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Effect of wall thickness on shape accuracy of hollow zirconia artificial teeth fabricated by a 3D printer. 壁厚对 3D 打印机制造的空心氧化锆人工牙形状精度的影响。
IF 3.2 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2024-07-19 DOI: 10.2186/jpr.JPR_D_23_00300
Hiro Kobayashi, Franz Sebastian Schwindling, Akinori Tasaka, Peter Rammelsberg, Shuichiro Yamashita, Stefan Rues

Purpose: This study aimed to analyze how the wall thickness of 3D-printed hollow zirconia teeth affects shape accuracy.

Methods: Datasets with measurement points were created for different artificial teeth resembling the mandibular right first molar (Geomagic Design X, 3D Systems). Reference distances were 9.8 mm for mesio-distal direction (M-D), 10.9 mm for bucco-lingual direction (B-L), 7.0 mm for MB-BB and DB-BB, and 4.5 mm for ML-LB and DL-LB. The outer geometry was identical for all artificial teeth with wall thicknesses of 0.30, 0.50, 0.75, and 1.00 mm. Twenty zirconia teeth were fabricated using a 3D printer (CeraFab 7500 Dental, Lithoz) for each group and sintered before support removal. After performing analog distance measurements using a micrometer screw, the digital distance measurements and angular deviations between measurement points on 3D scans were analyzed. Possible effects were investigated using nonparametric ANOVA, followed by Tukey's honest significant difference (HSD) test for multiple comparisons.

Results: The shape accuracy was acceptable for artificial teeth with wall thicknesses of ≥0.5 mm. The largest distance deviation was observed for a wall thickness of 0.3 mm. In particular, DB-BB showed a median deviation of >56.2 µm, which is significantly larger than that for other test groups, ranging from 7.4-9.5 µm (P < 0.05). In most cases, angular deviations were the largest for teeth with 0.3-mm wall thickness (11.6°) and remained below 5.0° for the other test groups.

Conclusions: Acceptable accuracy was obtained for artificial teeth with wall thicknesses of at least 0.5 mm.

目的:本研究旨在分析三维打印空心氧化锆牙齿的壁厚如何影响形状精度:为与下颌右第一臼齿相似的不同人工牙齿创建了带有测量点的数据集(Geomagic Design X,3D Systems)。参考距离分别为:中距方向(M-D)9.8 毫米,颊舌方向(B-L)10.9 毫米,MB-BB 和 DB-BB 7.0 毫米,ML-LB 和 DL-LB 4.5 毫米。所有人工牙齿的外部几何形状相同,壁厚分别为 0.30、0.50、0.75 和 1.00 毫米。每组使用 3D 打印机(CeraFab 7500 Dental,Lithoz)制作 20 颗氧化锆牙,并在去除支撑物前进行烧结。在使用千分尺螺钉进行模拟距离测量后,分析了三维扫描上测量点之间的数字距离测量值和角度偏差。使用非参数方差分析研究了可能的影响,然后使用 Tukey's 诚实显著性差异(HSD)检验进行多重比较:结果:壁厚≥0.5 毫米的人工牙齿的形状精度是可以接受的。壁厚为 0.3 毫米时,距离偏差最大。尤其是 DB-BB 的中位偏差大于 56.2 µm,明显大于其他测试组的中位偏差(7.4-9.5 µm)(P < 0.05)。在大多数情况下,壁厚为 0.3 毫米的牙齿的角度偏差最大(11.6°),而其他测试组的角度偏差保持在 5.0°以下:结论:壁厚至少为 0.5 毫米的人工牙齿可获得可接受的精确度。
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引用次数: 0
Medical-dental collaboration on an exploratory research project on the correlation between cognitive and oral function: The ECCO project. 医学与牙科合作开展认知与口腔功能相关性的探索性研究项目:ECCO 项目。
IF 3.2 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2024-07-17 DOI: 10.2186/jpr.JPR_D_24_00081
Kenji Fueki, Yuta Manabe, Keiichi Sasaki, Katsuhiko Kimoto, Mamoru Hashimoto, Takayuki Ueda, Kumiko Utsumi, Tomohisa Ishikawa, Kazuyoshi Baba, Manabu Ikeda, Takuo Kuboki
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引用次数: 0
Immediate effects of simple palatal augmentation prosthesis in maximum tongue pressure and swallowing functions for acute stroke patients: An observational study. 简易腭假体对急性中风患者最大舌压和吞咽功能的即时影响:观察研究
IF 3.2 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2024-07-17 DOI: 10.2186/jpr.JPR_D_23_00158
Yuu Hashimoto, Yasunori Umemoto, Shigeru Suzuki, Yuri Miyazaki, Yukihide Nishimura, Ken Kouda

