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Development and evaluation of an early childhood caries prediction model: a deep learning-based hybrid statistical modelling approach. 儿童早期龋齿预测模型的开发和评估:基于深度学习的混合统计建模方法。
IF 2 Q2 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2025-10-01 Epub Date: 2025-05-12 DOI: 10.1007/s40368-025-01046-1
S Z Eusufzai, N B Jamayet, S Ahmed, M B Islam, W M A W Ahmad, M K Alam

Purpose: An effective Deep learning (DL) based Early Childhood Caries (ECC) prediction model is crucial for early detection of ECC. This study aims to develop and evaluate a deep learning (DL) based hybrid statistical model for ECC prediction.

Methods: The study employed a computational cross-sectional design, conducted over a three-year period from March 2021 to March 2024. Data analysis was carried out using a hybrid statistical approach that integrated bootstrap methods, Logistic Regression Modelling (LRM), and Multilayer Feed-Forward Neural Networks (MLFFNN). The sample comprised 157 parent-child pairs, providing a robust dataset for examining the research questions.

Results: In the current study, the predictors named, "mother's education" (β1: 0.423; p < 0.25), "parent's knowledge of bottle-feeding habit during sleep can cause tooth decay" (β2: -1.264; p < 0.25), "attitude towards the importance of oral health as general health" (β4: -1.052; p < 0.25) and "parent's self-reported oral pain among their children" (β5: -2.107; p < 0.25) showed significant association with ECC. For this model, the Mean Absolute Deviation (MAD) was 0.02211, Predictive Mean Squared Error (PMSE) was 0.07909, and the accuracy level was 99.98%. No significant difference was observed from the t-test between the actual values and the predicted values of the model (p > 0.05).

Conclusion: It has been shown that this unique deep learning-based ECC prediction model appears an effective tool with high accuracy and interpretability for ECC prediction. After implementing the oral health intervention program, focusing on the potential predictors of ECC obtained from this innovative model, policymakers could be able to evaluate their prediction models comparing their results with the findings of the current study. This comparison will guide them in understanding, designing, and implementing a more effective intervention program for ECC prevention.

目的:建立有效的基于深度学习(DL)的早期儿童龋病(Early Childhood Caries, ECC)预测模型对早期发现ECC至关重要。本研究旨在开发和评估基于深度学习(DL)的ECC预测混合统计模型。方法:该研究采用计算横截面设计,从2021年3月到2024年3月为期三年。数据分析采用综合自举法、逻辑回归模型(LRM)和多层前馈神经网络(MLFFNN)的混合统计方法进行。样本包括157对父母-孩子,为研究问题提供了一个强大的数据集。结果:在本研究中,预测因子“母亲的受教育程度”(β1: 0.423;p2: -1.264;p4: -1.052;p5: -2.107;p 0.05)。结论:这种独特的基于深度学习的ECC预测模型是ECC预测的有效工具,具有较高的准确性和可解释性。在实施口腔健康干预计划后,关注从该创新模型中获得的ECC的潜在预测因子,决策者可以将其预测模型的结果与当前研究结果进行比较,从而评估其预测模型。这种比较将指导他们理解、设计和实施更有效的预防ECC的干预方案。
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引用次数: 0
Content validity of a novel instrument to measure oral health-related quality of life in intellectually disabled children. 一种测量智障儿童口腔健康相关生活质量的新工具的内容效度
IF 2 Q2 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2025-10-01 Epub Date: 2025-05-02 DOI: 10.1007/s40368-025-01031-8
D Anusha, S Keingadarane, D J Caplan, S Sivasamy

Introduction: Oral health significantly impacts the quality of life, particularly in vulnerable populations such as children with intellectual disabilities (ID). Existing oral health-related quality of life (OHRQoL) instruments often fail to address the unique challenges faced by these children. This study aimed to develop and validate a novel instrument tailored to assess OHRQoL in intellectually disabled children aged 12-18 years.

