Abstract
BACKGROUND:
Healthcare in Saudi Arabia is under transformation from a national free health service to a system paid either by insurance or governmental funds. This change will impact the model of operation including dental services.
OBJECTIVES:
Estimate the revenue of the Department of Dentistry based on an insurance-based billing system.
DESIGN:
Medical record review
SETTING:
An academic tertiary care hospital in Riyadh
PATIENT AND METHODS:
Data on outpatient visits for the period 2015-2019 was extracted from the electronic health records. The billing data was categorized by specialty and current procedure terminology (CPT) code. The revenue stream for each CPT code was estimated and compared between the actual cost of service for each CPT code billed price, and average price of the market leaders in private practice.
MAIN OUTCOME MEASURE:
Revenue generated by the department.
SAMPLE:
339 421 outpatient visits for 22 056 patients.
RESULTS:
Female and males made 179 555 (52.9%) and 159 858 (47.1%) outpatient visits, respectively. Outpatient divided by the age groups: ≤14,15-65, >65 years were 58 868 (17.3%), 251 552 (74.1%), 29 001 (8.5%), respectively. The visits divided by specialty were as follows: general dentistry 28.1%, pedodontics 12.5%, orthodontics 7.1%, endodontics 7.0%, oral and maxillofacial surgery 6.9%, prosthodontics 4.4% and periodontics 3.3%. Outpatient visits to the nursing clinic and hygienist amounted to 30.7%. The median number of visits per patient per year was 5 (range, 1-63), which increased to 6 (range, 1-110) in 2019. The annual revenue plateaued in 2019 at 13 983 538 SAR (3 728 943 USD) with only a 2.2% of increase from 2018. Out of 292 CPT codes, 44.8% were priced below the actual cost. Moreover, 28.4% showed pricing below actual cost, but higher than the price of the market leaders. There was an annual loss of revenue of 10.1% due to incorrect pricing of CPT codes. Average productivity of the dentist and hygienist amounted to 2263 and 760 visits per year, respectively.
CONCLUSIONS:
There is a need for improvement in delivery of care, cost-containment, productivity and amendment of charge description master pricing.
LIMITATIONS:
The sample did not include data from the period 2020-2022 due to the restriction of dental services due to the COVID-19 epidemic.
CONFLICT OF INTEREST:
None.
INTRODUCTION
Healthcare in Saudi Arabia is undergoing a major transformation.1 King Faisal Specialist Hospital and Research Centre-Riyadh (KFSHRC-R) will transform its model of operation from a governmental hospital that delivers free service to its patients to a model where the service will be paid either by insurance or a governmental fund. It is hoped that this model of care will improve efficiency and productivity. The Department of Dentistry will consequently bill for its services and it is imperative to assess one's readiness for such a transformation in terms of efficiency, timely delivery of care and sustainable revenue streams.2 There is no precedent for this model in Saudi Arabia and KFSHRC-R is the first hospital to undergo such a transformation in the model of operation. The aim of this study was to identify how much the Department of Dentistry would generate in terms of revenue under such a model. Included in objectives are whether there might be any losses and to identify which specialties would incur such losses and the reasons behind such losses.
METHODS
Anonymized data with regard to dental practice at KFSHRC-R were extracted from Cerner Millennium by Cerner, R4 Clinical+ v 4.7.0 by Carestream, Venus Billing System and Revenue Cycle Management System by Data Ocean for the period from January 2015 to December 2019. Visits to the emergency department were excluded from the analysis. The department employed on average 41 dentists as full-time employees and 8.6 hygienists on average as full-time employees. Each dental full-time employee is paid an average of 700 000 SAR (186 667 USD) per year. All visits for dentists and hygienists were included in the analysis. The demographics of the sample collected in terms of gender and age were analyzed. A descriptive analysis was carried out of the type of outpatient appointments and the category of current procedure terminology (CPT) code. Each CPT code had a billed rate as per the KFSHRC-R billing system. The billing rate was compared to a benchmark cost without profit that was provided through previous consulting work handled through a billing consulting company. If a CPT code was being billed at a rate less than the cost rate, then it was considered a CPT code that was incurring a negative margin of loss. If it was billed at a rate equal or higher than the cost rate then it was a CPT code that was incurring a positive margin of profit. Moreover, the billing rate was compared to an average calculated from three market leaders providing comparable services to that provided by KFSHRC-R to show if the billing rate was higher or lower than the prevailing market price for that CPT code.