Purpose: Acute stroke often leads to dysphagia. In the oral stage of dysphagia, there is a potential for immediate benefit from using a palatal augmentation prosthesis (PAP). We investigated whether our quickly fabricated, simple, and expedited version of PAP would result in an immediate improvement in swallowing function after an acute stroke.

Methods: We analyzed the records of stroke patients that were hospitalized between October 2019 and March 2022 and met the following criteria: they had a rehabilitation prescription and had paralysis of facial or hypoglossal nerves and either repeated salivary swallowing test ≤2 times or modified water swallow test ≤3, they were fasting, were within 3 weeks of onset, and had a simple PAP made for them. Outcomes included with/without PAP, maximum tongue pressure, repeated salivary swallowing test, and modified water swallow test on the day after starting to wear PAP was started. In addition, within one week, a videofluoroscopic examination was performed to measure the oral transit time, pharyngeal transit time, and penetration aspiration scale. Statistical analyses were performed using Wilcoxon signed-rank tests. Statistical significance was set at P < 0.05.

Results: Fifteen patients met the inclusion criteria and were included in this study. The mean age of the subjects was 76.9 ± 9.0 years. The use of PAP significantly increased maximum tongue pressure (P < 0.0001*) and shortened oral transit time (P < 0.0091*). There were no significant differences among the other items.

Conclusions: Simple PAP immediately increased the maximum tongue pressure and improved swallowing function during the oral stage.

目的:急性中风通常会导致吞咽困难。在吞咽困难的口腔阶段,使用腭增强假体(PAP)有可能立即获益。我们研究了快速制作、简单快捷的 PAP 是否能立即改善急性中风后的吞咽功能:我们分析了 2019 年 10 月至 2022 年 3 月期间住院的脑卒中患者的记录,这些患者符合以下标准:有康复处方,面神经或舌下神经麻痹,重复唾液吞咽试验次数≤2 次或改良水吞咽试验次数≤3 次,禁食,发病 3 周内,并为他们制作了简易 PAP。结果包括开始佩戴人工呼吸器次日的带/不带人工呼吸器、最大舌压、重复唾液吞咽测试和改良水吞咽测试。此外,还在一周内进行了一次视频荧光屏检查,以测量口腔通过时间、咽通过时间和穿刺吸气量表。统计分析采用 Wilcoxon 符号秩检验。统计显著性以 P < 0.05 为标准:15名患者符合纳入标准并被纳入本研究。受试者的平均年龄为 76.9 ± 9.0 岁。使用 PAP 可明显增加最大舌压(P < 0.0001*),缩短口腔通过时间(P < 0.0091*)。结论:结论:简易呼吸机可立即增加最大舌压,改善口腔阶段的吞咽功能。
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引用次数: 0
A finite element study on the risk of bone loss around posterior short implants in an atrophic mandible. 关于萎缩下颌骨后部短种植体周围骨质流失风险的有限元研究。
IF 3.2 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2024-07-17 DOI: 10.2186/jpr.JPR_D_24_00003
Ivan Onone Gialain, Marlene Kasumi Gantier-Takano, Leonardo Folmer Rodrigues da Silva, Marina Guimarães Roscoe, Otavio Henrique Pinhata-Baptista, Josete Barbosa Cruz Meira, Alex Siu Lun Fok

Purpose: This study aimed to evaluate the risk of bone loss around single short molar crown-supporting implants in an atrophic mandible.

Methods: Implants of different lengths (L = 4 or 6 mm) and diameters (Ø = 4.1 or 4.8 mm) were placed in the molar area of an atrophic mandible. Additional control mandible models were simulated for 4.1 mm diameter implants (L = 4, 6, 8, and 10 mm). A vertical masticatory load of 200 N was applied to three or six occlusal contact areas (3ca or 6ca) of the prosthetic crown. The bone strain energy density (SED) of 109.6 µJ/mm3 was assumed to be the pathological threshold for cortical bone. The peri-implant bone resorption risk index (PIBRri) was calculated by dividing the maximum SED of the crestal cortical bone by the SED pathological threshold.

