Abstract
PURPOSE
The purpose of this study is to present a methodology to evaluate the accuracy of intraoral scanners (IOS) used in vivo.
MATERIALS AND METHODS
A specific feature-based gauge was designed, manufactured, and measured in a coordinate measuring machine (CMM), obtaining reference distances and angles. Then, 10 scans were taken by an IOS with the gauge in the patient's mouth and from the obtained stereolithography (STL) files, a total of 40 distances and 150 angles were measured and compared with the gauge's reference values. In order to provide a comparison, there were defined distance and angle groups in accordance with the increasing scanning area: from a short span area to a complete-arch scanning extension. Data was analyzed using software for statistical analysis.
RESULTS
Deviations in measured distances showed that accuracy worsened as the scanning area increased: trueness varied from 0.018 ± 0.021 mm in a distance equivalent to the space spanning a four-unit bridge to 0.106 ± 0.08 mm in a space equivalent to a complete arch. Precision ranged from 0.015 ± 0.03 mm to 0.077 ± 0.073 mm in the same two areas. When analyzing angles, deviations did not show such a worsening pattern. In addition, deviations in angle measurement values were low and there were no calculated significant differences among angle groups.
CONCLUSION
Currently, there is no standardized procedure to assess the accuracy of IOS in vivo, and the results show that the proposed methodology can contribute to this purpose. The deviations measured in the study show a worsening accuracy when increasing the length of the scanning area.
Keywords: Intraoral scanner, 3D optical scanner, Measuring gauge, In vivo accuracy evaluation, Digital impression
INTRODUCTION
The development of a wide variety of optical scanners has enabled the capture of 3D images of the dental arches. These digital impressions are acquired by digitizing plaster models with laboratory scanners or by digitizing directly in the oral cavity, using intraoral scanners (IOS). The use of IOS is becoming increasingly common, and the manufacturers have developed more accurate devices; it is more comfortable for patients; digital workflows are more cost- and time-effective.1,2,3,4 Nonetheless, conventional impression methods, where a dental arch replica in stone or plaster is manufactured, are still in wide use. One reason is because there is still doubt regarding the accuracy of 3D digital replicas obtained with these scanners, especially when digitizing long span areas such as the complete arch. In contrast, IOS show high accuracy when scanning short span areas such as a tooth or a bridge up to half an arch.5,6,7,8
When discussing non-contact scanners, whether for medical or industrial application, several sources of error have been reported. Some are specific to the equipment itself, such as the calibration procedure, the mathematical algorithms or the camera resolution.9,10 External errors have also been reported: light conditions, surface roughness, the existence of liquid on the scanning surface, and scanning element colors influencing the scanning result.11,12,13 These errors can also be attributable to IOS, as they are a type of non contact scanner.
In addition to the aforementioned errors inherent to the technology, the scanning of static elements under well controlled conditions is more favorable than scanning in a patient's mouth. During the patient-scanning procedure there are uncontrollable elements, such as the patient's movements, saliva, blood, interfering soft tissues, etc., that can adversely affect scan results.14,15,16,17,18 Consequently, it is difficult for this technology to completely replace conventional methods in dentistry. Assuming all these difficulties, however, the eventual adoption of the IOS in clinics is inevitable.
The expectations created around this technology have led researchers worldwide to conduct studies in order to define the accuracy of IOS and to compare their advantages or disadvantages with respect to conventional methods of obtaining dental impressions. Most research studies have been performed in vitro (with replicas of a patient's mouth or denture) and have analyzed different characteristics: the accuracy, the trueness or the precision of IOS on a single tooth, a bridge or in complete arch dental impressions.1,19,20,21,22,23,24,25 Some studies, instead of measuring parameters related to the scanning device, such as accuracy, have evaluated the distance and angulation errors in specific clinical cases based on the use of external geometries such as screwed abutments or gauges.26,27 In addition to in vitro studies, in vivo studies have also been conducted. These studies better represent the reality for which IOS have been designed and they have been performed on one tooth, dental arch quadrant or full arch following different methodologies. As in the studies performed in vitro, the published numerical values vary depending on the measured parameter or the methodology used.28,29,30,31,32,33,34,35
However, there is not yet an established protocol for assessing the accuracy of 3D optical scanners in general, nor one specific to IOS.10,36 Being aware of the need for this, in 2015, the International Standardization Organization (ISO) recommended a protocol to standardize the accuracy of laboratory dental optical scanners using calibrated elements (ISO 12836: 2015 - Dentistry - Digitizing devices for CAD-CAM systems for indirect dental restorations - Test methods for assessing accuracy).37 However, this standard establishes criteria for calculating the accuracy of scans in cases spanning distances ranging from a single tooth to the equivalent of a 4-unit bridge, but not for the complete arch and not for IOS.
