрелости 3-го моляра (Im3) зарекомендовало себя как простой и эффективный метод установления возраста совершеннолетия, точность которого проверена на разных популяциях. В России отмечается явный недостаток исследований в этом научном направлении.
    UNASSIGNED: Проверка диагностической точности метода оценки возраста совершеннолетия по 3-му моляру (индекс Cameriere) на выборке Уфы.
    UNASSIGNED: Были исследованы 120 ортопантомограмм от лиц мужского и женского пола в возрасте от 14 до 23 лет без явных патологических изменений пульпы 38-го и 48-го зубов. Измерения проведены по стандартной методике R. Cameriere. Использован метод логистической регрессии, определение прогностических значений чувствительности и специфичности.
    UNASSIGNED: Точка отсечения Im3 равна 0,08, имела чувствительность 89% и специфичность 95% в мужской выборке, точность определения возрастной группы составила 93%. В женской выборке чувствительность метода составила 93%, специфичность — 97%, точность — 97%.
    UNASSIGNED: Результаты исследования подтвердили отсутствие популяционной изменчивости значения индекса Cameriere, что дает возможность использовать метод определения возраста совершеннолетия по 3-му моляру для практического использования при экспертизе живого лица на территории Российской Федерации.
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  • 文章类型: Journal Article
    年龄估计在法律和人道主义背景下至关重要。法医专业人员可以使用各种程序来估计年龄,包括牙科分析,骨密度测试,身体特征的评估,包括面部骨结构和发育,和基于图像的方法。虽然图像通常是唯一可用的材料,照相材料的视觉观察是一种不精确的年龄估计方法,这可能会损害司法决策。分析了巴西联邦警察数据库中的4000张照片,代表四个年龄组(6、10、14和18岁),该研究通过标记28个摄影测量点进行自动分析。数据用于使用面部几何形态计量学方法按年龄和性别建立面部图案。通过多项式Logistic回归模型评估绩效,评估准确性,灵敏度,和跨分类年龄组的特异性。使用R软件进行分析,具有5%的显著性水平。研究发现,面部几何形态计量学在年龄辨别方面取得了69.3%的总体准确率,男性(74.7%)的准确度高于女性(65.8%)(p<0.001)。该方法在预测6岁儿童的年龄方面具有87.3%的敏感性和95.6%的特异性,但在14岁时表现较低。它在区分年龄差距较大的年龄组方面显示出更高的准确性,在某些群体之间实现高达99.5%的准确度,并且在区分女性6岁和10岁以及男性10岁、14岁和18岁方面特别有效。面部几何形态计量学成为法医环境中儿童和青少年年龄估计的一种有前途的方法。
    Age estimation is crucial in legal and humanitarian contexts. Forensic professionals may use various procedures to estimate age, including dental analysis, bone density tests, evaluation of physical characteristics including facial bone structure and development, and image-based methods. Although images are often the only material available, visual observation of photographic material is an imprecise method in age estimation, which can compromise judicial decision-making. Analyzing 4000 photographs from the Brazilian Federal Police database, representing four age groups (6, 10, 14, and 18 years), the study employed automated analysis by marking 28 photogrammetric points. Data were used to establish facial patterns by age and sex using the facial geometric morphometrics method. Performance was assessed through a Multinomial Logistic Regression model, evaluating accuracy, sensitivity, and specificity across the categorical age groups. Analyses were conducted using R software, with a 5 % significance level. The study found that facial geometric morphometrics achieved an overall accuracy of 69.3 % in age discrimination, with higher accuracy in males (74.7 %) compared to females (65.8 %) (p < 0.001). The method excelled at predicting the age of 6-year-olds with 87.3 % sensitivity and 95.6 % specificity but had lower performance at 14 years. It showed greater accuracy in distinguishing age groups with larger age gaps, achieving up to 99.5 % accuracy between certain groups, and was particularly effective in differentiating ages of 6 and 10 years in females and 10, 14, and 18 years in males. The facial geometric morphometrics emerges as a promising approach for age estimation among children and adolescents in forensic settings.
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  • 文章类型: Journal Article
    Identification of a person by general group characteristics does not lose its relevance over a long period. An analysis of publications (2000-2023) devoted to the possibilities of using the sternum to determine gender and age showed a fairly large amount of work on this topic, with very promising results. The trend in the development of this area is the use of modern methods of medical imaging. This becomes the starting point for conducting such studies on the territory of the Russian Federation and developing a methodology that includes the Russian population, taking into account their population characteristics.