Results: Increasing the implant length from 4 to 6 mm, implant diameter from 4.1 to 4.8 mm, and number of contact areas from 3 to 6 reduced the SED and PIBRri values by approximately 20%, 35%, and 40%, respectively, when comparing pairs of models that isolated a specific variable. All models with 6ca had a low bone resorption risk (PIBRri<0.8), while the Ø4.1 short implant with 3ca had a medium (0.8≤PIBRri≤1.0) or high (PIBRri>1.0) resorption risk.

Conclusions: Increasing the diameter or occlusal contact area of a 4 mm short implant in an atrophic mandible resulted in reduced bone resorption risks, similar to or lower than those observed in a regular mandible with standard-length implants.

目的:本研究旨在评估萎缩下颌骨中单颗短磨牙牙冠支撑种植体周围骨质流失的风险:在萎缩下颌骨的磨牙区植入不同长度(L = 4 或 6 毫米)和直径(Ø = 4.1 或 4.8 毫米)的种植体。另外还模拟了直径为 4.1 毫米的种植体(L = 4、6、8 和 10 毫米)的对照下颌骨模型。对修复冠的三个或六个咬合接触区(3ca 或 6ca)施加 200 N 的垂直咀嚼负荷。假定皮质骨的病理阈值为骨应变能密度(SED)109.6 µJ/mm3。种植体周围骨吸收风险指数(PIBRri)的计算方法是将骨冠皮质骨的最大 SED 除以 SED 病理学阈值:将种植体长度从 4 毫米增加到 6 毫米,种植体直径从 4.1 毫米增加到 4.8 毫米,接触区数量从 3 个增加到 6 个,在比较孤立于特定变量的几对模型时,SED 和 PIBRri 值分别降低了约 20%、35% 和 40%。所有带有 6ca 的模型的骨吸收风险都很低(PIBRri1.0):增加萎缩下颌骨中4毫米短种植体的直径或咬合接触面积可降低骨吸收风险,其风险与使用标准长度种植体的正常下颌骨中观察到的风险相似或更低。
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引用次数: 0
Esthetic rehabilitation of labial tooth defects caused by caries of the anterior teeth using a composite resin injection technique with veneer-shaped 3D printing indices. 利用复合树脂注射技术和贴面形状三维打印指数,对前牙龋齿造成的唇齿缺损进行美容修复。
IF 3.2 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2024-07-17 DOI: 10.2186/jpr.JPR_D_24_00051
Jiakang Zhu, Jian Wei, Annikaer Anniwaer, Cui Huang

Patients: An 18-year-old woman sought treatment for caries of the anterior teeth after completing orthodontic treatment. Direct composite resin restoration was chosen because the patient preferred a minimally invasive and cost-effective treatment whenever possible. Based on diagnostic wax-up, veneer-shaped indices for composite resin injection were designed to replicate and restore tooth defects rapidly and accurately. The overall esthetic result was excellent after a 1-year of follow-up.

Discussion: Direct freehand composite resin restorations are clinically challenging. The recently proposed 3D printing index for the composite resin injection technique is helpful for direct restoration but is challenging to remove. The veneer-shaped indices avoid the formation of an undercut in the direction of removing the index, making them easy to remove after finishing the restorations.

Conclusions: Using veneer-shaped indices for composite resin injection enables rapid esthetic rehabilitation of labial tooth defects caused by caries. This approach reduces chairside time and operational difficulty while allowing for easy index removal after completing the restorations.

患者:一名 18 岁的女性在完成正畸治疗后,因前牙龋齿寻求治疗。由于患者希望尽可能采用微创且经济有效的治疗方法,因此选择了直接复合树脂修复。根据诊断蜡型,设计了用于注射复合树脂的贴面形状指标,以快速准确地复制和修复牙齿缺损。经过一年的随访,整体美观效果非常好:讨论:直接手工复合树脂修复在临床上具有挑战性。最近提出的用于复合树脂注射技术的三维打印指数有助于直接修复,但其去除难度很大。而贴面形印模可避免在去除印模的方向上形成下切,使其在完成修复后易于去除:结论:在注射复合树脂时使用贴面形指数可以快速修复龋齿造成的唇侧牙齿缺损。这种方法缩短了椅旁时间,降低了操作难度,同时在完成修复后还能方便地去除索引。
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引用次数: 0
Changes in occlusal relationships observed using an intraoral scanner in patients with an acquired open bite: A case report. 使用口内扫描仪观察后天性开放性咬合患者咬合关系的变化:病例报告。
IF 3.2 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2024-07-08 Epub Date: 2024-01-29 DOI: 10.2186/jpr.JPR_D_23_00146
Ryota Takaoka, Shion Morioka, You Ueda, Yohei Tsunetou, Hirotaka Baba, Shoichi Ishigaki

