JDR Clinical & Translational Research最新文献

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Examining the Effect of Income-Based Inequalities and Dental Service Provision on Dental Service Utilization among Older Australians: A Multiple Mediation Analysis. 研究基于收入的不平等和牙科服务提供对澳大利亚老年人牙科服务利用的影响:多重中介分析。
IF 2.2
JDR Clinical & Translational Research Pub Date : 2024-07-01 Epub Date: 2023-10-20 DOI: 10.1177/23800844231199658
A Ghanbarzadegan, W Sohn, J Wallace, D S Brennan, L M Jamieson
{"title":"Examining the Effect of Income-Based Inequalities and Dental Service Provision on Dental Service Utilization among Older Australians: A Multiple Mediation Analysis.","authors":"A Ghanbarzadegan, W Sohn, J Wallace, D S Brennan, L M Jamieson","doi":"10.1177/23800844231199658","DOIUrl":"10.1177/23800844231199658","url":null,"abstract":"<p><strong>Introduction: </strong>Public service provision is one of the keys to reducing inequalities in the utilization of dental services. Given the increase in the aging population, there should be a focus on older adults' oral health. However, this is often overlooked.</p><p><strong>Objectives: </strong>This study investigates the effectiveness of public services in reducing income-related inequalities in dental service utilization among older South Australians.</p><p><strong>Methods: </strong>A multiple counterfactual mediation analysis using the ratio of mediator probability weighting approach was used to explore the proposed mediation mechanism using a South Australian population of older adults (≥65 y). The exposure variable in the analysis was income, and the mediators were concession cards and the last dental sector (public or private). The outcome variable was the time of last dental visit.</p><p><strong>Results: </strong>Half of the older adults with high income (≥$40,000) owned a concession card, and 10% of those who attended public dental services belonged to this group. Interestingly, only 16.3% of the study participants had visited the public dental sector at their last dental appointment. Results showed a negligible indirect effect (odds ratio [OR], 0.99; 95% confidence interval [CI], 0.85-1.05) and a significant direct effect (OR, 3.09; 95% CI, 2.24-4.87). By changing the potential outcome distributions to the counterfactual exposure distributions and taking the mediators' distribution as a counterfactual exposure distribution, the odds of dental visits occurring before the past 12 mo approximately tripled for low-income compared to high-income individuals.</p><p><strong>Conclusion: </strong>Income inequalities were associated with relatively delayed dental visits in older South Australians, and provision of public services could not improve this pattern. This might happen due to inequitable access to concession cards and public services. A review of policies is required, including addressing income inequalities and implementing short-term approaches to improve service utilization patterns in older South Australians.</p><p><strong>Knowledge transfer statement: </strong>The findings of this study can enable policymakers for informed decision-making about the provision of public dental services for older Australians. This study emphasizes the importance of reviewing the current public dental services and subsidies and implementing short-term approaches to reduce income inequalities for older Australians.</p>","PeriodicalId":14783,"journal":{"name":"JDR Clinical & Translational Research","volume":null,"pages":null},"PeriodicalIF":2.2,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11186176/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49677552","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dentists' Approaches to Treatment Decision-Making for People with Dementia: A Qualitative Study. 牙医对痴呆症患者治疗决策的方法:一项定性研究。
IF 2.2
JDR Clinical & Translational Research Pub Date : 2024-07-01 Epub Date: 2023-09-29 DOI: 10.1177/23800844231199385
A Geddis-Regan, C Abley, C Exley, R Wassall
{"title":"Dentists' Approaches to Treatment Decision-Making for People with Dementia: A Qualitative Study.","authors":"A Geddis-Regan, C Abley, C Exley, R Wassall","doi":"10.1177/23800844231199385","DOIUrl":"10.1177/23800844231199385","url":null,"abstract":"<p><strong>Introduction: </strong>Globally, the number of people living with dementia (PLwD) is projected to increase substantially. Dentists will encounter an increasing number of PLwD retaining natural teeth who need dental care. Dental treatment planning can be complex for PLwD as both oral diseases and dental treatment can be detrimental to patients' oral and social function and comfort. In addition, patients may lack the capacity to make decisions about their treatment, posing further challenges for dentists.