Sex Determination by the Machine Learning Algorithms Through Using Morphometric Measurements of the Carpal, Metacarpal, and Phalangeal Bones / Determinación del Sexo Mediante Algoritmos de Aprendizaje Automático Mediante el Uso de Mediciones Morfométricas de los Huesos del Carpo, el Metacarpo y las Falanges

SUMMARY: In the study, it was aimed to predict sex from hand measurements using machine learning algorithms (MLA). Measurements were made on MR images of 60 men and 60 women. Determined parameters; hand length (HL), palm length (PL), hand width (HW), wrist width (EBG), metacarpal I length (MIL), metacarpal I width (MIW), metacarpal II length (MIIL), metacarpal II width (MIIW), metacarpal III length (MIIL), metacarpal III width (MIIIW), metacarpal IV length (MIVL), metacarpal IV width (MIVW), metacarpal V length (MVL), metacarpal V width (MVW), phalanx I length (PILL), measured as phalanx II length (PIIL), phalanx III length (PIIL), phalanx IV length (PIVL), phalanx V length (PVL). In addition, the hand index (HI) was calculated. Logistic Regression (LR), Random Forest (RF), Linear Discriminant Analysis (LDA), K-nearest neighbour (KNN) and Naive Bayes (NB) were used as MLAs. In the study, the KNN algorithm's Accuracy, SEN, F1 and Specificity ratios were determined as 88 %. In this study using MLA, it is understood that the highest accuracy belongs to the KNN algorithm. Except for the hand's MIIW, MIIIW, MIVW, MVW, HI variables, other variables were statistically significant in terms of sex difference.

En el estudio, el objetivo era predecir el sexo a partir de mediciones manuales utilizando algoritmos de aprendizaje automático (MLA). Las mediciones se realizaron en imágenes de RM de 60 hombres y 60 mujeres. Parámetros determinados; longitud de la mano (HL), longitud de la palma (PL), ancho de la mano (HW), ancho de la muñeca (EBG), longitud del metacarpiano I (MIL), ancho del metacarpiano I (MIW), longitud del metacarpiano II (MIIL), ancho del metacarpiano II (MIIW), longitud del metacarpiano III (MIIL), ancho del metacarpiano III (MIIIW), longitud del metacarpiano IV (MIVL), ancho del metacarpiano IV (MIVW), longitud del metacarpiano V (MVL), ancho del metacarpiano V (MVW), longitud de la falange I (PILL), medido como longitud de la falange II (PIIL), longitud de la falange III (PIIL), longitud de la falange IV (PIVL), longitud de la falange V (PVL). Además, se calculó el índice de la mano (HI). Regresión logística (LR), Random Forest (RF), Análisis discriminante lineal (LDA), K-vecino más cercano (KNN) y Naive Bayes (NB) se utilizaron como MLA. En el estudio, las proporciones de precisión, SEN, F1 y especificidad del algoritmo KNN se determinaron en un 88 %. En este estudio que utiliza MLA, se entiende que la mayor precisión pertenece al algoritmo KNN. Excepto por las variables MIIW, MIIIW, MIVW, MVW, HI de la mano, otras variables fueron estadísticamente significativas en términos de diferencia de sexo.

Computed tomography medical image analysis of basketball players' bone geometry / Análise de imagens médicas por tomografia computadorizada da geometria óssea de jogadores de basquete / Análisis de imágenes médicas por tomografía computarizada de la geometría ósea de jugadores de baloncesto

ABSTRACT Introduction: Basketball sports will effect on the morphology and structure of the hand bones and joints. Objective: The article selected nine professional basketball players (basketball group) and 11 non-basketball players (control group) in the provincial youth team. A 64-row spiral computed tomography scan was used to scan the wrist and three-dimensional reconstruction. The volume of each carpal bone and the computed tomography value (bone density) were measured. Methods: To explore the influence of basketball sports on the hand bones and joints' morphological structure, the paper analyzes the structural characteristics of the computed tomography images of young male basketball players' wrist bones. Results: Compared with the carpal bones in the control group, the volume of the right navicular bone and the small polygonal bone, the left-hand navicular bone, the large triangular bone, and the small polygonal bone in the basketball group increased significantly (P<0.05). Conclusions: Basketball can increase the volume of the part of the wrist bones of adolescent male athletes and reduce the bone density; the morphological structure of the non-smashing wrist bones of basketball players has similar changes to that of the spikers. Level of evidence II; Therapeutic studies - investigation of treatment results.

