{"title":"应用具有异质随机效应的零膨胀泊松模型评估口腔健康教育对孕妇龋齿的影响:一项纵向实验研究。","authors":"Somayeh Ahmadi Gooraji, Farid Zayeri, Yeganeh Sharifnejad, Zahra Ghorbani, Marzie Deghatipour, Maryam Heydarpour Meymeh, Alireza Akbarzadeh Baghban","doi":"","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Pregnant women have poor knowledge of oral hygiene during pregnancy. One problem with the follow-up of dental caries in this group is zero accumulation in the decayed, missing, and filled teeth (DMFT) index, for which some models must be used to achieve valid results. The studied population may be heterogeneous in longitudinal studies, leading to biased estimates. We aimed to assess the impact of oral health education on dental caries in pregnant women using a suitable model in a longitudinal experimental study with heterogeneous random effects.</p><p><strong>Materials and methods: </strong>This longitudinal, experimental research was carried out on pregnant women who visited medical centers in Tehran. The educational group (236 cases) received education for three sessions. The control group (200 cases) received only standard training. The DMFT index assessed oral and dental health at baseline, 6 months, and 24 months after delivery. The Chi-square test was used for comparing nominal variables and the Mann-Whitney <i>U</i> test for ordinal variables. The zero-inflated Poisson (ZIP) model was applied under heterogeneous and homogeneous random effects using R 4.2.1, SPSS 26, and SAS 9.4. The level of significance was set at 0.05.</p><p><strong>Results: </strong>Data from 436 women aged 15 years and older were analyzed. Zero accumulation in the DMFT was mainly related to the filled teeth (51%). The heterogeneous ZIP model fitted better to the data. On average, the intervention group exhibited a higher rate of change in filled teeth over time than the control group (<i>P</i> = 0.021).</p><p><strong>Conclusion: </strong>The proposed ZIP model is a suitable model for predicting filled teeth in pregnant women. An educational intervention during pregnancy can improve oral health in the long-term follow-up.</p>","PeriodicalId":11016,"journal":{"name":"Dental Research Journal","volume":"21 ","pages":"26"},"PeriodicalIF":0.0000,"publicationDate":"2024-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11346597/pdf/","citationCount":"0","resultStr":"{\"title\":\"Application of zero-inflated Poisson model with heterogeneous random effects to evaluate the effect of oral health education on pregnant women's dental caries: A longitudinal experimental study.\",\"authors\":\"Somayeh Ahmadi Gooraji, Farid Zayeri, Yeganeh Sharifnejad, Zahra Ghorbani, Marzie Deghatipour, Maryam Heydarpour Meymeh, Alireza Akbarzadeh Baghban\",\"doi\":\"\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Pregnant women have poor knowledge of oral hygiene during pregnancy. One problem with the follow-up of dental caries in this group is zero accumulation in the decayed, missing, and filled teeth (DMFT) index, for which some models must be used to achieve valid results. The studied population may be heterogeneous in longitudinal studies, leading to biased estimates. We aimed to assess the impact of oral health education on dental caries in pregnant women using a suitable model in a longitudinal experimental study with heterogeneous random effects.</p><p><strong>Materials and methods: </strong>This longitudinal, experimental research was carried out on pregnant women who visited medical centers in Tehran. The educational group (236 cases) received education for three sessions. The control group (200 cases) received only standard training. The DMFT index assessed oral and dental health at baseline, 6 months, and 24 months after delivery. The Chi-square test was used for comparing nominal variables and the Mann-Whitney <i>U</i> test for ordinal variables. The zero-inflated Poisson (ZIP) model was applied under heterogeneous and homogeneous random effects using R 4.2.1, SPSS 26, and SAS 9.4. The level of significance was set at 0.05.