Data was collected from 835 individual data entries from 660 different CPT codes. Of these, 474 entries from 352 CPT codes had no volume in the year and thus were excluded from the analysis. In total 361 individual entries from 292 CPT codes were included for analysis. Data was collected detailing revenue for different types of dental work for a one-year period. The aim of the analysis was to detail the revenue for each type of work, and to categorize the amount of revenue in work with different profit levels. Revenue for each type of dental work was collected, with each type of work categorized into CPT codes. Most CPT codes consisted of one type of work only, but some codes had more than one individual type of work associated with them. For the purposes of analysis, one observation per CPT code was included in the analysis. Where there was more than one set of values per CPT code, the total revenue for the code as a whole was calculated. Where the margin and the difference with the benchmark price varied within a CPT code, a single value per CPT was calculated by weighting the results for each type of work by the revenue of the work.
All analyses were descriptive in nature using the Dental Health Record C4, Kodak Dental Systems version 3.1.8 and analysis with IBM SPSS Statistics 29. Categorical variables were summarized by the number and percentage in each category. Continuous variables were summarized by the mean and standard deviation or median and data range. The main outcomes of interest were total revenue, and the percentage of all revenue for each type of work, or groups of work. Each type of work was categorized in three main ways: 1) based on whether the price of work was higher or lower than the ‘benchmark’ price, 2) whether there was a positive margin (profit) or a negative margin (loss), and 3) the speciality of the work. Summaries of revenue in each of these categories, or combinations of categories were quantified.
RESULTS
During the period of the study from 2015 to 2019, 11 214 (50.8%) and 10 840 (49.2%) female and male were treated, respectively (Table 1). They paid 179 554 (52.9%) and 159 858 (47.1%) outpatients visits, respectively, with an average 16 visits per female patient and 14.7 visits per male patient. Saudis constituted 89.4% of the patients and 93.7% of the visits. The number of patients treated and number of patients visits increased from 7294 and 51 505 to 9722 and 80 319 with an average annual increase of 486 (6.7%) and 5763 (11.2%), respectively, with a median number of visits per patient of 5 in 2015 to 6 in 2019, which equates to care delivered by fewer visits per patient since the number of patients increased from 2015 to 2019 (Table 2). Patients younger than 14 years of age and seniors older than 65 years comprised only 17.3% and 8.5% of all the visits and 18.6% and 8.95% of all the patients treated during the period 2015-2019, respectively. (Table 1).
Table 1.
Numbers of visits and patients.
| Variable | Individual visits | Patients |
|---|---|---|
| Total | 339 421 | 22 056 |
| Yeara | ||
| 2015b | 51 505 (15.2) | 7294 (17.6) |
| 2016 | 60 946 (18.0) | 8655 (19.3) |
| 2017 | 68 032 (20.0) | 9064 (20.2) |
| 2018 | 78 619 (23.2) | 9565 (21.3) |
| 2019 | 80 319 (23.7) | 9722 (21.6) |
| Age group | ||
| ≤14 | 58 868 (17.3) | 4095 (18.6) |
| 15-65 | 251 3552 (74.1) | 15 996 (72.5) |
| >65 | 29 001 (8.5) | 1965 (8.9) |
| Gender | ||
| Female | 179 554 (52.9) | 11 214 (50.8) |
| Male | 159 858 (47.1) | 10 840 (49.2) |
| Nationality | ||
| Saudi Arabia | 317 686 (93.7) | 19 687 (89.4) |
| Middle East | 7289 (2.2) | 608 (2.8) |
| Asia | 4827 (1.4) | 851 (3.9) |
| Africa | 4600 (1.4) | 459 (2.1) |
| Europe | 1919 (0.6) | 189 (0.9) |
| North America | 2421 (0.7) | 210 (1.0) |
| Other | 247 (0.1) | 26 (0.1) |
| Speciality | ||
| Endodontics | 22 032 (7.0) | |
| General dentistry | 88 909 (28.1) | |
| Hygiene | 22 800 (7.2) | |
| Oral and maxillofacial | 21 670 (6.9) | |
| Orthodontics | 22 568 (7.1) | |
| Pedodontics | 39 616 (12.5) | |
| Periodontics | 10 273 (3.3) | |
| Prosthodontics | 13 802 (4.4) | |
| Nurse | 74 172 (23.5) | |
| Other | 402 (0.1) |
Data are n (%).