</p><p><strong>Objective: </strong>This study aimed to explore dentists' approach to treatment decision-making with or for PLwD.</p><p><strong>Methods: </strong>Semistructured one-to-one interviews were completed with 22 dentists between April 2020 and March 2021. Data generation and analysis followed the principles of constructivist grounded theory with data being collected and analyzed simultaneously using a maximum variation sample. Interviews were recorded, transcribed verbatim, and then analyzed, leading to a theoretical understanding of how dentists approach treatment decisions for PLwD.</p><p><strong>Results: </strong>Four data categories describe dentists' approaches to treatment decision-making for PLwD. Dentists sought to provide individualized care for PLwD. However, they described planning care based on risk-benefit analyses that primarily considered biomedical factors and generic assumptions. There was an underemphasis on the psychological or social implications of dental care or its delivery. Furthermore, while some dentists attempted to involve patients in treatment decisions, they reported fewer attempts to identify the views and preferences of PLwD identified as lacking decisional capacity. In this scenario, dentists reported leading the decision-making process with little regard for patients' known or identified preferences and minimal involvement of PLwD's family.</p><p><strong>Conclusions: </strong>Dentists acknowledge the complexity in treatment decision-making for PLwD yet focused heavily on biomedical considerations, with an underemphasis on individuals' preferences and autonomy. Considering psychosocial aspects of care alongside biomedical factors is essential to support holistic person-centered care for this growing patient cohort.</p><p><strong>Knowledge transfer statement: </strong>This study highlighted that dentists may only be considering biomedical aspects of care when considering what treatment is appropriate for people living with dementia. When making or supporting treatment decisions, dentists should explore patients' preferences and actively consider relevant psychosocial factors. These can be actively identified through considered discussions with patients as well as their family members. Gathering this information should support more person-centered and value-concordant decision-making for people living with dementia.</p>","PeriodicalId":14783,"journal":{"name":"JDR Clinical & Translational Research","volume":null,"pages":null},"PeriodicalIF":2.2,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11318378/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41121703","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Cluster Analysis of Oral and Cognitive Health Indicators in the CLSA: An Exploratory Study on Cholinergic Activity as the Link. CLSA口腔和认知健康指标的聚类分析:关于胆碱能活动联系的探索性研究。
IF 3
JDR Clinical & Translational Research Pub Date : 2024-07-01 Epub Date: 2023-08-22 DOI: 10.1177/23800844231190834
K Rohani, B Nicolau, S Madathil, L Booij, D Jafarpour, P B Haricharan, J Feine, R Alchini, F Tamimi, R de Souza
{"title":"A Cluster Analysis of Oral and Cognitive Health Indicators in the CLSA: An Exploratory Study on Cholinergic Activity as the Link.","authors":"K Rohani, B Nicolau, S Madathil, L Booij, D Jafarpour, P B Haricharan, J Feine, R Alchini, F Tamimi, R de Souza","doi":"10.1177/23800844231190834","DOIUrl":"10.1177/23800844231190834","url":null,"abstract":"<p><strong>Introduction: </strong>Poor oral health has been suggested as a risk factor for cognitive decline. Yet, biologically plausible mechanisms explaining this relationship remain unknown.</p><p><strong>Objectives: </strong>We aimed (1) to identify oral and cognitive health clustering patterns among middle-aged to elderly Canadians and (2) to investigate the extent to which these patterns could be explained by bone mineral density (BMD), a proxy measure of the cholinergic neurons' activity.</p><p><strong>Methods: </strong>This cross-sectional study used baseline data from the Comprehensive cohort of the Canadian Longitudinal Study of Aging (CLSA). Oral health was assessed by a self-report questionnaire, and 7 task-based instruments measured cognitive health. We identified oral and cognitive health clusters, our outcome variables, using latent class analysis. Two sets of multivariate logistic regression and 95% confidence intervals were used to investigate whether BMD explains the odds of membership in a certain oral and cognitive health group. The final models were adjusted for socioeconomic, health, and lifestyle factors.