    Отождествление личности по общегрупповым признакам не теряет актуальности на протяжении длительного периода. Анализ публикаций (2000—2023), посвященных возможностям использования грудины для установления пола и возраста, показал достаточно большой объем наработок по данной тематике с перспективными итогами. Тренд развития этого направления — использование современных методов медицинской визуализации — становится отправной точкой для проведения подобных исследований на территории Российской Федерации с целью разработки методики опознания неустановленного лица с учетом популяционных особенностей российского населения.
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  • 文章类型: Journal Article
    镭三重态226Ra的浓度增加,228Ra和224Ra是例如在地热装置中使用的高盐水缺氧深水的经常观察到的性质。在本研究中,我们开发了一个模型来解释盐水中观察到的活性水平。该模型考虑了含水层岩石-流体界面的过程,如α反冲,吸附和表面沉淀,并通过蒙特卡罗模拟实现。模拟结果表明,储层岩石的细粒成分具有主导作用,例如,具有增强的自然腐烂链的特定活动的粘土石。这种材料的质量分数在几个百分比的量级足以导致镭流体浓度>1Bql-1。还发现了含水层岩石中的Th/U比与流体中的228Ra/226Ra活度比之间的普遍有效关系。这种联系改善了镭流体数据与地壳平均Th/U比之间的一致性。224Ra/228Ra流体比率反映了从最后一次镭释放的位置到采样点的传输时间。模型结果已应用于北德盆地地热工厂中使用的经过充分调查的含水层。建立了含水层岩石的八组分系统,作为模拟深层流体中镭浓度的基础。模拟和流体分析之间的比较显示,镭的吸附程度约为50%,这是使模型的结果与测量结果匹配所必需的。另一方面,模拟结果很好地再现了盐水的228Ra/226Ra流体比,表明该模型即使在复杂非均质储层中也具有适用性。根据224Ra/228Ra流体比,建议从孔隙到裂缝引导传输的过渡距离生产井<10m。在热力学条件改变后发生的这种深层流体中的沉淀物能够在Ba/Sr-硫酸盐相中积聚镭同位素。226Ra之间的放射性不平衡的时间依赖性,228Ra及其子228Th在这种尺度上由数学模型描述,并应用于两种不同的摄取模型。基于这种方法,对地热工厂不同组件中发现的沉淀物进行了年龄测定。它们揭示了由于植物中的修饰而引起的水垢形成的触发。结果适合得出有关系统运行的结论,这导致规模的减少和停机时间的减少。
    The occurrence of enhanced concentration of the radium triplet 226Ra, 228Ra and 224Ra is a frequently observed property of highly saline anoxic deep water as used e.g. in geothermal plants. In the present study we develop a model to explain the observed activity levels in the brines. The model considers processes at the rock-fluid interface of the aquifer like alpha recoil, sorption and surface precipitation and is implemented by means of a Monte Carlo simulation. The outcomes of the simulations indicate the dominating role of fine-grained constituents of the reservoir rock, e.g. claystone with enhanced specific activities of the natural decay chains. Mass fractions of such material in the order of a few percent are sufficient to result in radium fluid concentrations >1 Bq l-1. Also a generally valid relation between the Th/U ratio in the aquifer rock and the 228Ra/226Ra activity ratio in the fluid was found. This link improves the agreement between radium fluid data and the mean Th/U ratio of the Earth\'s crust. The 224Ra/228Ra fluid ratios reflect the transport time from the location of last radium release to the sampling point. The model findings were applied to a well investigated aquifer used in a geothermal plant in the North German Basin. An eight component system of the aquifer rock was established as the basis for the simulation of the radium concentrations in the deep fluid. The comparison between simulation and fluid analyses revealed a degree of radium sorption of about 50 %, which is necessary to match the model\'s results with the measurements. On the other hand, the 228Ra/226Ra fluid ratio of the brine was well reproduced by the simulation, showing the suitability of the model even in complex heterogeneous reservoirs. From the 224Ra/228Ra fluid ratios a transition from pore-to fracture-guided transport < 10 m distance from the production well is suggested. Precipitates from such deep fluids occurring after changes of the thermodynamic conditions are able to accumulate radium isotopes in Ba/Sr-sulphate phases. The time dependence of the radioactive disequilibrium between 226Ra, 228Ra and its child 228Th in such scales is described by a mathematical model and is applied to two different uptake models. Based on this approach, age determinations on precipitates found in different components of a geothermal plant are conducted. They reveal the triggering of scale formation due to modifications in the plant. The results are suitable for drawing conclusions about the operation of the system, which result in a reduction in the amount of scale and a reduction in downtimes.
