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Problem-based learning using online platforms: An interactive alternative to mandatory e-learning during the COVID-19 pandemic 使用在线平台进行基于问题的学习:新冠肺炎大流行期间强制性电子学习的交互式替代方案
IF 0.4 4区 医学 Q4 ANATOMY & MORPHOLOGY Pub Date : 2022-07-01 DOI: 10.4103/jasi.jasi_13_22
M. Chimmalgi, S. Rajesh, K. Anil Kumar, U. Asha, J. Jose, Komalavallyamma Chandrakumari
Introduction: Problem-based learning (PBL) helps in contextual and experiential learning. PBL using online platforms (PBL-op) was introduced to counter the declining interest in the mandatory e-learning during the COVID-19 pandemic. The purpose of this study was to determine the effect of PBL-op on learning outcome; student perception of PBL-op; effect of communication and motivation on learning outcome; and performance in PBL-op. Material and Methods: Study participants were introduced PBL-op and the control group to PBL in classroom setting. Five-way assessment was done: learning outcome by pre-and postintervention tests; performance by project reports and presentations; communication skills; motivation; and student satisfaction through an anonymous survey. Data were analyzed using descriptive statistics, paired or independent t-tests to compare paired variables, Spearman's correlation to establish association, and theme-based analysis for qualitative inputs. Results: Students showed better learning outcome with PBL op than with e learning (t = 11.199; P < 0.001*), traditional teaching (t = 12.193; P < 0.001*) and PBL in classroom setting (t = −15.493; P < 0.001*; d = 1.83). Women outperformed men with PBL-op (t = −2.74; P = 0.0034*; d = 0.48). Performance in PBL was better when conducted using online platforms than in classroom setting (t = 8.5471; P < 0.001*; d = 1.01). However, learning outcome and performance in PBL-op did not show a significant association with motivation or communication skills. Students favored PBL-op as it offered them an opportunity for active participation. Discussion and Conclusion: PBL-op offers all the advantages of PBL and allows productive teamwork using familiar online platforms and freedom from restrictive class timings. It is, therefore, suggested that PBL-op may be used as a feasible and effective alternative to PBL even after the pandemic.
基于问题的学习(PBL)有助于情境学习和体验学习。引入使用在线平台的PBL (PBL-op)是为了应对COVID-19大流行期间对强制性电子学习的兴趣下降。本研究的目的是确定PBL-op对学习结果的影响;学生对PBL-op的认知;交流与动机对学习效果的影响在PBL-op中的表现。材料与方法:将PBL-op和对照组分别引入PBL课堂。五方面评估:通过干预前和干预后测试学习效果;项目报告和演示的表现;沟通技巧;动机;以及学生满意度的匿名调查。数据分析采用描述性统计、配对或独立t检验来比较配对变量、Spearman相关来建立关联、基于主题的分析来进行定性输入。结果:PBL学习效果优于e学习(t = 11.199;P < 0.001*),传统教学(t = 12.193;P < 0.001*)和PBL (t = - 15.493;P < 0.001*;D = 1.83)。女性的PBL-op优于男性(t =−2.74;P = 0.0034*;D = 0.48)。在网络平台上进行PBL的表现优于在课堂上进行PBL (t = 8.5471;P < 0.001*;D = 1.01)。然而,PBL-op的学习结果和表现与动机或沟通技巧没有显着关联。学生喜欢公共关系学,因为它为他们提供了一个积极参与的机会。讨论与结论:PBL-op提供了PBL的所有优点,允许使用熟悉的在线平台进行高效的团队合作,并且不受课堂时间的限制。因此,建议即使在大流行之后,PBL-op也可作为PBL的可行和有效替代方案。
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引用次数: 1
Relationship between digit ratio of 2D:4D and The physical health among college students of han ethnicity in Southern Fujian 闽南汉族大学生手指2D:4D比值与身体健康的关系
IF 0.4 4区 医学 Q4 ANATOMY & MORPHOLOGY Pub Date : 2022-07-01 DOI: 10.4103/jasi.jasi_189_21
Tongjun Chen, Jianmei Xiang, Shaokang Teng, Zhongqing Huang, Xiaoliang Li, Liping Huang, Huihua Chen, Baoying Luo