Patients: This case report describes a procedure for assessing changes in occlusal relationships in patients with acquired open bites due to temporomandibular joint disease using an intraoral scanner (IOS). A digital impression was made using the IOS at the initial visit. Subsequent impressions were made every 6 months using the IOS and magnetic resonance imaging (MRI) or computed tomography (CT). Standard triangulated language (STL) image files of two digital impressions at different points in time were superimposed, including the occlusal relationship with reference to the maxillary dentition. Finally, three-dimensional (3D) changes in the occlusal relationship over time were evaluated.

Discussion: In Case 1, the superimposed STL image indicated almost no evident deviation of the mandible. Therefore, an orthodontic treatment was initiated. In contrast, in cases 2 and 3, where changes in the occlusal relationship continued, secondary treatment was postponed and patients continued to be monitored periodically. In case 3, even though left condyle resorption was progressive, the degree of open bite on the right side improved after 6 months. However, the open bite continued to progress for another 6 months despite the stability of the condyle.

Conclusions: Changes in the condylar shape observed using imaging may not always reflect changes in the occlusal relationship. In addition to changes in the condyles and eminences of the temporomandibular joint (TMJ), changes in the occlusal relationships of patients with acquired open bite should be evaluated using an intraoral scanner.

患者:本病例报告描述了一种使用口内扫描仪(IOS)评估因颞下颌关节疾病导致的后天开放性咬合患者咬合关系变化的程序。初次就诊时使用 IOS 制作数字印模。之后每 6 个月使用 IOS 和磁共振成像(MRI)或计算机断层扫描(CT)制作一次印模。将不同时间点的两个数字印模的标准三角语言(STL)图像文件进行叠加,包括参照上颌牙的咬合关系。最后,对咬合关系随时间的三维变化进行评估:在病例 1 中,叠加的 STL 图像显示下颌骨几乎没有明显的偏差。因此,开始了正畸治疗。相比之下,在病例 2 和 3 中,咬合关系持续发生变化,因此推迟了二次治疗,并继续对患者进行定期监测。在病例 3 中,尽管左侧髁突吸收是进行性的,但 6 个月后右侧的开牙合程度有所改善。然而,尽管髁突稳定了,但开放性咬合仍持续了6个月:结论:通过成像观察到的髁状突形状的变化并不一定能反映咬合关系的变化。除了颞下颌关节(TMJ)髁状突和突起的变化外,后天性开放性咬合患者咬合关系的变化也应使用口内扫描仪进行评估。
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引用次数: 0
Additive manufacturing of dental ceramics in prosthodontics: The status quo and the future. 牙科陶瓷在义齿修复中的增材制造:现状与未来。
IF 3.2 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2024-07-08 Epub Date: 2024-02-16 DOI: 10.2186/jpr.JPR_D_23_00119
Han Zhu, Jimin Jiang, Yujie Wang, Sijie Wang, Yong He, Fuming He

Purpose: This review aims to summarize the available technologies, material categories, and prosthodontic applications of additive manufacturing (AM) dental ceramics, evaluate the achievable accuracy and mechanical properties in comparison with current mainstream computer-aided design/computer-aided manufacturing (CAD/CAM) subtractive manufacturing (SM) methods, and discuss future prospects and directions.

Study selection: This paper is based on the latest reviews, state-of-the-art research, and existing ISO standards on AM technologies and prosthodontic applications of dental ceramics. PubMed, Web of Science, and ScienceDirect were amongst the sources searched for narrative reviews.

Results: Relatively few AM technologies are available and their applications are limited to crowns and fixed partial dentures. Although the accuracy and strength of AM dental ceramics are comparable to those of SM, they have the limitations of relatively inferior curved surface accuracy and low strength reliability. Furthermore, functionally graded additive manufacturing (FGAM), a potential direction for AM, enables the realization of biomimetic structures, such as natural teeth; however, specific studies are currently lacking.