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    文章类型: Journal Article
    体育活动的年龄估计,法定年龄的确定和移民目的往往是必不可少的,这使得需要科学证明的年龄估计方法的医疗实践的一个重要方面。法医牙本质学是法医实践的重要方面,可能是年龄估计的名副其实的工具。
    这项研究的目的是评估正像图(OPG)在选定的尼日利亚人年龄估计中的有用性。
    根据Olze等人(2010)描述的方法,对202个OPG进行了回顾性评估,以回顾第三磨牙牙周膜的可见性,并完成了牙根形成。然后通过从以年份记录的出生日期中扣除暴露日期来计算个人年龄。计算每组的平均年龄和标准偏差。
    评估在OPGs上看到的牙周膜的射线照相可见性的每个阶段的最小和最大年龄,表明该阶段增加的年龄逐渐增加,除了少数例外。牙周膜的射线照相可见性比较显示,与女性相比,男性倾向于达到早期牙周可见性阶段,但在后期观察到相反的情况。在第1至第3阶段中发现的任何人都可能达到17岁,因为在这些阶段中发现的最低年龄超过17岁。
    除了少数例外,在OPG上评估牙周膜的可见性可以充分预测个体的年龄。因此,在法医年龄估计的情况下,这种方法的使用可能需要与其他方法相结合,以准确确定牙齿年龄。
    UNASSIGNED: Age estimation for sporting activities, legal age determination and migration purpose is oftentimes essential, which makes the need for a scientifically proven method of age estimation an important aspect of medical practice. Forensic odontology is an essential aspect of forensic practice and may be a veritable tool in age estimation.
    UNASSIGNED: The objective of this study was to evaluate the usefulness of orthopantomograms (OPG) in age estimation among selected Nigerians.
    UNASSIGNED: A retrospective assessment of 202 OPGs was done to review the visibility of the periodontal ligament of third molars with completed root formation according to the methods described by Olze et al (2010). Individual ages were then calculated by deducting date of exposure from the date of birth recorded in years. Mean age with standard deviation were calculated for each group.
    UNASSIGNED: Assessing the minimum and maximum age at which each of the stages of the radiographic visibility of the periodontal ligament as seen on the OPGs revealed that there was a gradual increase in the age at which the stage increment occurred, with a few exceptions. Comparison of the radiographic visibility of the periodontal ligament revealed that males tend to achieve early periodontal visibility stages compared to females, but the reverse was observed in later stages. Age 17 is more than likely attained in any person found within stages 1 to 3 as the minimum age found in these stages were above 17 years.
    UNASSIGNED: With a few exceptions, the assessment of periodontal ligament visibility on OPGs can adequately predict the age of individuals. Thus, the use of this method may need to be combined with other methods in accurate determination of dental age in instances of forensic age estimation.
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  • 文章类型: Journal Article
    目标:年龄估计在个人身份识别中起着至关重要的作用,特别是在确定青少年同意年龄时。同意年龄是指个人在法律上被认为能够为性活动提供知情同意的最低年龄。这项研究的目的是通过使用牙齿发育与机器学习相结合来确定青少年是否满足14或18岁。
    方法:这项研究结合了牙科评估和机器学习技术,以预测青少年是否已达到14或18岁的同意年龄。如第三磨牙的分期等因素,第三摩尔指数,并评价第二磨牙牙周膜的可见性。
    结果:性能指标的差异表明,机器学习获得的后验概率在14岁时超过93%,在18岁时略低。
    结论:这项研究为青少年个人鉴定法医鉴定提供了有价值的见解,强调通过将传统方法与机器学习相结合来提高该人群年龄确定准确性的潜力。它强调了保护和尊重所有有关个人尊严的重要性。
    OBJECTIVE: Age estimation plays a critical role in personal identification, especially when determining compliance with the age of consent for adolescents. The age of consent refers to the minimum age at which an individual is legally considered capable of providing informed consent for sexual activities. The purpose of this study is to determine whether adolescents meet the age of 14 or 18 by using dental development combined with machine learning.
    METHODS: This study combines dental assessment and machine learning techniques to predict whether adolescents have reached the consent age of 14 or 18. Factors such as the staging of the third molar, the third molar index, and the visibility of the periodontal ligament of the second molar are evaluated.
    RESULTS: Differences in performance metrics indicate that the posterior probabilities achieved by machine learning exceed 93% for the age of 14 and slightly lower for the age of 18.
    CONCLUSIONS: This study provides valuable insights for forensic identification for adolescents in personal identification, emphasizing the potential to improve the accuracy of age determination within this population by combining traditional methods with machine learning. It underscores the importance of protecting and respecting the dignity of all individuals involved.