The same patients may be counted in different years and thus the patient count is not unique for each year.
Data collection started on 22 January 2015.
Table 2.
Number of visits per patient per year.
| Year | Number of visits | |
|---|---|---|
| Median (IQR) | Range | |
| All years | 12.00 (21.0) | 1-196 |
| 2015a | 5.0 (7.0) | 1-63 |
| 2016 | 5.0 (8.0) | 1-66 |
| 2017 | 5.0 (8.0) | 1-110 |
| 2018 | 6.0 (9.0) | 1-101 |
| 2019 | 6.0 (9.0) | 1-110 |
Data collection started on 22 January 2015.
Distribution of visits showed that dental nursing clinic and hygienist clinic appointments constituted 23.5% and 7.2% of the total visits for the whole period of 2015-2019, respectively. During the same period, general dentistry, pedodontics, orthodontics, endodontics, oral and maxillofacial, prosthodontics, periodontics made up 28.1%, 12.5%, 7.1%, 7.0%, 6.9%, 4.4% and 3.3%, respectively, of the total number of visits (Table 1). On average each dentist and hygienist saw 2263 and 760 visits per year.
The most common charge description master (CDM) codes are shown in Table 3 for each year. Most were for x-rays or oral hygiene instructions. The revenue for all dental specialties for the period of the study was 51 922 240 Saudi Arabian Riyals (SAR) (13 864 597 USD) (Figure 1). The revenue for the nursing and hygienist clinics was 7 167 530 SAR (1 911 341 USD). Thus, the total revenue for all the appointments was 59 089 770 SAR (15 757 272 USD). Figure 2 shows the revenue per year of study.
Table 3.
Most commonly occurring charge description master/treatment codes.
| Year | Rank | Treatment | Number |
|---|---|---|---|
| 2015a | 1 | Panoramic Film | 4338 |
| 2 | Oral Hygiene Instructions | 3825 | |
| 3 | Intraoral - Periapical - First Film | 3595 | |
| 4 | Prophylaxis - Adult | 3046 | |
| 5 | Re-Evaluation - Limited Problem Focused | 2907 | |
| 6 | Comprehensive Oral Evaluation | 2432 | |
| 7 | Bitewings - Four Films | 2297 | |
| 8 | Intraoral - Periapical - Each Additional Film | 2239 | |
| 9 | Resin - One Surface Anterior | 2169 | |
| 10 | Resin - Two Surfaces Anterior | 2008 | |
| 2016 | 1 | Panoramic Film | 5072 |
| 2 | Oral Hygiene Instructions | 4358 | |
| 3 | Intraoral - Periapical - First Film | 4108 | |
| 4 | Prophylaxis - Adult | 3840 | |
| 5 | Re-Evaluation - Limited Problem Focused | 3681 | |
| 6 | Bitewings - Four Films | 2954 | |
| 7 | Resin - One Surface Anterior | 2744 | |
| 8 | Resin - Two Surfaces Anterior | 2662 | |
| 9 | Intraoral - Periapical - Each Additional Film | 2490 | |
| 10 | Comprehensive Oral Evaluation | 2453 | |
| 2017 | 1 | Oral Hygiene Instructions | 5337 |
| 2 | Panoramic Film | 5218 | |
| 3 | Re-Evaluation - Limited Problem Focused | 4587 | |
| 4 | Intraoral - Periapical - First Film | 4237 | |
| 5 | Prophylaxis - Adult | 4224 | |
| 6 | Intraoral - Periapical - Each Additional Film | 3067 | |
| 7 | Comprehensive Oral Evaluation | 2919 | |
| 8 | Resin - One Surface Anterior | 2915 | |
| 9 | Bitewings - Four Films | 2709 | |
| 10 | Resin - Two Surfaces Anterior | 2649 | |
| 2018 | 1 | Oral Hygiene Instructions | 6726 |
| 2 | Re-Evaluation - Limited Problem Focused | 5929 | |
| 3 | Panoramic Film | 5717 | |
| 4 | Prophylaxis - Adult | 4553 | |
| 5 | Intraoral - Periapical - First Film | 4550 | |
| 6 | Comprehensive Oral Evaluation | 3645 | |
| 7 | Intraoral - Periapical - Each Additional Film | 3608 | |
| 8 | Resin - One Surface Anterior | 2886 | |
| 9 | Bitewings - Four Films | 2843 | |
| 10 | Extraction Permanent Tooth | 2627 | |
| 2019 | 1 | Oral Hygiene Instructions | 7189 |
| 2 | Re-Evaluation - Limited Problem Focused | 6451 | |
| 3 | Panoramic Film | 5384 | |
| 4 | Intraoral - Periapical - First Film | 4596 | |
| 5 | Prophylaxis - Adult | 4525 | |
| 6 | Comprehensive Oral Evaluation | 3767 | |
| 7 | Intraoral - Periapical - Each Additional Film | 3668 | |
| 8 | Bitewings - Four Films | 3002 | |
| 9 | Resin - One Surface Anterior | 2605 | |
| 10 | Resin - Two Surfaces Anterior | 2188 |
Data collection started on 22 January 2015.