IOS also require a standardized accuracy analysis protocol, and to this end, studies should be performed using feature-based gauges as suggested by ISO for laboratory scanners. Studies based on gauges to analyze both intraoral and laboratory scanners already exist27,35,36 and this work presents an alternative in this area. The aim of the presented study is to prove the validity of a methodology to assess the accuracy of an IOS in vivo, by testing it in a real patient. This methodology and similar have already been tested in vitro and have provided trueness and precision values for different IOS.27,35,38 In order to test the feasibility of the proposed method, the validity of digital impressions ranging from small scan areas up to the complete dental arch were studied. From this, the proposed null hypothesis establishes that there are no significant differences between the accuracy of intraoral digital impressions of a short span area and in those of a complete arch.
MATERIALS AND METHODS
The process was structured in three distinct phases. Phase one consisted of designing and manufacturing a gauge, to later be measured it in a coordinate measuring machine (CMM) to obtain the reference values. In the second phase, a patient's upper dental arch was scanned using an IOS, with the gauge placed in the patient's mouth. Finally, the digital replicas were measured using software for analyzing 3D measuring data to compare them with the reference values.
Three variables were taken into consideration for the design of the measuring gauge as a calibration element: 1) the size, so that it could be used in different individuals; 2) its validity to measure errors in distances and angles; and 3) the material, opting for one that was biocompatible. To meet the first condition, digital impressions of the maxilla of five individuals were obtained and aligned using Geomagic Control (3D Systems - 2018.1.1 software version, Rock Hill, SC, USA). Then, using Design X software (3D Systems - 2016.2.2 software version), the gauge was created to fit the space of the five aligned impressions. The design included the cylinders and the reference plane needed to measure distances and angles. These cylinders were strategically positioned in regard to the oral cavity: they were positioned as close as possible to the dentition so that they could be scanned during the acquisition of the digital impressions; and they had to be located where hypothetical deformations may occur (in the incisor region, the curvature of the arch increases and simultaneously decreases the occlusal surface) and where the scanning procedure should begin and end, following the manufacturer's scanning protocols (Fig. 1). Finally, the gauge was fabricated using biocompatible stainless steel (316/316L) in a computer numerical control milling machine (CNC) and shot-blasted to avoid shiny surfaces that could impair the scanning process.
Fig. 1. (A) Gauge placed and fixed in the mouth, (B) digital impression acquired with the IOS.
Then, the gauge was measured with a touch-trigger probe in a reference CMM (Crysta Apex S 9106, Mitutoyo, Kawasaki, Japan - Maximum permissible error E0, MPE = (1.7 + 3L / 1000)µm) obtaining four distances (D1, D2, D3, D4) and five angles (A1, A2, A3, A4, A5). The reference plane was initially defined by contact of the reference plane of the gauge. The process was followed by defining the cylinders and their axes. Each geometric feature was defined with 30 probe hits (Fig. 2). These axes were used to measure the angles with respect to the XY plane, and as intersection lines to define the points that were used to measure reference distances. The intersection plane was a virtual plane parallel to the reference plane and spaced 3 mm in height. Intersection points were created by intersecting cylinder axes and the virtual parallel plane. For further information on deviations in angle measurements, their projections in YZ and ZX planes were also calculated. All these measurements were used as reference.
Fig. 2. (A) Gauge measurement in CMM, (B) geometric features definition with 30 probe hits in each.