Conclusions: AM dental ceramics are not sufficiently developed for large-scale clinical applications. However, with additional research, it may be possible for AM to replace SM as the mainstream manufacturing technology for ceramic restorations.

目的:本综述旨在总结增材制造(AM)牙科陶瓷的现有技术、材料类别和修复应用,评估与当前主流计算机辅助设计/计算机辅助制造(CAD/CAM)减材制造(SM)方法相比可达到的精度和机械性能,并讨论未来的前景和方向:本文基于有关牙科陶瓷的 AM 技术和修复应用的最新综述、最新研究成果和现有 ISO 标准。在PubMed、Web of Science和ScienceDirect上搜索了相关综述:结果:现有的 AM 技术相对较少,其应用也仅限于牙冠和固定局部义齿。虽然 AM 牙科陶瓷的精度和强度与 SM 牙科陶瓷相当,但它们存在曲面精度相对较差和强度可靠性较低的局限性。此外,功能分级增材制造(FGAM)是 AM 的一个潜在发展方向,可实现仿生物结构,如天然牙齿;但目前还缺乏具体的研究:AM牙科陶瓷在大规模临床应用方面还不够成熟。然而,随着研究的深入,AM 有可能取代 SM 成为陶瓷修复的主流制造技术。
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引用次数: 0
Developing tongue coating status assessment using image recognition with deep learning. 利用图像识别和深度学习开发舌苔状态评估。
IF 3.2 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2024-07-08 Epub Date: 2023-09-28 DOI: 10.2186/jpr.JPR_D_23_00117
Jumpei Okawa, Kazuhiro Hori, Hiromi Izuno, Masayo Fukuda, Takako Ujihashi, Shohei Kodama, Tasuku Yoshimoto, Rikako Sato, Takahiro Ono

Purpose: To build an image recognition network to evaluate tongue coating status.

Methods: Two image recognition networks were built: one for tongue detection and another for tongue coating classification. Digital tongue photographs were used to develop both networks; images from 251 (178 women, 74.7±6.6 years) and 144 older adults (83 women, 73.8±7.3 years) who volunteered to participate were used for the tongue detection network and coating classification network, respectively. The learning objective of the tongue detection network is to extract a rectangular region that includes the tongue. You-Only-Look-Once (YOLO) v2 was used as the detection network, and transfer learning was performed using ResNet-50. The accuracy was evaluated by calculating the intersection over the union. For tongue coating classification, the rectangular area including the tongue was divided into a grid of 7×7. Five experienced panelists scored the tongue coating in each area using one of five grades, and the tongue coating index (TCI) was calculated. Transfer learning for tongue coating grades was performed using ResNet-18, and the TCI was calculated. Agreement between the panelists and network for the tongue coating grades in each area and TCI was evaluated using the kappa coefficient and intraclass correlation, respectively.

Results: The tongue detection network recognized the tongue with a high intersection over union (0.885±0.081). The tongue coating classification network showed high agreement with tongue coating grades and TCI, with a kappa coefficient of 0.826 and an intraclass correlation coefficient of 0.807, respectively.

Conclusions: Image recognition enables simple and detailed assessment of tongue coating status.

目的:建立一个图像识别网络来评估舌苔状况。方法:建立两个图像识别网络:一个用于舌头检测,另一个用于舌苔分类。这两个网络都使用了数字舌头照片;251名(178名女性,74.7±6.6岁)和144名自愿参与的老年人(83名女性,73.8±7.3岁)的图像分别用于舌头检测网络和涂层分类网络。舌头检测网络的学习目标是提取包括舌头的矩形区域。You Only Look Once(YOLO)v2被用作检测网络,并且使用ResNet-50执行迁移学习。通过计算并集上的交点来评估精度。对于舌苔分类,将包括舌头的矩形区域划分为7×7的网格。五名经验丰富的小组成员使用五个等级中的一个对每个区域的舌苔进行评分,并计算舌苔指数(TCI)。使用ResNet-18进行舌苔等级的迁移学习,并计算TCI。分别使用kappa系数和组内相关性评估了小组成员和网络对每个区域舌苔等级和TCI的一致性。结果:舌苔检测网络识别出具有较高交集的舌(0.885±0.081)。舌苔分类网络与舌苔等级和TCI高度一致,kappa系数分别为0.826和0.807。结论:图像识别能够简单而详细地评估舌苔状况。
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引用次数: 0
Exploring the relationship between oral health and multiple health conditions: An outcome-wide approach. 探索口腔健康与多种健康状况之间的关系:结果范围方法。
IF 3.2 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2024-07-08 Epub Date: 2023-08-11 DOI: 10.2186/jpr.JPR_D_23_00091
Shiho Kino, Yudai Tamada, Kenji Takeuchi, Atsushi Nakagomi, Koichiro Shiba, Taro Kusama, Takafumi Yamamoto, Jun Aida