Figure 1.

Revenue per dental specialty over the period 2015-2019.
Figure 2.

Revenue and number of visits over the period 2015-2019.
Approximately 131 (44.9%) CPT codes incurred a negative margin of loss when compared to the benchmark cost of the CPT code while 161 (55.1%) incurred a positive margin compared to the benchmark cost of the CPT code. Eighty CPT codes (27.4%) incurred a positive profit margin and were higher in price than the average of the market leaders. Eighty-one (27.7%) CPT codes incurred a positive profit margin, but were lower in price than the average of the market leaders. On the other hand, 83 (28.4%) CPT codes incurred a negative margin of loss, but were higher in price than the average of the market leaders. Forty-eight (16.4%) CPT codes incurred a negative margin of loss and at the same time were lower in price than the average of the market leaders. Table 4 shows the distribution of the CPT codes that incurred a negative margin of loss whether higher or lower than the average price of the market leaders among the different specialties. The estimated loss of revenue due to pricing that was lower than the actual cost was estimated at 29 922 900 SAR (7 979 440 USD).
Table 4.
Current procedure terminology (CPT) codes that incurred a negative margin of loss distributed by specialty.
| Specialty | No. of CPT with negative margin of loss | |
|---|---|---|
| Lower than average price of market leaders | Higher than average price of market leaders | |
| General dentistry | 14 | 1 |
| Endodontics | 11 | 0 |
| Orthodontics | 10 | 1 |
| Periodontics | 10 | 0 |
| Pediatrics | 1 | 0 |
| Prosthodontics | 1 | 47 |
| Oral and maxillofacial | 0 | 33 |
DISCUSSION
There is a debate worldwide about who should cover dental care: the patient alone, the government alone, or by the patient with subsidization from the government.3-6 This debate is ongoing in Saudi Arabia, which currently has a national health service covered by the government. Other countries have already started to reform.7 This research attempted to quantify the cost of care and the expected revenue along with suggestions to improve efficiency of dental services in an academic tertiary care hospital.