In the second phase, 10 complete-arch scans were taken of a patient with the gauge in the mouth. The scanning began in the maxillary third molar region, digitizing the first cylinder, and continued along the arch, following the cylinders in numerical order until reaching the fifth cylinder and achieving digitization of the complete arch. This patient had a natural complete dentition and no pathologic diagnosis. He was recruited following the protocol approved by the institutional ethics committee (CEISH M10/2019/254, UPV-EHU) and in compliance with the requirements contained in the corresponding report. The gauge was fixed in the maxillary using light-polymerizing resin (CONLIGHT, Kuss Dental, Madrid, Spain). The resin was directly adhered to the patient's palate and the gauge was partially immersed in it before polymerization. Digital full-arch replicas were achieved with the IOS Cerec Omnicam (SW version4.6, Dentsply Sirona, Charlotte, NC, USA) (STL1-STL10) (Fig. 1). The same dentist took all 10 digital impressions following the manufacturer's proposed scanning protocol.
The 10 digital impressions were exported as stereolithography (STL) files into GOM Inspect (GOM-2019 software version, Zeiss, Oberkochen, Germany), 3D inspection and mesh processing software. The same four distances, five angles and their projections in YZ and ZX as those assessed in the gauge as references were measured in each STL file.
After testing different measuring tools and procedures of GOM Inspect, a specific protocol was designed to perform the measurements. This protocol was followed for the measurement of all 3D meshes acquired with the IOS. Five digital cylinders and a plane (Plane 1, Fig. 3) were created in each STL file using a “Geometry-based” selection. For that purpose, it used the part of the mesh generated as the replica of the reference cylinders and reference plane of the gauge. The software (GOM Inspect) squares the deviations of the selected polygons with a possible fitting element using best-fit algorithms based on Gaussian approximation. Then, following the same procedure used to measure the gauge in the CMM, control distances were measured in the digital 3D replicas: an intersection plane (Plane 2) was built parallel to the reference plane (Plane 1) at 3 mm. Then, by intersecting Plane 2 and the axis of each digitally built cylinder, five intersection points were created (IP1-IP5). Reference distances were measured as distances between these intersection points (D1, D2, D3, D4) (Fig. 3). At all distances, the origin point was the first cylinder. This is the cylinder located where the arch scanning process began. The rest of the distances were equivalent to increasing lengths of scans reaching the full arch, represented by the distance D4.
Fig. 3. (A) Cylinders, planes and intersection points created in each STL, (B) control distances, (C) control angles and XYZ reference system, (D) measurements in STL files acquired with IOS.
For angle measurements, a two-direction angle construction tool was used. Reference angles were measured using the digitally created reference plane (Plane 1) and the axis of the respective cylinder (A1, A2, A3, A4, A5). Similarly to the measurement of the gauge at the CMM, the angles between the two elements were measured as well as their respective projections (Fig. 3). A1 was the angle between the first scanned cylinder and the digitally created reference plane (Plane 1) and A5, the angle between the last scanned cylinder and the same reference plane.
The accuracy was assessed in terms of trueness and precision according to the ISO 5725-1 standard.39 Following the standard, for each reference parameter (distances D1, D2, D3 and D4 and angles A1, A2, A3, A4 and A5), the trueness was evaluated in terms of the deviations of each measurement from the reference measure, and the precision as the dispersion of measurements themselves. Both the accuracy and the trueness obtained for each reference parameter were expressed in terms of the median and interquartile range due to the asymmetry of their distribution.
Using statistical analysis software (IBM SPSS Statistics 24, IBM Corp., Armonk, NY, USA), the precision and trueness obtained for each reference parameter were compared to test the null hypothesis: there are no significant differences between the accuracy in digital impressions of a short-span area and in those of a complete arch. Therefore, a difference in the accuracy (precision and trueness) obtained for the different reference parameters would lead to rejecting the null hypothesis. Furthermore, since the manufacturer's proposed scanning protocol for obtaining complete-arch digital replicas starts by scanning near the first cylinder, any reduction in the accuracy in the scanning direction (from D1 to D4 and from A1 to A5) would indicate that the digital replicas of short-span areas are more accurate than those of complete arch.
To this end, the different measurement groups (distances and angles) were compared by testing to ascertain if there were significant differences. As the assumption of normality according to the Shapiro-Wilk test was not fulfilled for the different groups, the Kruskal-Wallis test for independent samples was used. In addition, in those significance tests where statistically significant differences were detected, post-hoc pairwise comparisons were performed in order to detect where these differences exactly (between which pairwise) occurred. For that purpose, significance values adjusted by Bonferroni correction for multiple tests were used. For all comparisons, the significance level established was 0.05.
