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Pouraskari Z, Yazdani R, Khademi M, Hessari H. Patterns and factors associated with dental service utilization among insured people: a data mining approach. BMC Med Inform Decis Mak 2024; 24:180. [PMID: 38915072 PMCID: PMC11197210 DOI: 10.1186/s12911-024-02572-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2024] [Accepted: 06/11/2024] [Indexed: 06/26/2024] Open
Abstract
BACKGROUND Insurance databases contain valuable information related to the use of dental services. This data is instrumental in decision-making processes, enhancing risk assessment, and predicting outcomes. The objective of this study was to identify patterns and factors influencing the utilization of dental services among complementary insured individuals, employing a data mining methodology. METHODS A secondary data analysis was conducted using a dental insurance dataset from Iran in 2022. The Cross-Industry Standard Process for Data Mining (CRISP-DM) was employed as a data mining approach for knowledge extraction from the database. The utilization of dental services was the outcome of interest, and independent variables were chosen based on the available information in the insurance dataset. Dental services were categorized into nine groups: diagnostic, preventive, periodontal, restorative, endodontic, prosthetic, implant, extraction/surgical, and orthodontic procedures. The independent variables included age, gender, family size, insurance history, franchise, insurance limit, and policyholder. A multinomial logistic regression model was utilized to investigate the factors associated with dental care utilization. All analyses were conducted using RapidMiner Version 2020. RESULTS The analysis encompassed a total of 654,418 records, corresponding to 118,268 insured individuals. Predominantly, restorative treatments were the most utilized services, accounting for approximately 38% of all services, followed by diagnostic (18.35%) and endodontic (13.3%) care. Individuals aged between 36 and 60 years had the highest rate of utilization for any dental services. Additionally, families comprising three to four members, individuals with a one-year insurance history, people contracted with a 20% franchise, individuals with a high insurance limit, and insured individuals with a small policyholder, exhibited the highest rate of service usage compared to their counterparts. The regression model revealed that all independent variables were significantly associated with the use of dental services. However, the patterns of association varied among different service categories. CONCLUSIONS Restorative treatments emerged as the most frequently used dental services among insured individuals, followed by diagnostic and endodontic procedures. The pattern of service utilization was influenced by the characteristics of the insured individuals and attributes related to their insurance.
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Affiliation(s)
- Zahra Pouraskari
- Department of Community Oral Health, School of Dentistry, Tehran University of Medical Sciences, Tehran, Iran
| | - Reza Yazdani
- Department of Community Oral Health, School of Dentistry, Tehran University of Medical Sciences, Tehran, Iran
- Research Centre for Caries Prevention, Dentistry Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Maryam Khademi
- Department of Applied Mathematics, South Tehran Branch, Islamic Azad University, Tehran, Iran
| | - Hossein Hessari
- Department of Community Oral Health, School of Dentistry, Tehran University of Medical Sciences, Tehran, Iran.
- Research Centre for Caries Prevention, Dentistry Research Institute, Tehran University of Medical Sciences, Tehran, Iran.