</p><p><strong>Results: </strong>Our study sample (N = 25,444: 13,035 males, 12,409 females) was grouped into 5 and 4 clusters based on the oral health status and performance on the cognitive tasks, respectively. After adjusting for all potential covariates, increase in BMD was not associated with higher odds of membership in classes with better oral health (odds ratio [OR] = 1.58 [95% confidence interval {CI}: 0.85-2.92]) and cognitive health (OR = 1.61 [95% CI: 1-2.6]) compared with the groups with the least favorable oral and cognitive health status, respectively.</p><p><strong>Conclusion: </strong>Middle-aged and elderly Canadians show different oral and cognitive health profiles, based on their denture-wearing status and performance on cognitive tests. No evidence could be found to support BMD in place of cholinergic neurons' activity as the common explanatory factor behind the association between oral health and cognitive health.</p><p><strong>Knowledge transfer statement: </strong>This study is probably the first of its kind to shed light on the cholinergic system as a potential pathway influencing oral and cognitive health. Our findings may support the notion that any potential association between poor oral health and cognitive health might be explained by common contributors, helping clinicians to find the common risk factors for both conditions.</p>","PeriodicalId":14783,"journal":{"name":"JDR Clinical & Translational Research","volume":null,"pages":null},"PeriodicalIF":3.0,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11184914/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10041962","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Early Childhood Caries Intervention in Aboriginal Australian Children: A Cross-in Randomized Trial. 澳大利亚土著儿童早期龋齿干预:交叉随机试验
IF 2.2
JDR Clinical & Translational Research Pub Date : 2024-07-01 Epub Date: 2023-08-24 DOI: 10.1177/23800844231191714
X Ju, M N Mittinty, L Smithers, L Jamieson
{"title":"Early Childhood Caries Intervention in Aboriginal Australian Children: A Cross-in Randomized Trial.","authors":"X Ju, M N Mittinty, L Smithers, L Jamieson","doi":"10.1177/23800844231191714","DOIUrl":"10.1177/23800844231191714","url":null,"abstract":"<p><strong>Introduction: </strong>Early childhood caries (ECC) is the strongest predictor of dental caries in adulthood. Indigenous children have higher levels of ECC compared with non-Indigenous children. The study aimed to estimate the efficacy of an ECC intervention among Aboriginal Australian children.</p><p><strong>Methods: </strong>Baby Teeth Talk was an outcome assessor-blinded, closed-cohort cross-in randomized controlled trial conducted in South Australia, Australia. We randomly allocated 448 women pregnant with an Aboriginal child to either an immediate (II) or delayed (DI) intervention group between January 2011 and May 2012. The immediate intervention comprised (1) provision of dental care to mothers during pregnancy; (2) application of fluoride varnish to teeth of children at ages 6, 12; and 18 mo; (3) motivational interviewing delivered in conjunction; and (4) anticipatory guidance. Mothers/children in the DI group received the same intervention commencing when the child was 24 mo of age. The outcomes were assessed by the number of decayed, missing, and filled teeth (dmft) in children aged 24, 36, and 60 mo. Regression-based approaches with generalized linear mixed effect (log-Poisson) model characterized the mean dmft to estimate risk ratios (RRs) and 95% confidence intervals (95% CIs).</p><p><strong>Results: </strong>A total of 223 participants were randomly allocated to the II group and 225 to the DI group. Three hundred sixty-five children (178 II, 187 DI) received at least 1 dental clinical examination at 24, 36, and 60 mo of follow-up. The mean dmft was lower in the II group (0.48, 1.32, and 2.06) than in the DI group (0.82, 1.90, and 3.29) at each time point, respectively. The direct ECC intervention effect was to prevent/decrease dental decay experience (dmft) occurrence by 84% (RR = 1.84, 95% CI: 1.20-2.48) after adjusting for all covariates.</p><p><strong>Conclusions: </strong>Our analysis indicated that the time-varied ECC intervention had immediate and longer-term effects on the prevention of ECC among Indigenous Australian children.</p><p><strong>Knowledge transfer statement: </strong>The study aimed to estimate the efficacy of an early childhood caries (ECC) intervention among Aboriginal Australian children. The findings indicated that the culturally appropriate ECC intervention is effective for the preventive of ECC and can be used by clinicians, educators, and policy makers when planning an ECC intervention, so as to prevent and reduce ECC and meet identified oral health needs across the Australian population, which is important for preventive dental care.</p>","PeriodicalId":14783,"journal":{"name":"JDR Clinical & Translational Research","volume":null,"pages":null},"PeriodicalIF":2.2,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11184907/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10050426","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Corrigendum to "A Cluster Analysis of Oral and Cognitive Health Indicators in the CLSA: An Exploratory Study on Cholinergic Activity as the Link". 口腔和认知健康指标的聚类分析:关于胆碱能活动联系的探索性研究 "的更正。