Materials and methods: The instrument was developed through a comprehensive process involving a literature review and thematic analysis of qualitative interviews with 22 mothers of intellectually disabled adolescents. Content validity was assessed using a panel of five experts from paediatric dentistry, public health dentistry, and research. Content Validity Ratio (CVR) and Content Validity Index (CVI) methods were employed to evaluate individual items and overall scale validity. Items with CVR ≥ 0.99 and I-CVI ≥ 0.78 were retained.

Results: Out of 39 items, 37 achieved a CVR of 1.00, indicating strong consensus on their relevance. The overall S-CVI/UA was 0.864, and S-CVI/Ave was 0.986, reflecting excellent content validity. Two items with CVR scores of 0.2 were excluded. The overall clarity, relevance, and comprehensiveness scores were 2.89, 2.87, and 2.89, respectively.

Conclusion: The instrument demonstrates excellent content validity and comprehensively addresses oral health-related quality of life (OHRQoL) challenges in children aged 12-18 years with intellectual disabilities in the Pondicherry City, India. However, considering potential cultural and age-related differences, further studies are warranted to validate its applicability across diverse populations and younger age groups.

口腔健康显著影响生活质量,特别是在弱势群体,如智障儿童(ID)。现有的口腔健康相关生活质量(OHRQoL)仪器往往无法解决这些儿童面临的独特挑战。本研究旨在开发和验证一种专门用于评估12-18岁智障儿童OHRQoL的新工具。材料和方法:该工具是通过对22名智障青少年母亲的定性访谈进行文献综述和专题分析的综合过程开发的。内容效度由来自儿科牙科、公共卫生牙科和研究的五名专家组成的小组进行评估。采用内容效度比法(CVR)和内容效度指数法(CVI)评价量表单项效度和整体效度。保留CVR≥0.99和I-CVI≥0.78的项目。结果:在39个项目中,37个达到了1.00的CVR,表明对其相关性的强烈共识。总体S-CVI/UA为0.864,S-CVI/Ave为0.986,内容效度极佳。排除CVR评分为0.2的2个项目。总体清晰度、相关性和综合性得分分别为2.89、2.87和2.89。结论:该仪器具有出色的内容效度,全面解决了印度本地治里市12-18岁智力残疾儿童口腔健康相关生活质量(OHRQoL)的挑战。然而,考虑到潜在的文化和年龄相关差异,需要进一步的研究来验证其在不同人群和年轻年龄组中的适用性。
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引用次数: 0
Mouthwash use in children and adolescents: should parents be worried? 儿童和青少年漱口水的使用:家长应该担心吗?
IF 2.3 Q2 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2025-08-01 Epub Date: 2024-12-31 DOI: 10.1007/s40368-024-00991-7
E Veseli, E Breznica
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引用次数: 0
Antibacterial effect, antiadherence, and antiacidogenicity properties of a dental varnish containing silver nanoparticles: an in vitro study. 含纳米银的牙清漆的抗菌效果、抗粘附性和抗酸性特性:一项体外研究。
IF 2.3 Q2 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2025-08-01 Epub Date: 2025-05-07 DOI: 10.1007/s40368-025-01048-z
C Butrón-Téllez Girón, I De Alba-Montero, L O Hernández-Arteaga, A Garrocho-Rangel, F Ruiz

Aim: The aim of the present in vitro study was to synthesize and characterize green silver nanoparticles using Larrea tridentata leaf extract as a reducing and stabilizing agent and combining the nanoparticles with a commercial fluoride varnish (Fluor Protector®) to evaluate the antibacterial activity in the production of acid and the adhesion of Streptococcus mutans and Lactobacillus acidophilus.

Methods: Silver nanoparticles were synthesized by green synthesis using Larrea tridentata leaf extract as a reducing and stabilizing agent and characterized by UV-Vis spectroscopy, dynamic light scattering (DLS), and transmission electron microscopy (TEM). Minimum inhibitory and bactericidal concentrations were determined using microdiluted plates. Antibacterial activity compared using disc diffusion. Adhesion and acidogenicity tested on deciduous teeth, divided into experimental (fluoride varnish with silver nanoparticles) and control (fluoride varnish) groups. Microorganism adhesion quantified on enamel, pH readings after 24-h incubation. Analyzed using ANOVA, Tukey's test, and Mann-Whitney U.