Introduction: Studying the association between finger length ratios of 2D:4D and the physical health among college students of Han ethnicity in Southern Fujian can provide an indirect macrobiology reference index for early predictions of physical health status. Material and Methods: A total of 835 students in Southern Fujian were selected as test subjects through a stratified cluster sampling method. The 2D:4D ratio was recorded using physical measurement methods. The body mass index (BMI), vital capacity, 50-m run, and sit-and-reach test results were collected and analyzed based on the National Student's Health Standards. Results: Among male Han college students in Southern Fujian, the left 2D:4D ratio was negatively correlated with the vital capacity and sit-and-reach test results, while the right 2D:4D ratio was negatively correlated with the vital capacity, 50-m run, and sit-and-reach test results, as well as the comprehensive evaluation result of physical health. Among female Han college students in Southern Fujian, the left 2D:4D ratio was positively correlated with BMI and negatively correlated with the vital capacity, 50-m run, and 800-m run results, as well as the comprehensive evaluation result of physical health. The right 2D:4D ratio was negatively correlated with the vital capacity, 50-m run, 800-m run, and sit-and-reach test results, as well as the comprehensive evaluation results of physical health. The comprehensive evaluation results of physical health were statistically significant differences among low, medium, and high bilateral 2D:4D groups of female students, with poorer results in the high 2D:4D group than that of the medium and low 2D:4D groups. Discussion and Conclusion: The bilateral 2D:4D ratio of female and right 2D:4D ratio of male Han college students in Southern Fujian has a correlation with the comprehensive evaluation of physical health, which can serve as one of the reference indexes for adolescents' early health education, physical health monitoring, dietary intervention, and athlete selection.
前言:研究闽南汉族大学生手指长度2D:4D比值与身体健康的关系,可为早期预测身体健康状况提供间接的宏观生物学参考指标。材料与方法:采用分层整群抽样的方法,选取闽南地区835名学生作为测试对象。采用物理测量方法记录2D:4D比值。身体质量指数(BMI)、肺活量、50米跑和坐伸测试结果根据国家学生健康标准进行收集和分析。结果:闽南汉族男大学生中,左侧2D:4D比值与肺活量、坐伸测试结果呈负相关,右侧2D:4D比值与肺活量、50米跑、坐伸测试结果及身体健康综合评价结果呈负相关。闽南汉族女大学生左2D:4D比值与BMI呈正相关,与肺活量、50米跑、800米跑成绩及体质健康综合评价结果呈负相关。右2D:4D比值与肺活量、50米跑、800米跑、坐伸测试结果及身体健康综合评价结果呈负相关。双侧2D:4D低、中、高组女生身体健康综合评价结果差异有统计学意义,且双侧2D:4D高组差于双侧2D:4D中、低组。讨论与结论:闽南汉族大学生女性双侧2D:4D比值和男性右侧2D:4D比值与体质健康综合评价存在相关性,可作为青少年早期健康教育、体质健康监测、饮食干预、运动员选择等方面的参考指标之一。
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引用次数: 0
Cardiac morphometry in healthy young Indian adult males: An evaluation of chamber thickness and left ventricular cardiac mass 健康印度年轻成年男性的心脏形态测量:心室厚度和左心室质量的评估
IF 0.4 4区 医学 Q4 ANATOMY & MORPHOLOGY Pub Date : 2022-07-01 DOI: 10.4103/jasi.jasi_77_21
R. Aggarwal, R. Gautam, A. Sheik
Introduction: Measurement of cardiac chambers is an important tool in the assessment of cardiac disease. Cardiac imaging can be used for the accurate assessment of these parameters. The primary objective of this study is to estimate various clinically relevant cardiac measurements including the left ventricular (LV) myocardial mass using cardiac magnetic resonance imaging (CMRI). The secondary objective is to correlate these measurements with the patient's body mass index (BMI). Material and Methods: A descriptive cross-sectional observational study was done at a tertiary care hospital. A total of 100 healthy young Indian adult males between 18 and 30 years of age underwent cardiac MRI on a 1.5Tesla Magnetic Resonance Imaging scanner. The thickness of various cardiac chambers and LV cardiac mass was measured. The results were compared with BMI. Results: Mean left atrial wall thickness is 1.6 mm in End -systole (ES)) and 1.5 mm in end diastole (ED). Mean Right atrial thickness is 1.5 mm (ES) and 1.8 mm (ED). Mean left ventricular wall thickness is 17.7 mm in End -systole (ES)) and 10.9 mm in end diastole (ED). Mean Right ventricular thickness is 6.9 mm (ES) and 3.2 mm (ED). Mean interventricular wall thickness is 14/9.7 mm in ES and ED, respectively. LV cardiac mass is 119.97 g. There is weak-to-moderate association between cardiac chambers and BMI. Discussion and Conclusion: Assessment of cardiac chamber thickness and LV cardiac mass in healthy adults can be made using CMRI. These values can be used as baseline to compare with measurements in various diseases of the heart.