RESUMO Introdução: O basquetebol afetará a morfologia e a estrutura dos ossos e articulações da mão. Objetivo: o artigo selecionou nove jogadores profissionais de basquete (grupo de basquete) e 11 não jogadores de basquete (grupo de controle) da equipe juvenil da província. Uma tomografia computadorizada espiral de 64 linhas foi usada para digitalizar o punho e a reconstrução tridimensional. O volume de cada osso do carpo e o valor da tomografia computadorizada (densidade óssea) foram medidos. Métodos: Para explorar a influência dos esportes de basquete sobre os ossos da mão e a estrutura morfológica das articulações, o artigo analisa as características estruturais das imagens de tomografia computadorizada de ossos do punho de jovens jogadores de basquete do sexo masculino. Resultados: Em comparação com os ossos do carpo no grupo de controle, o volume do osso navicular direito e o osso poligonal pequeno, o osso navicular esquerdo, o osso triangular grande e o osso poligonal pequeno no grupo de basquete aumentaram significativamente (P <0,05). Conclusões: O basquete pode aumentar o volume dos ossos do punho de atletas adolescentes do sexo masculino e reduzir a densidade óssea; a estrutura morfológica dos ossos do pulso que não se quebram em jogadores de basquete tem mudanças semelhantes às dos espigões. Nível de evidência II; Estudos terapêuticos- investigação dos resultados do tratamento.

RESUMEN Introducción: el baloncesto afectará la morfología y la estructura de los huesos y articulaciones de la mano. Objetivo: El artículo seleccionó nueve jugadores de baloncesto profesionales (grupo de baloncesto) y 11 jugadores no baloncesto (grupo de control) en el equipo juvenil provincial. Se utilizó una tomografía computarizada en espiral de 64 filas para escanear la muñeca y la reconstrucción tridimensional. Se midieron el volumen de cada hueso del carpo y el valor de la tomografía computarizada (densidad ósea). Métodos: Para explorar la influencia de los deportes de baloncesto en la estructura morfológica de los huesos de la mano y las articulaciones, el artículo analiza las características estructurales de las imágenes de tomografía computarizada de los huesos de la muñeca de los jóvenes jugadores de baloncesto. Resultados: En comparación con los huesos del carpo en el grupo de control, el volumen del hueso navicular derecho y el hueso poligonal pequeño, el hueso navicular izquierdo, el hueso triangular grande y el hueso poligonal pequeño en el grupo de baloncesto aumentaron significativamente (P <0,05). Conclusiones: El baloncesto puede aumentar el volumen de los huesos de la muñeca de los deportistas varones adolescentes y reducir la densidad ósea; la estructura morfológica de los huesos de las muñecas que no se rompen de los jugadores de baloncesto tiene cambios similares a los de los atacantes. Nivel de evidencia II; Estudios terapéuticos- investigación de los resultados del tratamiento.

Four-Dimensional Real-Time Cine Images of Wrist Joint Kinematics Using Dual Source CT with Minimal Time Increment Scanning

PURPOSE: To validate the feasibility of real time kinematography with four-dimensional (4D) dynamic functional wrist joint imaging using dual source CT. MATERIALS AND METHODS: Two healthy volunteers performed radioulnar deviation and pronation-supination wrist motions for 10 s and 4 s per cycle in a dual source CT scanner. Scan and reconstruction protocols were set to optimize temporal resolution. Cine images of the reconstructed carpal bone of the moving wrist were recorded. The quality of the images and radiation dosage were evaluated. RESULTS: The 4D cine images obtained during 4 s and 10 s of radioulnar motion showed a smooth stream of movement with good quality and little noise or artifact. Images from the pronation-supination motion showed noise with a masked surface contour. The temporal resolution was optimized at 0.28 s. CONCLUSION: Using dual source CT, 4D cine images of in vivo kinematics of wrist joint movement were obtained and found to have a shorter scan time, improved temporal resolution and lower radiation dosages compared with those previously reported.

Evaluation of skeletal maturation by comparing the hand wrist radiograph and cervical vertebrae as seen in lateral cephalogram.

Background and Objectives: Aim of this study was to determine the validity of cervical vertebrae radiographic assessment to predict skeletal maturation. Materials and Methods: Left-hand wrist and lateral cephalometric radiographs of 100 Bangalore children aged 8-18 years, divided into 10 groups of 10 subjects each with equal distribution of males and females, were measured. On left-hand wrist radiograph, the classification of Fishman was used to assess skeletal maturation. Cervical vertebrae maturation was evaluated with lateral cephalometric radiograph, using the stages developed by Hassel and Farman. The changes in hand wrist and cervical vertebrae were correlated. Results: Significant association was observed between skeletal maturation indicator stages and cervical vertebrae maturation indicator stages. Correlation coefficient was found to be significant (P<0.0001). Conclusion: The results of the study indicated that the cervical vertebrae maturation and hand wrist skeletal maturation was significantly related.