During a period of 5 years, each patient paid 11 visits excluding hygienists and nursing appointments. However, the number increased from a median of 5 visits in 2015 to 6 visits in 2019 (Table 2). The study could not be extended to encompass the period 2020-2021 due to the reduction in delivery of dental services because of the COVID-19 pandemic. During that period, only emergency and necessary care was provided). The high number of visits probably reflects the nature of patients, many of whom were being treated for tertiary complex conditions like cancer and organ transplantation that required complex medical consultations prior to any dental intervention. But, more importantly, the increasing number of visits (27.7% in number of visits per patient per year), would have also meant a delay in execution of care, which would reduce patient satisfaction in a private model of operation. The average number of patient visits per year per dentist in the US was reported at 3566.4 in 2018 and has remained stable over the period 2015-2018 in a national study of private dental clinics.8 The average benchmark in the US fluctuates between 1600 and 2300 patient visits per year per dentist in contracted salary-based practice.9 The average number of outpatient visits per year per dentist at KFSHRC-R was 1256 in 2015 and reached 1959 in 2019 which is comparable to the benchmarks for a salary-based practice. This indicates that dentists at KFSHRC-R are performing on par with their colleagues in the US, but are underperforming by 45% in comparison to those performing in a feefor-service practice. The benchmark from the US for the hygienist should be 7.5-8.5 patients per an 8-hour day.4 This amounts to 1600 visits per year.9 Hygienists at KFSHRC-R see only 530 per year which means they are underperforming by 67%. As expected, nursing clinic and general dentistry clinic visits comprised 51.6% of the visits. The initial encounter for any patient is usually through these clinics, where any need for more specialized dental care is determined. Pedodontic visits comprised only 17.3% of all visits, which is comparable to a national study from Canada were pedodontic visits reached 18% of all visits.10
Total revenue for all the clinic appointments was 59 089 770 SAR (15 757 272 USD). There was an average increase in revenue of more than 10% each year, but it dropped to only around 2% in 2019. That drop coincided with a plateau in the number of visits in the same year at 80 319. This indicated a limited capacity to expand in terms of appointments and may be related to issues pertaining to infrastructure like the lack of more dental chairs and probably longer turnaround times between patients. The average salary for a dentist in the department was 700 000 SAR (186 667 USD) per year. The sum of salaries for the same period 2015-2019 was 143 500 000 SAR (38 266 667 USD). The revenue generated was only 36.2% of the salaries paid (51 922 240 SAR; 13 845 931 USD), which means that the dentists were underperforming in relation to salaries paid. Productivity should be increased to reach a sustainable budget in the long run. It was not possible to identify the risks for low productivity in a statistical analysis, but a trend was noticed in the data: the sections with the lowest productivity had a higher portion of dentists who worked in private practice, were within 5 years of the retirement age of 60 years, have been in practice more than 20 years, were administrative leaders or past leaders or were not North American board certified. This indicated a few things: local board training probably led to less experienced dentists who tended to have difficulty in delivering care in a timely fashion. Dentists near retirement or who had been in practice for 20 years or more were probably less motivated to engage in higher output due to their high salaries. Those working in private practice were probably accruing more income than their salaries, and were thus less inclined to increase productivity. Individuals in administrative positions spent more time than required on administrative duties. A solution to the low productivity could be a movement to a fee-for-service model, for dentists in practice for 20 years or more or near retirement. A downside of a fee-for-service model is the possibility of providing unwarranted care and overbilling, a practice that should be monitored and discouraged.11
The pricing of the CPT codes showed that 131 codes (44.9%) were incurring a negative margin of loss compared to the calculated cost of the CPT code. In fact out of these 48 CPT codes (16.4%) were priced even lower than the average of the market leaders. This indicated two things. First, the CPT codes at KFSHRC-R must be re-priced as the current prices will create a huge loss for the hospital when it moves into a private sector type of billing for services. Second, 83 CPT codes (28.4%) were incurring a negative margin of loss, but were higher than the average price of the market leaders, indicating a huge gap for improvement in terms of cost efficiency with regard to these CPT codes. The hospital must revisit the practice of the dentists to see if there was wastage in terms of materials used in the treatment plan or overutilization of laboratory tests and x-rays. Incorrect use of CPT codes does not explain the negative margin of loss as this analysis compared the registered billing price of the CPT code and the actual cost of that code and the average price of the market leaders regardless of what was actually delivered to the patient. Therefore, additional training about CPT codes would probably not resolve this problem but may still be useful. The three specialties that really needed to revise the prices of their CPT codes were general dentistry, endodontics and orthodontics. The two specialties that needed to look into their practice and improve efficiency and show more cost containment were prosthodontics and oral and maxillofacial surgery. This cost-containment can be approached through a reduction in total number of visits to deliver the care and also by a more judicial use of supplies. The loss of revenue due to the use of a billing price lower than the actual cost was estimated at 13 315 970 SAR (3 550 925 USD), which amounted to an annual loss of revenue of 10.1%. A market concentrated with dental providers will likely lead to less reimbursement in the insurance market as evidenced from a national study from US.12 Saudi Arabia is in a similar situation and this will compound the loss for revenue for KFSHRC-R.
In conclusion, the analysis identified some delay in delivery of treatment, which might be expected due to treating complex tertiary conditions. Moreover, there was limited capacity to expand and meet the demand as shown by the plateau in the number of appointments. The productivity was low as might be expected, from a salaried model of practice, which could be improved by switching to a fee-for-service model. There was underproductivity among the hygienists. Furthermore, certain specialties must revisit their practice and improve cost-containment through a reduction in number of visits and judicial use of supplies. Last, the CDM price list needs revision to cover the cost of the services delivered.