引言:心腔测量是评估心脏病的重要工具。心脏成像可用于准确评估这些参数。本研究的主要目的是使用心脏磁共振成像(CMRI)来估计各种临床相关的心脏测量,包括左心室(LV)心肌质量。次要目标是将这些测量值与患者的体重指数(BMI)相关联。材料和方法:在一家三级护理医院进行描述性横断面观察性研究。共有100名18至30岁的健康年轻印度成年男性在1.5Tesla磁共振成像扫描仪上接受了心脏MRI检查。测量各种心腔的厚度和左心室的心脏质量。将结果与BMI进行比较。结果:收缩末期(ES)和舒张末期(ED)左心房壁平均厚度分别为1.6mm和1.5mm。右心房平均厚度为1.5 mm(ES)和1.8 mm(ED)。收缩末期(ES)和舒张末期(ED)的平均左心室壁厚度分别为17.7mm和10.9mm。右心室平均厚度分别为6.9 mm(ES)和3.2 mm(ED)。ES和ED的平均室间壁厚度分别为14/9.7mm。左心室心脏质量为119.97g。心腔与BMI之间存在弱至中度关联。讨论和结论:CMRI可以评估健康成年人的心腔厚度和左心室心脏质量。这些值可以用作基线,以与各种心脏疾病的测量值进行比较。
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引用次数: 0
Age- and gender-based morphometric variation of macula in indian population using optical coherence tomography 使用光学相干断层扫描的印度人群中基于年龄和性别的黄斑形态变化
IF 0.4 4区 医学 Q4 ANATOMY & MORPHOLOGY Pub Date : 2022-07-01 DOI: 10.4103/jasi.jasi_205_21
Pareesa Rabbani, Shalini Kumar, T. Khan, S. Razdan
Introduction: Histological morphometric analysis of retinal layers has inherent limitations while processing the specimen. A new in vivo technique, optical coherence tomography (OCT), has been developed that can be used to analyze and differentiate normal and pathological retina. To do a morphometric analysis of normal macula in the adult population of India and study its variations on the grounds of sex and age. Material and Methods: One hundred (200 Eyes) healthy adult subjects (18–65 years) underwent macular cube scanning using Zeiss spectral-domain OCT (SD-OCT). Macular thickness from all nine regions of the Early Treatment Diabetic Retinopathy study map was documented for each subject. Their variations for age and sex were determined manually and automatically. Statistical analysis was done by entering into an MS Excel sheet using IBM SPSS Statistics for Windows,Version 25.0. Armonk, NY: IBM Corp. (2017). The data were also analyzed using an independent t-test and analysis of variance. Results: The mean age of the subjects was 34.2 ± 13 (range, 19–65) years. The mean Central Subfield Thickness (CST) measured automatically (foveal thickness) and manually was 239.52 ± 22.9 μm and 167.75 ± 21.94 μm, respectively, while mean macular thickness was 284.73 ± 15.7 μm and 276.76 ± 14.84 μm. Males were associated with greater foveal, central foveal thickness, and mean macular thickness than females (P < 0.0001). There was no significant correlation of CST, outer and inner ring, and mean macular thickness with increasing age (>30 years). However, with respect to gender in the inner ring (parafoveal region), all the quadrants except the inferior quadrant, CST was significantly (P < 0.0001) higher in males than females while in the outer ring (perifoveal region), it was the temporal quadrant that had statistically significant higher CST in males compared to females. Discussion and Conclusion: The results will add evidence and can serve as a normal database in morphometry of macula in Indians, created and found significantly different in already fed normal comparative data in SD-OCT machines. It will help analyze morphometry of macula and understand macular pathologies in Indian eyes.