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Tan SHX, Lee GKY, Goh CE, Tong HJ, Chuang JCP, Ang KY, Lim DGX, Gao X. Impact of income and financial subsidies on oral health care utilization among persons with disabilities in Singapore. Community Dent Oral Epidemiol 2024; 52:336-343. [PMID: 38644526 DOI: 10.1111/cdoe.12962] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Revised: 03/22/2024] [Accepted: 03/27/2024] [Indexed: 04/23/2024]
Abstract
BACKGROUND/AIM(S) Globally, studies have shown that the dental disease burden among persons with intellectual and/or developmental disabilities (IDD) is high and can be attributed to lower utilization levels of dental services. The aim of the study was to assess the influence of income and financial subsidies on the utilization of dental care services among persons with IDD in Singapore. METHODS Between August 2020 and August 2021, a cross-sectional study was conducted via centres offering Early Intervention Programme for Infants and Children, special education schools and adult associations in Singapore serving persons with IDD. A sample of 591 caregivers of children and adults with IDD completed the survey. Data on sociodemographic information, oral health behaviours and dental utilization were collected. Financial subsidy status was assessed by the uptake of a government-funded, opt-in Community Health Assist Scheme (CHAS) for low-income families that provided a fixed subsidy amount for dental services in the primary care setting. Statistical analysis was carried out using univariable, multiple logistic regression and modified Poisson regression. Propensity score matching was carried out in R version 4.0.2 to assess the impact of financial subsidies on oral health care utilization among persons with IDD. RESULTS Compared to those with lower gross monthly household incomes, the adjusted prevalence ratios of having at least one dental visit in the past year, having at least one preventive dental visit in the past year, and visiting the dentist at least once a year for persons with IDD with gross monthly household incomes of above SGD$4000 were 1.28 (95% CI 1.08-1.52), 1.48 (95% CI 1.14-1.92) and 1.36 (95% CI 1.09-1.70), respectively. Among those who were eligible for CHAS Blue subsidies (247 participants), 160 (62.0%) took up the CHAS Blue scheme and 96 (35.4%) visited the dentist at least yearly. There was no statistically significant difference in the utilization of dental services among individuals enrolled in the CHAS Blue subsidy scheme among those eligible for CHAS Blue subsidies. CONCLUSION Higher household income was associated with a higher prevalence of dental visits in the past year, preventive dental visits in the past year, and at least yearly dental visits. CHAS Blue subsidies alone had limited impact on dental utilization among persons with IDD who were eligible for subsidies.
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Affiliation(s)
- Sharon Hui Xuan Tan
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
| | | | - Charlene Enhui Goh
- Faculty of Dentistry, National University of Singapore, Singapore, Singapore
| | - Huei Jinn Tong
- Faculty of Dentistry, National University of Singapore, Singapore, Singapore
| | | | | | - David Guang Xu Lim
- Tzu Chi Singapore Free Clinic, Buddhist Compassion Relief Tzu Chi Foundation, Singapore, Singapore
- National Dental Centre Singapore, Singapore, Singapore
| | - Xiaoli Gao
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
- Faculty of Dentistry, National University of Singapore, Singapore, Singapore
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Wolf E, Ziesemer K, Van der Hijden E. Policy interventions to improve the accessibility and affordability of Dutch dental care. A scoping review of effective interventions. Heliyon 2024; 10:e28886. [PMID: 38707350 PMCID: PMC11066141 DOI: 10.1016/j.heliyon.2024.e28886] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Revised: 02/26/2024] [Accepted: 03/26/2024] [Indexed: 05/07/2024] Open
Abstract
Caries and periodontitis remain prevalent in the Netherlands. Given the assumption that increasing the accessibility and affordability of dental care can improve oral health outcomes, policy interventions aimed at improving these aspects may contribute to better oral health. To identify possible solutions, this scoping review firstly identifies policy interventions from around the world that have effectively improved the accessibility or affordability of dental care. Secondly, this review discusses the potential of the policy interventions identified that are applicable to the Dutch healthcare sector specifically. A literature search was performed in four databases. Two reviewers independently screened all potentially relevant titles and abstracts before doing the same for the full texts. Only studies that had quantitatively evaluated the effectiveness of policy interventions aimed at improving the accessibility or affordability of dental care were included. 61 of the 1288 retrieved studies were included. Interventions were grouped into four categories. Capacity interventions (n = 5) mainly focused on task delegation. Coverage interventions (n = 25) involved the expansion of covered dental treatments or the group eligible for coverage. Managed care interventions (n = 20) were frequently implemented in school or community settings. Payment model interventions (n = 11) focused on dental reimbursement rates or capitation. 199 indicators were identified throughout the 61 included studies. Indicators were grouped into three categories: accessibility (n = 137), affordability (n = 21), and oral health status (n = 41). Based on the included studies, increasing managed care interventions for children and adding dental coverage to the basic health insurance plan for adults could improve access to dental care in the Netherlands. Due to possible spillover effects, it is advisable to investigate a combination of these policy interventions. Further research will be necessary for the development of effective policy interventions in practice.