Results: Fluoride varnish with silver nanoparticles showed better antibacterial activity than nanoparticles and varnish alone. Fluoride varnish with silver nanoparticles was more effective compared to fluoride varnish in inhibiting the adhesion and pH decreases of Streptococcus mutans and Lactobacillus acidophilus on the sound enamel, with statistically significant differences (p < 0.001).

Conclusions: Fluoride varnish with silver nanoparticles has a good antibacterial effect for inhibiting the adhesion and production of acid being is important in the prevention and the initial stages of dental caries.

目的:本实验的目的是利用三叶草叶提取物作为还原剂和稳定剂,并将纳米颗粒与商用氟化物清漆(Fluor Protector®)结合,合成并表征绿色银纳米颗粒,以评估其在产酸过程中的抗菌活性以及对变形链球菌和嗜酸乳杆菌的粘附作用。方法:以三叶草叶提取物为还原剂和稳定剂,采用绿色合成法合成纳米银,并采用紫外可见光谱(UV-Vis)、动态光散射(DLS)和透射电子显微镜(TEM)对纳米银进行表征。用微稀释板测定最小抑菌浓度和杀菌浓度。用圆盘扩散法比较抑菌活性。在乳牙上进行附着力和致酸性试验,分为实验组(含纳米银的氟化物清漆)和对照组(含氟化物清漆)。牙釉质上微生物粘附量,培养24小时后pH值。采用方差分析、Tukey’s检验和Mann-Whitney u .分析结果:含银纳米颗粒的氟化物清漆比单独含纳米颗粒和清漆具有更好的抗菌活性。纳米银氟漆比纳米银氟漆更能有效抑制变形链球菌和嗜酸乳杆菌在健康牙釉质上的粘附和pH降低,差异有统计学意义(p)结论:纳米银氟漆具有良好的抗菌作用,可抑制牙釉质上的粘附和酸的产生,对龋病的预防和早期阶段具有重要意义。
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引用次数: 0
Do clinical caries-preventive interventions applied to expectant mothers affect caries-related parameters in their children? A systematic review. 应用于孕妇的临床预防龋齿干预措施是否会影响其孩子的龋齿相关参数?系统回顾。
IF 2.3 Q2 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2025-08-01 Epub Date: 2025-04-09 DOI: 10.1007/s40368-025-01025-6
Farida Abdunabi, Mawlood Kowash, Miltiadis A Makrygiannakis, Eleftherios G Kaklamanos

Purpose: To assess whether caries-preventive clinical interventions targeted exclusively to expectant mothers reduce caries experience or various surrogate parameters associated with caries activity in their children.

Method: Seven databases were searched for randomised clinical trials until November 2024. Studies assessing clinical caries-preventive measures in healthy expectant mothers and comparing them to placebo, other, or no interventions. Outcomes measured in children included caries experience and surrogate parameters (e.g., S. mutans levels), patient-reported, and socioeconomic data. Non-randomized studies as well as, behavioural and educational interventions were excluded. Risk of bias was assessed using the Cochrane Collaboration's RoB 2 tool.

Results: Out of the 2149 studies identified, only 5 studies were included. Two of them presented with low risk of bias, whereas there were some concerns for the other three. The assessed outcomes included either caries experience directly (percentage of caries active children, DMFT, DMFS, dmft, dmfs) or the Streptococcus mutans levels. Children in the experimental groups showed significantly lower S. mutans levels compared to controls. Regarding caries levels, the results were contradictory. The supplementation of calcium in expectant mothers resulted in caries reductions in their offsprings, while sodium fluoride with potassium iodine topical applications or vitamin D supplementation were not shown to be effective.

Conclusion: Clinical caries-preventive interventions applied to expectant mothers might result in reduced S. mutans levels in their children. Further studies are warranted to provide additional evidence, especially with regards to caries experience.

Registration: Research Registry: reviewregistry1047.