在处理标本时,视网膜层的组织学形态计量学分析具有固有的局限性。光学相干断层扫描(OCT)是一种新的体内技术,可用于分析和区分正常和病理视网膜。对印度成年人群的正常黄斑进行形态计量学分析,并研究其在性别和年龄上的差异。材料与方法:采用蔡司光谱域OCT (SD-OCT)对100例(200眼)健康成人(18-65岁)进行黄斑立方扫描。每个受试者的黄斑厚度都记录在糖尿病视网膜病变早期治疗研究图的所有九个区域。他们的年龄和性别变化是手动和自动确定的。统计分析是通过使用IBM SPSS Statistics for Windows,Version 25.0进入MS Excel表格完成的。纽约州阿蒙克:IBM Corp.(2017)。使用独立t检验和方差分析对数据进行分析。结果:患者平均年龄34.2±13岁(范围19 ~ 65岁)。自动和手动测量的平均中央亚场厚度(CST)分别为239.52±22.9 μm和167.75±21.94 μm,平均黄斑厚度分别为284.73±15.7 μm和276.76±14.84 μm。男性比女性有更大的中央凹、中央凹厚度和平均黄斑厚度(P < 0.0001)。CST、外、内环、平均黄斑厚度与年龄的增长无显著相关性(bb0 ~ 30岁)。然而,就性别而言,在内环(中央凹旁区),除下象限外的所有象限,男性的CST均显著高于女性(P < 0.0001),而在外环(中央凹周围区),男性的CST均显著高于女性(P < 0.0001)。讨论与结论:该结果将增加证据,并可作为印度人黄斑形态计量学的标准数据库,创建并发现与SD-OCT机器中已输入的正常比较数据有显著差异。这将有助于分析黄斑的形态和了解黄斑病变在印度眼。
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引用次数: 0
Bilateral tripartite dural septation of the jugular foramen 双侧颈静脉孔三方硬膜间隔术
IF 0.4 4区 医学 Q4 ANATOMY & MORPHOLOGY Pub Date : 2022-07-01 DOI: 10.4103/jasi.jasi_123_19
Joastin Naidoo, C. Rennie, L. Lazarus
We present a case of bilateral tripartite dural septation on the internal aspect of the jugular foramen (JF) in a 71-year-old White South African male. Dura mater at the intracranial aspect of the JF forms the neurovascular compartment, which houses the cranial nerves (viz. glossopharyngeal (9th), vagus (10th), and accessory (11th) cranial nerves), as well as the jugular vein. In the present case, a dural septation was seen between the 9th and 10th cranial nerves and between the 10th and 11th cranial nerves; therefore, the 9th cranial nerve traversed the anterior compartment, the 10th cranial nerve traversed the intermediate compartment, and the 11th cranial nerve traversed the posterior compartment. Clinical implications of this variation of the JF arise due to the occurrence of glomus jugulare tumors, as well as other pathologies such as meningiomas and neuroinomas, and these tumors occur in the region in which the neurovasculature exits the cranium. The tumors then lead to compression of these structures within the foramen. Since two dural septa at the intracranial aperture of the JF are reported bilaterally, the rootlets of the cranial nerves were more tethered within the JF. This has surgical implications as substantial tethering of these rootlets requires additional dissection during surgery, thereby increasing the risk of iatrogenic injury to the cranial nerves. It has also been reported that compartmentalization of the JF accentuates the clinical presentation of the glomus jugulare tumor. Thus, a knowledge of variations within the JF becomes imperative to ENT and neurosurgeons.