IF 2.2
JDR Clinical & Translational Research Pub Date : 2024-07-01 Epub Date: 2024-05-17 DOI: 10.1177/23800844241251850
{"title":"Corrigendum to \"A Cluster Analysis of Oral and Cognitive Health Indicators in the CLSA: An Exploratory Study on Cholinergic Activity as the Link\".","authors":"","doi":"10.1177/23800844241251850","DOIUrl":"10.1177/23800844241251850","url":null,"abstract":"","PeriodicalId":14783,"journal":{"name":"JDR Clinical & Translational Research","volume":null,"pages":null},"PeriodicalIF":2.2,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11299368/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140957330","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
In Reply to Saenthaveesuk et al. 对 Saenthaveesuk 等人的答复
IF 3
JDR Clinical & Translational Research Pub Date : 2024-07-01 Epub Date: 2023-06-12 DOI: 10.1177/23800844231175642
E Topkan, E Somay, U Selek
{"title":"In Reply to Saenthaveesuk et al.","authors":"E Topkan, E Somay, U Selek","doi":"10.1177/23800844231175642","DOIUrl":"10.1177/23800844231175642","url":null,"abstract":"","PeriodicalId":14783,"journal":{"name":"JDR Clinical & Translational Research","volume":null,"pages":null},"PeriodicalIF":3.0,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9618030","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
Periodontal Effects of the Reversible Dipeptidyl Peptidase 1 Inhibitor Brensocatib in Bronchiectasis. 可逆性二肽基肽酶1抑制剂Brensocatib在支气管扩张中的牙周作用。
IF 2.2
JDR Clinical & Translational Research Pub Date : 2024-07-01 Epub Date: 2023-09-25 DOI: 10.1177/23800844231196884
J C Gunsolley, J D Chalmers, O Sibila, C Fernandez, F A Scannapieco
{"title":"Periodontal Effects of the Reversible Dipeptidyl Peptidase 1 Inhibitor Brensocatib in Bronchiectasis.","authors":"J C Gunsolley, J D Chalmers, O Sibila, C Fernandez, F A Scannapieco","doi":"10.1177/23800844231196884","DOIUrl":"10.1177/23800844231196884","url":null,"abstract":"<p><strong>Aims: </strong>Brensocatib is a reversible inhibitor of dipeptidyl peptidase 1 (cathepsin C), in development to treat chronic non-cystic fibrosis bronchiectasis. The phase 2, randomized, placebo-controlled WILLOW trial (NCT03218917) was conducted to examine whether brensocatib reduced the incidence of pulmonary exacerbations. Brensocatib prolonged the time to the first exacerbation and led to fewer exacerbations than placebo. Because brensocatib potentially affects oral tissues due to its action on neutrophil-mediated inflammation, we analyzed periodontal outcomes in the trial participants.</p><p><strong>Materials and methods: </strong>Patients with bronchiectasis were randomized 1:1:1 to receive once-daily oral brensocatib 10 or 25 mg or placebo. Periodontal status was monitored throughout the 24-week trial in a prespecified safety analysis. Periodontal pocket depth (PPD) at screening, week 8, and week 24 was evaluated. Gingival inflammation was evaluated by a combination of assessing bleeding upon probing and monitoring the Löe-Silness Gingival Index on 3 facial surfaces and the mid-lingual surface.</p><p><strong>Results: </strong>At week 24, mean ± SE PPD reductions were similar across treatment groups: -0.07 ± 0.007, -0.06 ± 0.007, and -0.15 ± 0.007 mm with brensocatib 10 mg, brensocatib 25 mg, and placebo, respectively. The distribution of changes in PPD and the number of patients with multiple increased PPD sites were similar across treatment groups at weeks 8 and 24. The frequencies of gingival index values were generally similar across treatment groups at each assessment. An increase in index values 0-1 and a decrease in index values 2-3 over time and at the end of the study were observed in all groups, indicating improved oral health.</p><p><strong>Conclusions: </strong>In patients with non-cystic fibrosis bronchiectasis, brensocatib 10 or 25 mg had an acceptable safety profile after 6 months' treatment, with no changes in periodontal status noted. Improvement in oral health at end of the study may be due to regular dental care during the trial and independent of brensocatib treatment.</p><p><strong>Knowledge transfer statement: </strong>The results of this study suggest that 24 weeks of treatment with brensocatib does not affect periodontal disease progression. This information can be used by clinicians when considering treatment approaches for bronchiectasis and suggests that the use of brensocatib will not be limited by periodontal disease risks. Nevertheless, routine dental/periodontal care should be provided to patients irrespective of brensocatib treatment.</p>","PeriodicalId":14783,"journal":{"name":"JDR Clinical & Translational Research","volume":null,"pages":null},"PeriodicalIF":2.2,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11184906/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41128227","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhancing Intraoral Fluoride Retention in Older Adults: A Randomized Crossover Study. 增强老年人口内氟化物保留:随机交叉研究