Purpose: A growing body of evidence suggests that oral health is associated with a wide range of health outcomes; however, opinions tend to vary because of inconsistent findings. This study aimed to simultaneously examine the association between oral health status and multiple health and well-being indicators using outcome-wide epidemiology.

Methods: Data were obtained from the Japan Gerontological Evaluation Study. Oral health status was categorized as: ≥20 teeth, 10-19 teeth with dental prosthesis, 0-9 teeth with prosthesis, 10-19 teeth without prosthesis, and 0-9 teeth without prosthesis. We examined the associations between oral health status in 2013 and 35 health and well-being outcomes in 2019, including physical/cognitive health, psychological distress, subjective health, social well-being, prosocial/altruistic behaviors, and health behaviors, using two databases (n=32,827 and 15,905).

Results: Compared to individuals with ≥20 teeth, those with <20 teeth had a 10-33% higher risk of mortality and a 6-14% higher risk of functional disability six years later. Additionally, individuals with fewer than 20 teeth tended to go out less frequently and eat fewer vegetables and fruits. Furthermore, individuals with 0-9 teeth without a prosthesis were more likely to have severe functional disability (risk ratio (RR):1.17, 95% confidence interval (CI):1.05-1.31), engage in fewer intellectual activities (standardized difference: 0.17, 95% CI: 0.10-0.24), and feel more hopeless (RR: 1.21, 95% CI: 1.04-1.41).

Conclusions: The prevention of tooth loss and prosthodontic treatment may be associated with reduced mortality and functional disability, as well as maintenance of intellectual ability, frequency of going out, and improvements in dietary lifestyle.

目的:越来越多的证据表明,口腔健康与广泛的健康结果相关;然而,由于研究结果不一致,人们的观点往往各不相同。本研究旨在使用全结果流行病学方法,同时研究口腔健康状况与多种健康和幸福指标之间的关联:方法:数据来自日本老年评估研究。口腔健康状况分为:≥20 颗牙齿、10-19 颗牙齿有义齿、0-9 颗牙齿有义齿、10-19 颗牙齿无义齿、0-9 颗牙齿无义齿。我们利用两个数据库(n=32,827 和 15,905)研究了 2013 年口腔健康状况与 2019 年 35 种健康和幸福结果之间的关联,包括身体/认知健康、心理困扰、主观健康、社会幸福感、亲社会/利他行为和健康行为:结果:与拥有≥20颗牙齿的人相比,拥有≥20颗牙齿的人更健康:预防牙齿脱落和修复治疗可能与降低死亡率和功能性残疾有关,也与保持智力、外出频率和改善饮食生活方式有关。
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引用次数: 0
Machine learning model to predict the width of maxillary central incisor from anthropological measurements. 通过人类学测量预测上颌中切牙宽度的机器学习模型。
IF 3.2 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2024-07-08 Epub Date: 2023-10-18 DOI: 10.2186/jpr.JPR_D_23_00114
Remya Ampadi Ramachandran, Merve Koseoglu, Hatice Özdemir, Funda Bayindir, Cortino Sukotjo

Purpose: To improve smile esthetics, clinicians should comprehensively analyze the face and ensure that the sizes selected for the maxillary anterior teeth are compatible with the available anthropological measurements. The inter commissural (ICW), interalar (IAW), intermedial-canthus (MCW), interlateral-canthus (LCW), and interpupillary (IPW) widths are used to determine the width of maxillary central incisors (CW). The aim of this study was to develop an automated approach using machine learning (ML) algorithms to predict central incisor width in a young Turkish population using anthropological measurements. This automation can contribute to digital dentistry and clinical decision-making.