我们报告一例71岁的南非白人男性颈静脉孔(JF)内侧双侧三方硬膜间隔。JF颅内侧的硬脑膜形成神经血管室,该室容纳颅神经(即舌咽神经(第9条)、迷走神经(第10条)和副颅神经(第11条))以及颈静脉。在本例中,第9和第10颅神经之间以及第10和第11颅神经之间出现硬膜间隔;因此,第9颅神经穿过前室,第10颅神经穿过中室,第11颅神经穿过后室。JF的这种变化的临床意义是由于颈静脉球瘤以及其他病理如脑膜瘤和神经细胞瘤的发生而产生的,并且这些肿瘤发生在神经血管系统离开颅骨的区域。肿瘤随后导致这些结构在孔内受压。由于双侧JF颅内孔处有两个硬膜间隔,因此颅神经的小根在JF内被更多地束缚。这具有手术意义,因为这些小根的大量束缚需要在手术过程中进行额外的解剖,从而增加了颅神经医源性损伤的风险。也有报道称JF的区室化加重了颈静脉球瘤的临床表现。因此,对耳鼻喉科和神经外科医生来说,了解JF内部的变化是必不可少的。
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引用次数: 0
Dimensional accuracy of medical models of the skull produced by three-dimensional printing technology by advanced morphometric analysis 利用先进的形态计量学分析,三维打印技术制作的颅骨医学模型的尺寸精度
IF 0.4 4区 医学 Q4 ANATOMY & MORPHOLOGY Pub Date : 2022-07-01 DOI: 10.4103/jasi.jasi_202_21
Sharmila Aristotle, S. Patil, Saikarthik Jayakumar
Introduction: Three-dimensional (3D) printing creates a design of an object using software, and the process involves by converting the digital files with a 3D data using the computer-aided design into a physical model. The aim of the study was to investigate the accuracy of human printed 3D skull models from computed tomography (CT) scan data via a desktop 3D printer, which uses fused deposition modeling (FDM) technology. Material and Methods: Human anatomical cadaver skulls were CT scanned in 128-slice CT scanner with a slice thickness of 0.625 mm. The obtained digital imaging and communications in medicine files were converted to 3D standard tessellation language (STL) format by using MIMICS v10.0 software (Materialise, Leuven, Belgium) program. The 3D skull model was printed using a Creatbot DX desktop 3D FDM printer. The skull model was fabricated using polylactic acid filament with the nozzle diameter of 0.4 mm and the resolution of the machine was maintained at 0.05 mm. The accuracy was estimated by comparing the morphometric parameters measured in the 3D-printed skull with that of cadaver skull and with CT images to ensure high accuracy of the printed skull. Fourteen morphometric parameters were measured in base and cranial fossa of the skull based on its surgical importance. Results: Analysis of measurements by inferential statistical analysis of variance for all three groups showed that the 3D skull models were highly accurate. Reliability was established by interobserver correlation for measurements on cadaver skull and the 3D skulls. Dimensional error was calculated, which showed that the errors between three groups were minimal and the skulls were highly reproducible. Discussion and Conclusion: The current research concludes that a 3D desktop printer using FDM technology can be used to obtain accurate and reliable anatomical models with negligible dimensional error.