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Affiliation(s)
- E.H. Wolf
- Talma Instituut, Vrije Universiteit Amsterdam, Faculty of Social Sciences, De Boelelaan 1105, 1081, HV Amsterdam, Noord-Holland, the Netherlands
| | - K.A. Ziesemer
- Amsterdam UMC, Vrije Universiteit Amsterdam, Medical Library, De Boelelaan 1117, 1081, HV Amsterdam, Noord-Holland, the Netherlands
| | - E.J.E. Van der Hijden
- Talma Instituut, Vrije Universiteit Amsterdam, Faculty of Social Sciences, De Boelelaan 1105, 1081, HV Amsterdam, Noord-Holland, the Netherlands
- Zilveren Kruis Health Insurance, Handelsweg 2, 3707 NH Zeist, Utrecht, the Netherlands
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Sato Y, Fukai K, Kunori Y, Yoshioka E, Saijo Y. Trends in dental expenditures in Japan with a universal health insurance system. PLoS One 2023; 18:e0292547. [PMID: 37796959 PMCID: PMC10553203 DOI: 10.1371/journal.pone.0292547] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Accepted: 09/22/2023] [Indexed: 10/07/2023] Open
Abstract
BACKGROUND The government of Japan has spent a significant amount on dental healthcare, but it remains unknown how the spending varies across age, type of service, and time. This study describes trends in dental expenditures in Japan. METHODS This descriptive study used two national data sources: Estimates of National Medical Care Expenditure and Survey on Economic Conditions in Health Care. We obtained annual total and average per capita dental expenditures by age in Japan from 1984 to 2020 and estimated the proportions of types of service from 1996 to 2021. All costs were adjusted for the 2020 Consumer Price Index (1 US dollar ≈ 100 yen in 2020). RESULTS Total dental expenditures increased from 1.96 trillion yen in 1984 to 3.00 trillion yen in 2020. In particular, total and average per capita dental spending for older persons showed a rapid increase (total: from 185 billion yen in 1984 to 1.18 trillion yen in 2020; average per capita: from 15,500 yen in 1984 to 32,800 yen in 2020), contributing to the total amount increase. The crown restoration and prosthesis category amounted to 50.3% of the total expenditure in 1996, and this proportion declined to 32.4% by 2021. In 0-14 years persons, expenses on the crown restoration and prosthesis category decreased while the medical management category (mainly including fees for a management plan for oral diseases or oral functions) increased. In persons aged 65 years or older, expenses on the crown restoration and prosthesis category decreased, with increasing expenses in the medical management and at-home treatment categories. CONCLUSION The amount of dental spending in Japan substantially increased from 1.96 trillion yen in 1984 to 3.00 trillion yen in 2020), a 1.53-fold increase. The observed changes in annual dental spending varied across age groups and types of service.
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Affiliation(s)
- Yukihiro Sato
- Department of Social Medicine, Division of Public Health and Epidemiology, Asahikawa Medical University, Asahikawa, Hokkaido, Japan
| | - Kakuhiro Fukai
- Fukai Institute of Health Science, Misato, Saitama, Japan
| | - Yuki Kunori
- Department of Social Medicine, Division of Public Health and Epidemiology, Asahikawa Medical University, Asahikawa, Hokkaido, Japan
| | - Eiji Yoshioka
- Department of Social Medicine, Division of Public Health and Epidemiology, Asahikawa Medical University, Asahikawa, Hokkaido, Japan
| | - Yasuaki Saijo
- Department of Social Medicine, Division of Public Health and Epidemiology, Asahikawa Medical University, Asahikawa, Hokkaido, Japan
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Kalmus O, Chalkley M, Listl S. Effects of provider incentives on dental X-raying in NHS Scotland: what happens if patients switch providers? THE EUROPEAN JOURNAL OF HEALTH ECONOMICS : HEPAC : HEALTH ECONOMICS IN PREVENTION AND CARE 2022; 23:59-65. [PMID: 34255240 PMCID: PMC8882106 DOI: 10.1007/s10198-021-01348-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Accepted: 07/01/2021] [Indexed: 06/13/2023]
Abstract
BACKGROUND In many market settings individuals are encouraged to switch health care providers as a means of ensuring more competition. Switching may have a potentially undesirable side effect of increasing unnecessary treatment. Focusing on the most common source of medical radiation (dental X-rays), the purpose of this study was to assess whether, upon switching dentist, X-ray exposure increases depending on the type of provider payment. METHODS The analysis used longitudinal data from 2005 to 2016 covering a 5% random sample of the Scottish adult population covered by the National Health Service (NHS). Multiple fixed-effects panel regression analyses were employed to determine the correlation of provider remuneration with patients' likelihood of receiving an X-ray upon switching to a new dentist other things equal. A broad set of covariates including a patient's copayment status was controlled for. RESULTS Upon switching to a dentist who was paid fee-for-service, patients had a by 9.6%-points (95% CI 7.4-11.8%) higher probability of receiving an X-ray, compared to switching to a salaried dentist. Results were robust when accounting for patient exemption status, as well as unobserved patient and dentist characteristics. CONCLUSIONS In comparison to staying with the same dentist, patients may be exposed to substantially more X-rays upon switching to a dentist who is paid fee-for-service. There may need to be better guidance and regulation to protect the health of those who have to switch provider due to moving and greater caution in advocating voluntary switching.