IF 3
JDR Clinical & Translational Research Pub Date : 2024-06-14 DOI: 10.1177/23800844241252816
J Baez-Polan, T E Danciu, D Sweier, C González-Cabezas, M Fontana, L M A Tenuta
{"title":"Enhancing Intraoral Fluoride Retention in Older Adults: A Randomized Crossover Study.","authors":"J Baez-Polan, T E Danciu, D Sweier, C González-Cabezas, M Fontana, L M A Tenuta","doi":"10.1177/23800844241252816","DOIUrl":"https://doi.org/10.1177/23800844241252816","url":null,"abstract":"<p><strong>Introduction: </strong>Previous studies have shown that a calcium prerinse can increase intraoral fluoride retention from a fluoride rinse. To explore the potential of this approach to control root caries, we assessed intraoral fluoride bioavailability after a calcium prerinse in older adults with normal to low salivary flow rates.</p><p><strong>Methods: </strong>In a 2-period crossover trial (NCT04239872), 20 participants (65-80 y old), with low or normal salivary flow rate, rinsed for 1 min with a 0.05% NaF mouth rinse (226 ppm F, F only) or with this rinse immediately after a 1-min rinse with 150 mM calcium lactate (Ca→F). Dental biofilm and saliva samples were collected before and up to 2 h after the rinse(s). Fluoride concentrations in saliva (whole and clarified) and dental biofilm (fluid and solid phases) were blindly determined. Data were statistically analyzed by a mixed-effects model for the effect of treatment, time, and their interaction (<i>α</i> = 5%).</p><p><strong>Results: </strong>The Ca→F group resulted in significantly higher fluoride concentrations in all variables analyzed, for almost all of the collection time points. The effect was greater in the biofilm solids and whole saliva (compatible with the formation of calcium fluoride deposits) and still significant (<i>P</i> < 0.001) after 2 h in the biofilm fluid and clarified saliva, suggesting that fluoride stored in insoluble particles was released, increasing free fluoride.</p><p><strong>Conclusion: </strong>The use of a calcium prerinse before a fluoride rinse was able to prolong intraoral fluoride bioavailability in older adults.</p><p><strong>Knowledge transfer statement: </strong>A calcium prerinse increased intraoral fluoride bioavailability in older individuals. This approach could be used to improve root caries control without the need to increase the fluoride concentration in dental products.</p>","PeriodicalId":14783,"journal":{"name":"JDR Clinical & Translational Research","volume":null,"pages":null},"PeriodicalIF":3.0,"publicationDate":"2024-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141320886","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
Predicting Dental General Anesthesia Use among Children with Behavioral Health Conditions. 有行为健康问题的儿童使用牙科全身麻醉的预测。
IF 3
JDR Clinical & Translational Research Pub Date : 2024-06-14 DOI: 10.1177/23800844241252817
J Peng, T J Gorham, B D Meyer
{"title":"Predicting Dental General Anesthesia Use among Children with Behavioral Health Conditions.","authors":"J Peng, T J Gorham, B D Meyer","doi":"10.1177/23800844241252817","DOIUrl":"https://doi.org/10.1177/23800844241252817","url":null,"abstract":"<p><strong>Objectives: </strong>To evaluate how different data sources affect the performance of machine learning algorithms that predict dental general anesthesia use among children with behavioral health conditions.</p><p><strong>Study design: </strong>Observational study using claims data.</p><p><strong>Methods: </strong>Using Medicaid claims from Partners For Kids (2013-2019), electronic medical record data, and the Ohio Child Opportunity Index, we conducted a retrospective cohort study of 12,410 children with behavioral health diagnoses. Four lasso-regularized logistic regression models were developed to predict dental general anesthesia use, each incorporating different data sources. Lift scores, or the ratio of positive predictive value to base case prevalence, were used to compare models, and a lift score of 2.5 was considered minimally acceptable for risk prediction.