</p><p><strong>Results: </strong>Data from 436 women aged 15 years and older were analyzed. Zero accumulation in the DMFT was mainly related to the filled teeth (51%). The heterogeneous ZIP model fitted better to the data. On average, the intervention group exhibited a higher rate of change in filled teeth over time than the control group (<i>P</i> = 0.021).</p><p><strong>Conclusion: </strong>The proposed ZIP model is a suitable model for predicting filled teeth in pregnant women. 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引用次数: 0
摘要
背景:孕妇对孕期口腔卫生知识知之甚少。对这一群体进行龋齿随访的一个问题是蛀牙、缺牙和补牙(DMFT)指数的零累积,必须使用一些模型才能获得有效的结果。在纵向研究中,被研究的人群可能是异质性的,从而导致估计结果有偏差。我们的目的是在一项具有异质性随机效应的纵向实验研究中,使用合适的模型评估口腔健康教育对孕妇龋齿的影响:这项纵向实验研究的对象是在德黑兰医疗中心就诊的孕妇。教育组(236 例)接受了三次教育。对照组(200 例)仅接受标准培训。DMFT 指数评估了基线、6 个月和产后 24 个月的口腔和牙齿健康状况。对名义变量的比较采用卡方检验(Chi-square test),对序数变量的比较采用曼-惠特尼 U 检验(Mann-Whitney U test)。在异质和同质随机效应下,使用 R 4.2.1、SPSS 26 和 SAS 9.4 应用了零膨胀泊松(ZIP)模型。显著性水平设定为 0.05:分析了 436 名 15 岁及以上女性的数据。DMFT 中的零累积主要与填充牙有关(51%)。异质 ZIP 模型更符合数据。平均而言,随着时间的推移,干预组的充填牙齿变化率高于对照组(P = 0.021):结论:提出的 ZIP 模型是预测孕妇补牙情况的合适模型。孕期教育干预可在长期随访中改善口腔健康。
Application of zero-inflated Poisson model with heterogeneous random effects to evaluate the effect of oral health education on pregnant women's dental caries: A longitudinal experimental study.
Background: Pregnant women have poor knowledge of oral hygiene during pregnancy. One problem with the follow-up of dental caries in this group is zero accumulation in the decayed, missing, and filled teeth (DMFT) index, for which some models must be used to achieve valid results. The studied population may be heterogeneous in longitudinal studies, leading to biased estimates. We aimed to assess the impact of oral health education on dental caries in pregnant women using a suitable model in a longitudinal experimental study with heterogeneous random effects.
Materials and methods: This longitudinal, experimental research was carried out on pregnant women who visited medical centers in Tehran. The educational group (236 cases) received education for three sessions. The control group (200 cases) received only standard training. The DMFT index assessed oral and dental health at baseline, 6 months, and 24 months after delivery. The Chi-square test was used for comparing nominal variables and the Mann-Whitney U test for ordinal variables. The zero-inflated Poisson (ZIP) model was applied under heterogeneous and homogeneous random effects using R 4.2.1, SPSS 26, and SAS 9.4. The level of significance was set at 0.05.
Results: Data from 436 women aged 15 years and older were analyzed. Zero accumulation in the DMFT was mainly related to the filled teeth (51%). The heterogeneous ZIP model fitted better to the data. On average, the intervention group exhibited a higher rate of change in filled teeth over time than the control group (P = 0.021).
Conclusion: The proposed ZIP model is a suitable model for predicting filled teeth in pregnant women. An educational intervention during pregnancy can improve oral health in the long-term follow-up.
期刊介绍:
Dental Research Journal, a publication of Isfahan University of Medical Sciences, is a peer-reviewed online journal with Bimonthly print on demand compilation of issues published. The journal’s full text is available online at http://www.drjjournal.net. The journal allows free access (Open Access) to its contents and permits authors to self-archive final accepted version of the articles on any OAI-compliant institutional / subject-based repository. The journal will cover technical and clinical studies related to health, ethical and social issues in field of Dentistry. Articles with clinical interest and implications will be given preference.