目的:评估专门针对孕妇的预防龋齿临床干预措施是否能减少其子女龋齿活动相关的各种代孕参数或龋齿经历。方法:检索截至2024年11月的7个随机临床试验数据库。评估健康孕妇临床预防龋齿措施的研究,并将其与安慰剂、其他干预或不干预进行比较。在儿童中测量的结果包括龋齿经历和替代参数(例如,变形链球菌水平)、患者报告和社会经济数据。非随机研究以及行为和教育干预被排除在外。使用Cochrane Collaboration的RoB 2工具评估偏倚风险。结果:在2149项研究中,只有5项研究被纳入。其中两项显示出较低的偏倚风险,而其他三项则存在一些担忧。评估结果包括直接龋齿经历(龋齿活跃儿童的百分比,DMFT, DMFS, DMFT, DMFS)或变形链球菌水平。实验组儿童的变形链球菌水平明显低于对照组。关于龋齿水平,结果是矛盾的。孕妇补充钙导致其后代龋齿减少,而氟化钠与碘化钾局部应用或补充维生素D没有显示出有效。结论:对孕妇进行预防龋齿的临床干预可能会降低其孩子体内的变形链球菌水平。进一步的研究有必要提供更多的证据,特别是关于龋齿的经验。注册:Research Registry: reviewregistry1047。
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引用次数: 0
Graphene in dentistry: transformative applications and innovations. 石墨烯在牙科:变革性应用和创新。
IF 2.3 Q2 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2025-08-01 Epub Date: 2025-01-03 DOI: 10.1007/s40368-024-00990-8
G Ayyakannu Sundaram
{"title":"Graphene in dentistry: transformative applications and innovations.","authors":"G Ayyakannu Sundaram","doi":"10.1007/s40368-024-00990-8","DOIUrl":"10.1007/s40368-024-00990-8","url":null,"abstract":"","PeriodicalId":47603,"journal":{"name":"European Archives of Paediatric Dentistry","volume":" ","pages":"811-812"},"PeriodicalIF":2.3,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142923625","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effectiveness and predictive factors of nitrous oxide and oxygen inhalation sedation for paediatric dental procedures: a retrospective cohort study of Thai children. 一氧化二氮和吸氧镇静在儿科牙科手术中的有效性和预测因素:一项泰国儿童的回顾性队列研究。
IF 2.3 Q2 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2025-08-01 Epub Date: 2025-03-03 DOI: 10.1007/s40368-025-01013-w
P Poonyarit, N Chaipattanawan, C Manmontri, P Chompu-Inwai, A Nirunsittirat, P Phinyo

Purpose: To investigate the effectiveness and predictive factors of nitrous oxide and oxygen inhalation sedation (NOIS) in Thai paediatric dental patients.

Methods: A retrospective chart review of children receiving dental treatments under NOIS between March 2022 and August 2024 was conducted. A sedation session was evaluated as effective when the Overall Houpt Behaviour Rating Scale was greater than or equal to 4 and there were no acute adverse events from NOIS during or within 24 h of sedation. Predictive factors were assessed using the Poisson regression with robust error variance and generalised estimating equations.

Results: A total of 224 sedation sessions from 134 Thai patients aged 3-12 years were included. Of these sessions, 86.2% were considered effective. In the multivariable analysis, previous NOIS experience and the child's preoperative anxiety level were associated with the effectiveness of NOIS. The risk ratio for effective sedation was 13% higher for children with prior NOIS experience compared to those undergoing NOIS for the first time (RR: 1.13, 95% CI 1.02-1.25, p value < 0.05). In addition, the risk ratio for effective sedation in non-anxious children was 41% higher than for extremely anxious children (RR: 1.41, 95% CI 1.07-1.86, p value < 0.05).

Conclusion: NOIS is safe and effective for dental treatment in Thai children, with minimal adverse events. Its effectiveness is particularly pronounced in children who have prior experience with NOIS and present as non-anxious.