Funding Statement
Funding: None.
REFERENCES
- 1.Chowdhury S, Mok D, Leenen L. Transformation of health care and the new model of care in Saudi Arabia: Kingdom's Vision 2030. J Med Life. 2021. May-Jun;14(3):347-354. doi: 10.25122/jml-2021-0070. PMID: 34377200; PMCID: PMC8321618 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Alharbi MF. An analysis of the Saudi health-care system's readiness to change in the context of the Saudi National Health-care Plan in Vision 2030. Int J Health Sci (Qassim). 2018. May-Jun;12(3):83-87. PMID: 29896076; PMCID: PMC5969787 [PMC free article] [PubMed] [Google Scholar]
- 3.Mazevet ME, Garyga V, Pitts NB, Pennington MW. The highly controversial payment reform of dentists in France: Seeking a new compromise after the 2017 strike. Health Policy. 2018. Dec;122(12):1273-1277. doi: 10.1016/j.healthpol.2018.10.001. Epub 2018 Oct 11. PMID: 30352756. [DOI] [PubMed] [Google Scholar]
- 4.Eaton KA, Ramsdale M, Leggett H, Csikar J, Vinall K, Whelton H, Douglas G. Variations in the provision and cost of oral healthcare in 11 European countries: a case study. Int Dent J. 2019. Apr;69(2):130-140. doi: 10.1111/idj.12437. Epub 2018 Sep 19. PMID: 30229884; PMCID: PMC6585721. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Huang SS. Should Medicaid include adult coverage for preventive dental procedures? What evidence is needed? J Am Dent Assoc. 2020. Aug;151(8):607-613. doi: 10.1016/j.adaj.2020.05.005. PMID: 32718490; PMCID: PMC7392117. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Mittal R, Loke WM, Seng DOL, Na TM, Yan GLK, Allen PF. Willingness to Pay for Preventive Dental Care Amongst Older Adults. Int Dent J. 2022. Aug;72(4):499-505. doi: 10.1016/j.identj.2021.11.002. Epub 2021 Dec 31. PMID: 34980497; PMCID: PMC9381377. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Gao L, Shi L, Meng Q, Kong X, Guo M, Lu F. Effect of healthcare system reforms on public hospitals’ revenue structures: Evidence from Beijing, China. Soc Sci Med. 2021. August; 283:114210. doi: 10.1016/j.socscimed.2021.114210. Epub 2021 Jul 7. PMID: 34274783. [DOI] [PubMed] [Google Scholar]
- 8.Statista. 2022. Yearly patient visits per dentist U.S. 1990-2018 | Statista. [online] Available at: https://www.statista.com/statistics/965365/patient-visits-among-all-dentists-us-per-year/. Accessed 8 September 2022. [Google Scholar]
- 9.Thedbscompanies.com. 2022. [online] Available at: http://thedbscompanies.com/wp-content/uploads/BENCHMARK-STATISTICS-RELATING-TO-DENTAL-OFFICES-updated-2017.pdf Accessed 8 September 2022. [Google Scholar]
- 10.Moharrami M, Bohlouli B, Amin M. Frequency and pattern of outpatient dental visits during the COVID-19 pandemic at hospital and community clinics. J Am Dent Assoc. 2022. Apr;153(4):354-364.e1. doi: 10.1016/j.adaj.2021.09.007. Epub 2021 Sep 30. PMID: 35094843; PMCID: PMC8481084. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Glazier RH, Klein-Geltink J, Kopp A, Sibley LM. Capitation and enhanced fee-for-service models for primary care reform: a population-based evaluation. CMAJ. 2009. May 26;180(11): E72-81. doi: 10.1503/cmaj.081316. PMID: 19468106; PMCID: PMC2683211 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Nasseh K, Bowblis JR, Vujicic M. Pricing in commercial dental insurance and provider markets. Health Serv Res. 2021. Feb;56(1):25-35. doi: 10.1111/1475-6773.13544. Epub 2020 Aug 26. PMID: 32844447; PMCID: PMC7839642 [DOI] [PMC free article] [PubMed] [Google Scholar]