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Affiliation(s)
- Olivier Kalmus
- Section for Translational Health Economics, Department of Conservative Dentistry, University Hospital Heidelberg, Heidelberg, Germany
| | | | - Stefan Listl
- Section for Translational Health Economics, Department of Conservative Dentistry, University Hospital Heidelberg, Heidelberg, Germany.
- Department of Dentistry - Quality and Safety of Oral Health Care, Radboudumc - Radboud Institute of Health Sciences, Nijmegen, Netherlands.
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Jevdjevic M, Listl S, Beeson M, Rovers M, Matsuyama Y. Forecasting future dental health expenditures: Development of a framework using data from 32 OECD countries. Community Dent Oral Epidemiol 2020; 49:256-266. [PMID: 33252147 PMCID: PMC8247018 DOI: 10.1111/cdoe.12597] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Revised: 10/14/2020] [Accepted: 10/29/2020] [Indexed: 11/30/2022]
Abstract
Objective To (1) develop a framework for forecasting future dental expenditures, using currently available information, and (2) identify relevant research and data gaps such that dental expenditure predictions can continuously be improved in the future. Methods Our analyses focused on 32 OECD countries. Dependent on the number of predictors, we employed dynamic univariate and multivariate modelling approaches with various model specifications. For univariate modelling, an auto‐regressive (AR) dynamic model was employed to incorporate historical trends in dental expenditures. Multivariate modelling took account of historical trends, as well as of relationships between dental expenditures, dental morbidity, economic growth in terms of gross domestic product and demographic changes. Results Estimates of dental expenditures varied substantially across different model specifications. Models relying on dental morbidity as one of the predictors performed worst regardless of their specification. Using the best‐fitted model specification, that is the univariate second‐order autoregression [AR(2)], the forecasted dental expenditures across 32 OECD countries amounted to US$316bn (95% forecasted interval, FI: 258‐387) in 2020, US$434bn (95%FI: 354‐532) in 2030 and US$594bn (95%FI: 485‐728) in 2040. Per capita spending in 2040 was forecasted to be highest in Germany (US$889, 95%FI: 726‐1090) and lowest in Mexico (US$52, 95%FI: 42‐64). Conclusions The present study demonstrates the feasibility and challenges in predicting dental expenditures and can serve as a basis for improvement towards more sustainable and resilient health policy and resource planning. Within the limitations of available data sources, our findings suggest that dental expenditures in OECD countries could increase substantially over the next two decades and vary considerably across countries. For more accurate estimation and a better understanding of determinants of dental expenditures, more comprehensive data on dental spending and dental morbidity are urgently needed.
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Affiliation(s)
- Milica Jevdjevic
- Department of Dentistry - Quality and Safety of Oral Healthcare, Radboud University Medical Center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands
| | - Stefan Listl
- Department of Dentistry - Quality and Safety of Oral Healthcare, Radboud University Medical Center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands.,Department of Conservative Dentistry, Translational Health Economics Group, Heidelberg University, Heidelberg, Germany
| | - Morgan Beeson
- School of Dental Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Maroeska Rovers
- Department of Operating Rooms, Radboudumc, Nijmegen, The Netherlands.,Department of Health Evidence, Radboudumc, Nijmegen, The Netherlands
| | - Yusuke Matsuyama
- Department of Dentistry - Quality and Safety of Oral Healthcare, Radboud University Medical Center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands.,Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University (TMDU), Global Health Promotion, Bunkyo-ku, Japan
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