简介:三维(3D)打印使用软件创建对象的设计,该过程包括使用计算机辅助设计将具有3D数据的数字文件转换为物理模型。该研究的目的是通过使用融合沉积建模(FDM)技术的台式3D打印机,从计算机断层扫描(CT)扫描数据中研究人类打印的3D头骨模型的准确性。材料和方法:在128层厚度为0.625mm的CT扫描仪上对人体解剖尸体颅骨进行CT扫描。使用MIMICS v10.0软件(Materialise,Leuven,Belgium)程序将获得的医学文件中的数字成像和通信转换为3D标准镶嵌语言(STL)格式。3D颅骨模型使用Creatbot DX台式3D FDM打印机打印。颅骨模型使用喷嘴直径为0.4mm的聚乳酸细丝制作,机器的分辨率保持在0.05mm。通过将3D打印颅骨中测量的形态测量参数与尸体颅骨的形态测量数据以及CT图像进行比较来估计精度,以确保打印颅骨的高精度。根据其手术重要性,在颅底和颅窝测量了14个形态测量参数。结果:通过推断统计方差分析对所有三组的测量结果进行分析,结果表明3D颅骨模型是高度准确的。通过对尸体颅骨和3D颅骨测量的观察者间相关性来建立可靠性。计算了尺寸误差,结果表明三组之间的误差最小,头骨的可重复性很高。讨论与结论:目前的研究结论是,使用FDM技术的3D台式打印机可以在尺寸误差可忽略的情况下获得准确可靠的解剖模型。
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引用次数: 1
An anatomical description of the obturator region with clinical aspects 闭孔区的解剖学描述与临床方面
IF 0.4 4区 医学 Q4 ANATOMY & MORPHOLOGY Pub Date : 2022-07-01 DOI: 10.4103/jasi.jasi_134_20
L. Šaherl, M. Rakuša
Structures surrounding the obturator foramen, the obturator internus and obturator externus muscles and regional neurovascular bundle, the obturator artery, vein, and nerve, pass through from the lesser pelvis into the medial compartment of the thigh and build up the obturator region. The region is demanding and complex both in terms of anatomical and clinical points of view. This article aims to write an overview of the obturator region about normal and variant anatomy and relate its various parts to their importance in clinical practice. The connections between various anatomical structures, concerning their different critical sites in the obturator region, as well as a thorough overview essential for clinicians, especially surgeons, are discussed.
闭孔周围的结构、闭孔内肌和闭孔外肌以及区域神经血管束、闭孔动脉、静脉和神经从小骨盆穿过,进入大腿内侧隔室,形成闭孔区域。从解剖学和临床角度来看,该地区要求很高,也很复杂。本文旨在概述闭孔区的正常和变异解剖,并将其各个部分与其在临床实践中的重要性联系起来。讨论了各种解剖结构之间的联系,涉及它们在闭孔区的不同关键部位,以及对临床医生,特别是外科医生至关重要的全面概述。
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引用次数: 0
Vertebral endplates, the anatomically discrete structures of the vertebral column 椎终板,解剖上分离的脊柱结构
IF 0.4 4区 医学 Q4 ANATOMY & MORPHOLOGY Pub Date : 2022-07-01 DOI: 10.4103/jasi.jasi_118_22
Vishram Singh, B. Murlimanju, R. Vadgaonkar
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引用次数: 0
Multiple intracranial vessel fenestrations: A report of two cases from a tertiary care center 多颅内血管开窗:来自三级保健中心的两例报告
IF 0.4 4区 医学 Q4 ANATOMY & MORPHOLOGY Pub Date : 2022-07-01 DOI: 10.4103/jasi.jasi_167_21
A. Datta, Subhadeep Gupta
Intracranial vascular fenestrations are unique anatomical anomalies, consequential to developmental perturbations in vessel embryology. The importance of identification rests on its frequent association with disturbed cerebral flow dynamics and intracranial pathologies. Herein, we report two cases from the same institute of such an association. One presented with an isolated intraventricular hemorrhage, found to have basilar artery fenestrations, whereas the other presented with subarachnoid hemorrhage, with fenestrations involving both the anterior and posterior circulations. Neither of the two patients had any evidence of aneurysms, arteriovenous malformations, or dissections and were managed conservatively. Being acquainted with the anatomy and pathophysiology of these vascular aberrations are paramount in achieving optimal patient outcomes in certain vascular catastrophes.