RESULTS
Gauge measurement on the CMM yielded the reference distances and angles shown in Table 1. Having set the measurements of the reference parameters (angles and distances) and measured the same parameters in all acquired STL files, trueness and precision of digital impressions were calculated. Deviations measured in reference distances (D1, D2, D3, D4) varied from 0.01 mm to 0.132 mm in D1, from 0.002 mm to 0.158 mm in D2, from 0.014 mm to 0.143 mm in D3, and from 0.009 mm to 0.161 mm in D4. Of particular note was that in all cases the largest deviation values were measured in the same digital impression (STL7). In accordance with what was previously established, the trueness obtained at each reference distance was represented in terms of the median and the interquartile range of these deviations. It is worth noting that the best trueness values were obtained in D1 reference distance while the worst values were obtained in D4, ranging from 0.018 ± 0.021 mm in D1 to 0.106 ± 0.08 mm in D4. All values are summarized in Table 2.
Table 1. Reference distances and angles measured in the gauge using the CMM.
Reference parameters | |||
---|---|---|---|
Reference distances | Distance (mm) | ||
D1 | 32.305 | ||
D2 | 40.263 | ||
D3 | 40.622 | ||
D4 | 32.804 | ||
Reference angles | Angle with XY | Projection on YZ | Projection on ZX |
A1 | 89:49:33 | −89:56:27 | 89:49:06 |
A2 | −89:53:48 | −89:53:50 | 89:59:18 |
A3 | −89:56:10 | −89:59:13 | −89:56:15 |
A4 | −89:55:50 | −89:57:36 | −89:56:36 |
A5 | −89:51:59 | −89:54:10 | −89:54:30 |
Table 2. Trueness in distance groups.
Distance group | Statistic | ||||||
---|---|---|---|---|---|---|---|
Mean | 95% Confidence Interval for Mean | Median | Std. deviation | Interquartile range | |||
Lower bound | Upper bound | ||||||
Trueness (mm) | D1 | 0.031 | 0.005 | 0.057 | 0.018 | 0.037 | 0.021 |
D2 | 0.039 | 0.008 | 0.071 | 0.027 | 0.044 | 0.026 | |
D3 | 0.053 | 0.025 | 0.080 | 0.041 | 0.038 | 0.047 | |
D4 | 0.095 | 0.057 | 0.133 | 0.106 | 0.053 | 0.080 |
In addition to trueness, precision was analyzed. Calculated values ranged from 0.004 mm to 0.108 mm in D1, from 0 to 0.136 mm in D2, from 0.005 mm to 0.106 mm in D3, and from 0.021 mm to 0.176 mm in D4. Similar to trueness, the precision obtained at each reference distance was represented in terms of the median and the interquartile range of these deviations. In this case again, the highest precision was calculated in D1 reference distance while the lowest values were in D4 (Fig. 4). They ranged from 0.015 ± 0.03 mm in D1 to 0.077 ± 0.073 mm in D4. Table 3 summarizes precision values for each reference distance.
Fig. 4. Trueness and precision in reference distances and reference angles with respect to the XY plane.
Table 3. Precision in distance groups.
Distance group | Statistic | ||||||
---|---|---|---|---|---|---|---|
Mean | 95% Confidence Interval for Mean | Median | Std. deviation | Interquartile range | |||
Lower bound | Upper bound | ||||||
Precision (mm) | D1 | 0.027 | 0.004 | 0.049 | 0.015 | 0.032 | 0.030 |
D2 | 0.035 | 0.006 | 0.065 | 0.023 | 0.041 | 0.053 | |
D3 | 0.041 | 0.017 | 0.066 | 0.028 | 0.034 | 0.063 | |
D4 | 0.082 | 0.048 | 0.115 | 0.077 | 0.047 | 0.073 |
When comparing different distance groups, the Kruskal-Wallis test yielded significant differences in both trueness and precision. According to the results obtained in the post-hoc pairwise comparisons, these differences were found in both cases between the reference distances D1 and D4 (Table 4). The boxplots represented in Fig. 4 highlight the mentioned outcomes.
Table 4. Pairwise comparisons of distance groups.