Development and prospect on skeletal age evaluation methods of X-ray film / 法医学杂志

The traditional methods of skeletal age estimation mainly include Numeration, Atlas, and Counting scores. In recent years, other new methods were proposed by several scholars. Utilizing image logical characteristics of X-ray film to extrapolate skeletal age is a key means by present forensic medicine workers in evaluating skeletal age. However, there exist some variations when we present the conclusion of skeletal age as an "evidence" directly to the Justice Trial Authority. In order to enhance the accuracy of skeletal age determination, further investigation for appropriate methodology should be undertaken. After a collective study of pertinent domestic and international literatures, we present this review of the research and advancement on skeletal age evaluation methods of X-ray film.

Accuracy of age estimation in 14-year-old females by two skeletal age standards / 法医学杂志

OBJECTIVE@#To study the accurate of Li Guozhen's Percent Numeration and the Development Standard of Chinese Wrist Bone CHN Numeration of age estimation in 14-year-old females.@*METHODS@#Fifty-one 14-year-old females from three middle schools in Loudi City in Hunan were selected randomly, whose left wrists were photographed with X-rays under the same condition. Skeletal age was estimated following the two numerations. The two skeletal ages were compared with each other and with chronological age.@*RESULTS@#The skeletal age from Percent Numeration and CHN Numeration have no significance difference, P > 0.05. And the skeletal ages of the two Numerations have no significance difference either, P > 0.05.@*CONCLUSION@#The Percent Numeration and the CHN Numeration are still suited for age estimation in 14-year-old females.

Applicability of Demirjian's method of age assessment in children of Davangere.

The assessment of age is an important facet in providing information in demographic studies and is of clinical use to diagnose and plan the treatment. The objective of this study was to determine whether the standards of dental maturation given by Demirjian et al are applicable to Davangere children and to assess the relationship between the obtained dental age and skeletal age. The study group comprised of 151 healthy children of 6-15 years age. It was found that Davangere children were dentally more advanced. Demirjians method gave an over estimation of 1.20 +/- 1.02 years and 0.90 +/- 0.87 years in males and females respectively. The obtained dental age was found to be different from the skeletal age. It may be concluded that Demirjians method of dental maturation is not applicable to the children of Davangere.

Age estimation by skeletal maturation of the bones of the wrist and hand in the Egyptian boys and girls

The hand with its numerous secondary centers in phalanges and metacarpals and the wrist with its tightly packed primary centers are useful for the purpose of recording progress of skeletal maturation and in identification. This study aimed to establish both a chronological sequence of postnatal skeletal maturation in the Egyptian children and the intersexual differences. In this study, 156 radiographic plates of the hand and wrist in posteroanterior projection of the Egyptian children between 1-13 years of age. All cases were free from any pathological conditions that could alter the normal skeletal development. The ossification centers studied in each case, corresponded to the distal epiphysis of ulna and radius, the campus, the metacarpals and the phalanges. It was found that there was a significant differences in mean [Ba] between girls and boys at 9 and 11 years where girls showed significantly higher mean [Ba] than boys. The difference between [Ba] and [Ca] was a negative value in more males than females. A detailed and ordered study of ossification center of each bone of the hand and wrist was made and the intersexual differences were demonstrated. The [Ba] and [Ca] was related statistically and the results was represented graphically. A high statistical correlation between the two variables was found. Standards representing the length of metacarpal bones and phalanges were obtained. Girls have significantly longer second metacarpal bone than boys in all age groups except at 1 and 9 years of age. Males have significally higher mean total diameter of second metacarpal than females in all age groups from 1 to 10 years except at the age of 5 years

Roentgenographic assessment of skeletal ages of Asian junior youth football players.

Skeletal age of 50 football players participating in the Asian Junior Youth Tournament was assessed in an attempt to verify their stated chronological age to have a fair competition. Roentgenograms of hand and wrist (Greulich - Pyle standards), ilium and ischium were used for evaluation. More than half of the players had a bone age over the 16 year age limit of the Tournament and 30 percent of them had reached the maximum skeletal maturity of 19 years of age or over. Skeletal age is a reliable and dependable guide for assessing the physical maturity in this age group provided that proper local or international standards are set up.