颅内血管开窗是一种独特的解剖异常,是血管胚胎学发育紊乱的结果。鉴别的重要性在于其经常与脑血流动力学紊乱和颅内病理相关联。在此,我们报告两个病例来自同一研究所这样一个协会。一例表现为孤立的脑室内出血,发现有基底动脉开窗,而另一例表现为蛛网膜下腔出血,开窗累及前后循环。两例患者均无任何动脉瘤、动静脉畸形或夹层的迹象,均采用保守治疗。熟悉这些血管畸变的解剖学和病理生理学对于在某些血管灾难中获得最佳患者结果至关重要。
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引用次数: 0
Gender prediction with the parameters obtained from pelvis computed tomography images and machine learning algorithms 利用骨盆计算机断层扫描图像和机器学习算法获得的参数进行性别预测
IF 0.4 4区 医学 Q4 ANATOMY & MORPHOLOGY Pub Date : 2022-07-01 DOI: 10.4103/jasi.jasi_280_20
Y. Secgin, Zulal Oner, M. Turan, S. Oner
Introduction: In the skeletal system, the most dimorphic bones employed for postmortem gender prediction include the bones in the pelvic skeleton. Bone measurements are usually conducted with cadaver bones. Computed tomography (CT) is an increasingly popular method due to its ease of use, reconstruction opportunities, and lower impact of age bias and provides a modern data source. Even when parameters obtained with different or same bones are missing, machine learning (ML) algorithms allow the use of statistical methods to predict gender. This study was carried out in order to obtain high accuracy in estimating gender with the pelvis skeleton by integrating ML algorithms, which are used extensively in the field of engineering, in the field of health. Material and Methods: In the present study, pelvic CT images of 300 healthy individuals (150 females, 150 males) between the ages of 25 and 50 (the mean female age = 40, the mean male age = 37) were transformed into orthogonal images, and landmarks were placed on promontory, iliac crest, sacroiliac joint, anterior superior iliac spine, anterior inferior iliac spine, terminal line, obturator foramen, greater trochanter, lesser trochanter, femoral head, femoral neck, body of femur, ischial tuberosity, acetabulum, and pubic symphysis, and coordinates of these regions were obtained. Four groups were formed based on various angle and length combinations obtained from these coordinates. These four groups were analyzed with ML algorithms such as Logistic Regression, Linear Discriminant Analysis (LDA), Random Forest, Extra Trees Classifier, and ADA Boost Classifier. Results: In the analysis, it was determined that the highest accuracy was 0.96 (sensitivity 0.95, specificity 0.97, Matthew's Correlation Coefficient 0.93) with LDA. Discussion and Conclusion: The use of length and angle measurements obtained from the pelvis showed that the LDA model was effective in estimating gender.
在骨骼系统中,用于死后性别预测的最具二形性的骨骼包括骨盆骨骼中的骨骼。骨测量通常是用尸体的骨头进行的。计算机断层扫描(CT)是一种越来越受欢迎的方法,因为它易于使用,重建机会,年龄偏见的影响较小,并提供了一个现代的数据来源。即使从不同或相同的骨骼获得的参数缺失,机器学习(ML)算法也允许使用统计方法来预测性别。本研究是为了将ML算法整合到骨盆骨骼中,以获得较高的性别估计精度,ML算法在工程领域广泛应用于健康领域。材料与方法:在目前的研究中,300例健康个体的盆腔CT图像(150,150男性)25 - 50岁之间的(意味着女性= 40岁男性的平均年龄= 37)变成了正交图像,和地标是放置在海角,髂嵴,骶髂关节,髂前上棘,前下髂棘,端子线,闭孔、大转子,小转子,股骨头、股骨颈、股骨,坐骨结节,髋臼,还有耻骨联合,以及这些区域的坐标。根据这些坐标得到的不同角度和长度组合,形成四组。使用逻辑回归、线性判别分析(LDA)、随机森林、额外树分类器和ADA Boost分类器等机器学习算法对这四组进行分析。结果:分析确定LDA的最高准确度为0.96(灵敏度0.95,特异度0.97,马修相关系数0.93)。讨论与结论:使用骨盆的长度和角度测量表明LDA模型在估计性别方面是有效的。
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引用次数: 1
期刊
Journal of the Anatomical Society of India
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