Sample 1-Sample 2 | Trueness Bonferroni adjusted Sig. | Precision Bonferroni adjusted Sig. |
---|---|---|
D1-D2 | 1.000 | 1.000 |
D1-D3 | 0.406 | 1.000 |
D1-D4 | 0.035 | 0.023 |
D2-D3 | 1.000 | 1.000 |
D2-D4 | 0.313 | 0.062 |
D3-D4 | 1.000 | 0.350 |
Regarding the angle measurements, three groups of results were obtained: 1) angles of the cylinders with respect to the XY plane - the value of the angle in real magnitude; 2) the projections of the angles in the YZ plane; and 3) the projections of the angles in the ZX plane.
Measurements of angles in the XY plane yielded low values of deviation from the reference measures. All were lower than 0.9°. They ranged from 0.009° in A1 reference angle, measured in STL6, to 0.827° in A5 and measured in STL1. In addition, and contrarily to distances analysis, angle measurement did not show a tendency to rise when the scanning length increased. Nor were particularly offset values measured in STL7. It is also noticeable that in 48 of the 50 measurements the deviations were in the positive range. Trueness values obtained from these deviations moved from 0.143 ± 0.273° in A1 to 0.337 ± 0.266° in A3. Table 5 compiles all calculated trueness values of the angles with respect to the XY planes.
Table 5. Trueness in XY angle group.
Angle group | Statistic | ||||||
---|---|---|---|---|---|---|---|
Mean | 95% Confidence Interval for Mean | Median | Std. deviation | Interquartile range | |||
Lower bound | Upper bound | ||||||
Trueness (°) | A1 | 0.173 | 0.075 | 0.272 | 0.143 | 0.138 | 0.273 |
A2 | 0.294 | 0.210 | 0.379 | 0.294 | 0.118 | 0.064 | |
A3 | 0.353 | 0.262 | 0.443 | 0.337 | 0.126 | 0.266 | |
A4 | 0.263 | 0.107 | 0.418 | 0.212 | 0.217 | 0.322 | |
A5 | 0.327 | 0.127 | 0.527 | 0.288 | 0.280 | 0.525 |
Calculated precision values were also low. All were below 0.6°, with the lowest 0 on A1, measured in STL9, and the highest 0.522° on A5, measured in STL1. With these calculated deviations, precision values ranged from 0.026 ± 0.075° in A2 to 0.274 ± 0.296° in A5. Precision values in each reference angle measured in the XY plane are shown in Table 6.
Table 6. Precision in XY angle group.
Angle group | Statistic | ||||||
---|---|---|---|---|---|---|---|
Mean | 95% Confidence Interval for Mean | Median | Std. deviation | Interquartile range | |||
Lower bound | Upper bound | ||||||
Precision (°) | A1 | 0.122 | 0.079 | 0.166 | 0.129 | 0.061 | 0.081 |
A2 | 0.068 | 0.002 | 0.135 | 0.026 | 0.093 | 0.075 | |
A3 | 0.110 | 0.074 | 0.146 | 0.130 | 0.050 | 0.080 | |
A4 | 0.173 | 0.088 | 0.257 | 0.157 | 0.118 | 0.175 | |
A5 | 0.245 | 0.129 | 0.362 | 0.274 | 0.163 | 0.296 |
In the case of angles with respect to the XY plane, the Kruskal-Wallis test showed significant differences between the precision values obtained in the different reference angle groups, but not between the trueness values. For precision, according to the results obtained in the post-hoc pairwise comparisons, the differences were found between reference angles A2 and A5 (Table 7). Boxplots on Fig. 4 show graphically the trueness and precision of angle measurements with respect to the XY plane and the non-existent trend of growth that was evident in the analysis of the distances.
Table 7. Pairwise comparisons of angles with respect to the XY plane groups.