</p><p><strong>Results: </strong>Dental general anesthesia use ranged from 3.2% to 3.9% across models, which made it difficult for the machine learning models to achieve high positive predictive value. Model performance was best when either the electronic medical record (lift = 2.59) or Ohio Child Opportunity Index (lift = 2.56), but not both (lift = 2.34) or neither (lift = 1.87), was used.</p><p><strong>Conclusions: </strong>Incorporating additional data sources improved machine learning model performance, and 2 models achieved satisfactory performance. The model using electronic medical record data could be applied in hospital-based settings, and the model using the Ohio Child Opportunity Index could be more valuable in community-based settings.</p><p><strong>Knowledge transfer statement: </strong>Machine learning was applied to satisfactorily predict which children with behavioral health diagnoses would require dental treatment under general anesthesia. Incorporating electronic medical record data or area-level social determinants of health data, but not both, improved the performance of the machine learning predictions. The 2 highest performing models could be applied by hospitals using medical record data or by organizations using area-level social determinants of health data to risk stratify the pediatric behavioral health population.</p>","PeriodicalId":14783,"journal":{"name":"JDR Clinical & Translational Research","volume":null,"pages":null},"PeriodicalIF":3.0,"publicationDate":"2024-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141320887","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
Triple Jeopardy in Oral Health: Additive Effects of Immigrant Status, Education, and Neighborhood. 口腔健康的三重危险:移民身份、教育和邻里关系的叠加效应。
IF 3
JDR Clinical & Translational Research Pub Date : 2024-06-14 DOI: 10.1177/23800844241253518
G H Soares, D Haag, J L Bastos, G Mejia, L Jamieson
{"title":"Triple Jeopardy in Oral Health: Additive Effects of Immigrant Status, Education, and Neighborhood.","authors":"G H Soares, D Haag, J L Bastos, G Mejia, L Jamieson","doi":"10.1177/23800844241253518","DOIUrl":"https://doi.org/10.1177/23800844241253518","url":null,"abstract":"<p><strong>Purpose: </strong>To estimate the additive effects of parent's nativity status/language spoken at country of birth, education, and area-level socioeconomic status (SES) on untreated dental caries among children aged 5 to 9 y in Australia.</p><p><strong>Methods: </strong>Cross-sectional population-based data were obtained from the 2014 National Child Oral Health Study (N = 12,140). Indicators of social position used to explore additive effects on dental caries included nativity status, language, university degree, and neighborhood socioeconomic level. Multiple-way interactions were examined, and departure from additivity resulting from 2- and 3-way interactions were estimated as relative excess risk due to interaction (RERI).</p><p><strong>Results: </strong>Children marginalized across multiple layers of disadvantage had substantially higher frequencies of dental caries compared with children in the most advantaged category. RERI for the 3-way interaction between immigrant status, education, and neighborhood SES was negative (RERI<sub>3</sub>: -0.14; 95% confidence interval [CI]: -1.68, 1.40). When operationalizing language, education, and neighborhood SES, the joint effect of the 3 marginalized positions was additive (RERI<sub>3</sub>: 0.43; 95% CI: -2.08, 2.95).</p><p><strong>Conclusion: </strong>Children marginalized across multiple intersecting axes of disadvantage bear the greatest burden of dental caries, with frequencies surpassing the cumulative effect of each social position alone. Findings emphasize the need to account for intersecting inequities and their oral health effects among children with immigrant backgrounds.</p><p><strong>Knowledge transfer statement: </strong>Our analysis underscores the necessity for policies and public health strategies targeting dental caries-related inequities to comprehensively account for various indicators of social disadvantage, particularly encompassing language proficiency, educational attainment, and neighborhood socioeconomic status. Within the intricate interplay of these factors, we identify a vulnerable subgroup comprising children with the highest prevalence of dental decay. Therefore, prioritizing this specific demographic should be the focal point of policies and public health initiatives aimed at fostering equitable oral health outcomes.</p>","PeriodicalId":14783,"journal":{"name":"JDR Clinical & Translational Research","volume":null,"pages":null},"PeriodicalIF":3.0,"publicationDate":"2024-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141320888","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}
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