Methods: In the initial phase of this cross-sectional study, several ML regression models-including multiple linear regression (MLR), multi-layer-perceptron (MLP), decision-tree (DT), and random forest (RF) models-were validated to confirm the central width prediction accuracy. Datasets containing only male and female measurements, as well as combined were considered for ML model implementation, and the performance of each model was evaluated for an unbiased population dataset.

Results: Compared with the other algorithms, the RF algorithm showed improved performance for all cases, with an accuracy of 96%, which represents the percentage of correct predictions. The plot reveals the applicability of the RF model in predicting the CW from anthropological measurements irrespective of the candidate's sex.

Conclusions: These results demonstrated the possibility of predicting central incisor widths based on anthropometric measurements using ML models. The accurate central incisor width prediction from these trials also indicates the applicability of the proposed model to be deployed for enhanced clinical decision-making.

目的:为了提高微笑美学,临床医生应该全面分析面部,并确保上颌前牙的尺寸与现有的人类学测量结果相一致。连合间(ICW)、极间(IAW)、中间角(MCW)、外角间(LCW)和瞳孔间(IPW)宽度用于确定上颌中切牙(CW)的宽度。本研究的目的是开发一种使用机器学习(ML)算法的自动化方法,通过人类学测量来预测土耳其年轻人群的中切牙宽度。这种自动化有助于数字牙科和临床决策。方法:在这项横断面研究的初始阶段,验证了几个ML回归模型,包括多元线性回归(MLR)、多层感知器(MLP)、决策树(DT)和随机森林(RF)模型,以确认中心宽度预测的准确性。ML模型的实现考虑了仅包含男性和女性测量以及组合的数据集,并针对无偏的总体数据集评估了每个模型的性能。结果:与其他算法相比,RF算法在所有情况下都表现出了改进的性能,准确率为96%,这代表了正确预测的百分比。该图揭示了RF模型在根据人类学测量预测CW方面的适用性,而不考虑候选人的性别。结论:这些结果证明了基于ML模型的人体测量来预测中切牙宽度的可能性。这些试验中准确的中切牙宽度预测也表明了所提出的模型用于增强临床决策的适用性。
{"title":"Machine learning model to predict the width of maxillary central incisor from anthropological measurements.","authors":"Remya Ampadi Ramachandran, Merve Koseoglu, Hatice Özdemir, Funda Bayindir, Cortino Sukotjo","doi":"10.2186/jpr.JPR_D_23_00114","DOIUrl":"10.2186/jpr.JPR_D_23_00114","url":null,"abstract":"<p><strong>Purpose: </strong>To improve smile esthetics, clinicians should comprehensively analyze the face and ensure that the sizes selected for the maxillary anterior teeth are compatible with the available anthropological measurements. The inter commissural (ICW), interalar (IAW), intermedial-canthus (MCW), interlateral-canthus (LCW), and interpupillary (IPW) widths are used to determine the width of maxillary central incisors (CW). The aim of this study was to develop an automated approach using machine learning (ML) algorithms to predict central incisor width in a young Turkish population using anthropological measurements. This automation can contribute to digital dentistry and clinical decision-making.</p><p><strong>Methods: </strong>In the initial phase of this cross-sectional study, several ML regression models-including multiple linear regression (MLR), multi-layer-perceptron (MLP), decision-tree (DT), and random forest (RF) models-were validated to confirm the central width prediction accuracy. Datasets containing only male and female measurements, as well as combined were considered for ML model implementation, and the performance of each model was evaluated for an unbiased population dataset.</p><p><strong>Results: </strong>Compared with the other algorithms, the RF algorithm showed improved performance for all cases, with an accuracy of 96%, which represents the percentage of correct predictions. The plot reveals the applicability of the RF model in predicting the CW from anthropological measurements irrespective of the candidate's sex.</p><p><strong>Conclusions: </strong>These results demonstrated the possibility of predicting central incisor widths based on anthropometric measurements using ML models. The accurate central incisor width prediction from these trials also indicates the applicability of the proposed model to be deployed for enhanced clinical decision-making.</p>","PeriodicalId":16887,"journal":{"name":"Journal of prosthodontic research","volume":null,"pages":null},"PeriodicalIF":3.2,"publicationDate":"2024-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49678752","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Journal of prosthodontic research
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