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  • 文章类型: Journal Article
    进行这项回顾性研究是为了评估儿童牙齿年龄估计的不同方法,并检查使用锥形束计算机断层扫描(CBCT)数据进行年龄估计的可行性。共从100名9至16岁的儿童中获取了200份射线照相记录(包括数字全景射线照相和CBCT),都是在相同的日期拍摄的。射线照相数据是从存档记录中获取的,包括全景射线照相和属于同一个人的CBCT数据。当全景射线照相数据不足时,使用CBCT。使用MIMICS软件从CBCT数据计算下颌骨中左第一磨牙的牙髓体积和牙髓/牙齿体积比。此外,年龄是通过Demirjian和Willems方法从全景射线照相图像获得的数据中估算的。必要时进行统计分析和线性回归分析。Demirjian法的均数差异与实际年龄有统计学意义,以及Willims方法和实际年龄之间(p<0.001)。在从牙髓体积(R2=0.098)和牙髓/牙齿体积比(R2=0.395)数据创建的线性回归模型中,对于估计的牙齿年龄分析(p<0.001)实现统计学上的显著性,并且观察到与实际年龄的负相关。当将CBCT数据的估计牙齿年龄与实际年龄进行比较时,与仅使用牙髓体积数据相比,牙髓/牙齿体积比方法得出的结果更接近实际年龄。当同时考虑全景射线照相年龄估计方法和使用CBCT数据的年龄估计方法时,我们发现用Willems方法获得的结果,全景射线照相年龄估计技术,提供了与实际年龄最接近的结果。关于使用牙髓和牙齿体积作为替代方法进行年龄估计的可行性,应该对文献做出更多贡献。
    This retrospective study was conducted to evaluate different methods for dental age estimation in children and to examine the feasibility of using cone beam computed tomography (CBCT) data for age estimation. A total of 200 radiographic records (both digital panoramic radiographs and CBCTs) were acquired from 100 children aged 9 to 16 years, all taken on the same dates. Radiographic data was acquired from archived records and included both panoramic radiography and CBCT data belonging to the same individual. CBCT was used when panoramic radiographic data was insufficient. The pulp volume and pulp/tooth volume ratio of the left first molar teeth in the mandible were calculated from the CBCT data using MIMICS software. In addition, age was estimated by the Demirjian and Willems methods from data obtained from panoramic radiography images. Statistical analyses and linear regression analysis were performed as necessary. There was a statistically significant difference between the mean difference between the Demirjian method and chronological age, and between the Willems method and chronological age (p < 0.001). Statistically significance was achieved in a linear regression model created from pulp volume (R2 = 0.098) and pulp/tooth volume ratio (R2 = 0.395) data for the estimated dental age analysis (p < 0.001) and a negative correlation was observed with chronological age. When compared estimated dental age from CBCT data with chronological age, the pulp/tooth volume ratio method yielded results closer to chronological age than using only pulp volume data. When considering both panoramic radiographic age estimation methods and age estimation methods using CBCT data, we found that the results obtained with the Willems method, a panoramic radiographic age estimation technique, provided the closest results to the chronological age. More contributions should be made to the literature regarding the feasibility of age estimation using pulp and tooth volume as an alternative method.
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  • 文章类型: Journal Article
    本系统综述的目的是分析文献,以确定人工智能方法是否有效地确定全景射线照片中的年龄。在PubMed/Medline中进行了无语言和年份限制的搜索,Embase,WebofScience,和Scopus数据库。还进行了手工搜索,并在专门期刊上搜索未发表的手稿。36篇文章被纳入分析。人工方法和人工智能技术在均方根误差和平均绝对误差方面存在显著差异,有利于使用人工智能(p<0.00001)。很少有文章将深度学习方法与机器学习模型或手动模型进行比较。尽管机器学习在数据处理和深度学习在数据收集和分析方面具有优势,无可比性数据是本研究的局限性.需要更多的信息来比较这些技术,特别强调时间作为一个变量。
    The aim of this systematic review is to analyze the literature to determine whether the methods of artificial intelligence are effective in determining age in panoramic radiographs. Searches without language and year limits were conducted in PubMed/Medline, Embase, Web of Science, and Scopus databases. Hand searches were also performed, and unpublished manuscripts were searched in specialized journals. Thirty-six articles were included in the analysis. Significant differences in terms of root mean square error and mean absolute error were found between manual methods and artificial intelligence techniques, favoring the use of artificial intelligence (p < 0.00001). Few articles compared deep learning methods with machine learning models or manual models. Although there are advantages of machine learning in data processing and deep learning in data collection and analysis, non-comparable data was a limitation of this study. More information is needed on the comparison of these techniques, with particular emphasis on time as a variable.
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