目的:探讨一氧化二氮和氧吸入镇静(NOIS)在泰国儿科牙科患者中的疗效及预测因素。方法:对2022年3月至2024年8月在NOIS下接受牙科治疗的儿童进行回顾性图表分析。当整体睡眠行为评定量表大于或等于4,并且在镇静期间或24小时内没有NOIS引起的急性不良事件时,镇静疗程被评估为有效。预测因素评估使用泊松回归与稳健误差方差和广义估计方程。结果:共纳入134例3-12岁泰国患者的224次镇静疗程。在这些疗程中,86.2%被认为有效。在多变量分析中,先前的NOIS经验和儿童术前焦虑水平与NOIS的有效性相关。与首次接受NOIS治疗的儿童相比,有NOIS治疗经验的儿童有效镇静的风险比高13% (RR: 1.13, 95% CI 1.02-1.25, p值)。结论:NOIS治疗泰国儿童牙科安全有效,不良事件最少。它的有效性在有NOIS病史且表现为无焦虑的儿童中尤为明显。
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引用次数: 0
Evaluating sensor-based stress detection in paediatric dentistry: methodological considerations and future directions. 评估基于传感器的应力检测在儿科牙科:方法学的考虑和未来的方向。
IF 2.3 Q2 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2025-08-01 Epub Date: 2025-03-13 DOI: 10.1007/s40368-025-01016-7
C M Ardila, P K Yadalam
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引用次数: 0
The V.I.S.I.O.N. model: a novel holistic framework to improve oral health-related quality of life for visually impaired individuals. V.I.S.I.O.N.模型:一个新的整体框架,以改善口腔健康相关的生活质量为视障人士。
IF 2.3 Q2 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2025-08-01 Epub Date: 2025-02-10 DOI: 10.1007/s40368-025-01007-8
P Ragavane, P Chandrasekaran
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引用次数: 0
Association between snack parenting style and dental caries status of children aged 7-8 years: a sequential mixed method approach. 7-8岁儿童零食教养方式与龋齿状况的关系:一项顺序混合方法研究
IF 2.3 Q2 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2025-08-01 Epub Date: 2025-02-13 DOI: 10.1007/s40368-025-01003-y
Y Selvaraj, P R GeethaPriya, S Asokan, S Viswanath

Purpose: Literature search shows that there is less evidence of the association between snack parenting styles and dental caries. This study aimed to assess the snack parenting style of mothers of children aged 7-8 years and its association with the dental caries status of their children.

Methods: This study used a sequential mixed-method approach. In the quantitative phase, the Parenting around SNAcking Questionnaire (P-SNAQ) was used to assess the snack parenting style of mothers. DMFT/deft indices were used to record the dental caries status of their children. In the qualitative phase, in-depth face-to-face interviews were conducted. Through a thematic approach, codes and themes were derived.

Results: A total of 600 mother-child pairs participated. Autonomy support was the most common type of snack parenting style (n = 283). There was no significant association between snack parenting style and children's dental caries status. Five themes were derived: (1) Scenarios of snacking; (2) Parental factors affecting snacking; (3) Snack intake influencers; (4) Unhealthy strands; (5) Healthy alternatives.

Conclusion: Snack parenting styles did not influence the dental caries status of children. Those who had snack regulations at home or school were more likely to prefer healthy snacks. Mothers expressed the need for branded healthy snacks.

目的:文献检索表明,很少有证据表明零食养育方式与龋齿之间的联系。本研究旨在评估7-8岁儿童母亲的零食养育方式及其与孩子龋齿状况的关系。方法:本研究采用顺序混合方法。在定量阶段,采用《零食父母教养问卷》(P-SNAQ)对母亲的零食教养方式进行评估。采用DMFT/deft指数记录儿童龋病状况。在定性阶段,进行了深入的面对面访谈。通过主题方法,推导出代码和主题。结果:共600对母子参与。自主支持是最常见的零食育儿方式(n = 283)。吃零食的父母教养方式与儿童龋齿状况之间无显著关联。衍生出五个主题:(1)零食场景;(2)父母因素对零食的影响;(3)零食摄入影响因素;(4)不健康的股线;(5)健康的替代品。结论:零食教养方式对儿童龋病状况无影响。那些在家里或学校有零食规定的人更喜欢健康的零食。母亲们表达了对品牌健康零食的需求。
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引用次数: 0
期刊
European Archives of Paediatric Dentistry
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