Sample 1-Sample 2 | Precision Bonferroni adjusted Sig. |
---|---|
A2-A3 | 1.000 |
A2-A1 | 0.858 |
A2-A4 | 0.124 |
A2-A5 | 0.010 |
A3-A1 | 1.000 |
A3-A4 | 1.000 |
A3-A5 | 0.592 |
A1-A4 | 1.000 |
A1-A5 | 1.000 |
A4-A5 | 1.000 |
The behavior of the deviations of angles projected in the YZ and ZX planes was similar to that of the angle measurement in its real magnitude (XY plane). Trueness values ranged from 0.078 ± 0.283° in A5 projected in the YZ plane, to 0.252 ± 218° in A2 and projected in the ZX plane. Precision varied from 0.059 ± 0.06° in A1 projected in the YZ plane to 0.196 ± 0.229° in A5 and projected in the ZX plane. No deviation value higher than 0.3° was calculated. All calculated values are summarized in Tables 8 9 10 11. In accordance with these results, Kruskal-Wallis test did not show significant differences for trueness and precision values between different reference angles groups. Boxplots in Fig. 5 show graphically the results obtained and, as with the boxplot that showed the deviations for the angles with respect to XY, in this case they also did not show trends of worsening when the scanning area increased.
Table 8. Trueness in YZ projection angle group.
Angle group (YZ projection) | Statistic | ||||||
---|---|---|---|---|---|---|---|
Mean | 95% Confidence Interval for Mean | Median | Std. deviation | Interquartile range | |||
Lower bound | Upper bound | ||||||
Trueness (°) | A1 | 0.136 | 0.062 | 0.209 | 0.105 | 0.103 | 0.125 |
A2 | 0.153 | 0.075 | 0.231 | 0.167 | 0.109 | 0.225 | |
A3 | 0.215 | 0.117 | 0.312 | 0.208 | 0.137 | 0.232 | |
A4 | 0.163 | 0.048 | 0.278 | 0.102 | 0.161 | 0.245 | |
A5 | 0.154 | 0.039 | 0.270 | 0.078 | 0.162 | 0.283 |
Table 9. Precision in YZ projection angle group.
Angle group (YZ projection) | Statistic | ||||||
---|---|---|---|---|---|---|---|
Mean | 95% Confidence Interval for Mean | Median | Std. deviation | Interquartile range | |||
Lower bound | Upper bound | ||||||
Precision (°) | A1 | 0.078 | 0.033 | 0.123 | 0.059 | 0.063 | 0.060 |
A2 | 0.093 | 0.058 | 0.127 | 0.098 | 0.049 | 0.097 | |
A3 | 0.107 | 0.049 | 0.164 | 0.101 | 0.080 | 0.155 | |
A4 | 0.130 | 0.063 | 0.197 | 0.103 | 0.094 | 0.119 | |
A5 | 0.164 | 0.093 | 0.236 | 0.184 | 0.100 | 0.153 |
Table 10. Trueness in ZX projection angle group.
Angle group (ZX projection) | Statistic | ||||||
---|---|---|---|---|---|---|---|
Mean | 95% Confidence Interval for Mean | Median | Std. deviation | Interquartile range | |||
Lower bound | Upper bound | ||||||
Trueness (°) | A1 | 0.155 | 0.091 | 0.220 | 0.147 | 0.090 | 0.139 |
A2 | 0.261 | 0.153 | 0.368 | 0.252 | 0.150 | 0.218 | |
A3 | 0.246 | 0.128 | 0.365 | 0.241 | 0.166 | 0.265 | |
A4 | 0.168 | 0.017 | 0.318 | 0.067 | 0.210 | 0.266 | |
A5 | 0.287 | 0.098 | 0.475 | 0.192 | 0.264 | 0.375 |
Table 11. Precision in ZX projection angle group.
Angle group (ZX projection) | Statistic | ||||||
---|---|---|---|---|---|---|---|
Mean | 95% Confidence Interval for Mean | Median | Std. deviation | Interquartile range | |||
Lower bound | Upper bound | ||||||
Precision (°) | A1 | 0.151 | 0.097 | 0.205 | 0.171 | 0.075 | 0.124 |
A2 | 0.113 | 0.048 | 0.179 | 0.092 | 0.091 | 0.141 | |
A3 | 0.146 | 0.084 | 0.208 | 0.117 | 0.087 | 0.132 | |
A4 | 0.169 | 0.072 | 0.266 | 0.147 | 0.136 | 0.094 | |
A5 | 0.245 | 0.137 | 0.354 | 0.196 | 0.152 | 0.229 |
Fig. 5. (A) Trueness of angles on YZ plane, (B) trueness of angles on ZX plane, (C) precision of angles on YZ, (D) precision of angles on ZX.
DISCUSSION
In the present study, a new methodology to assess the accuracy of IOS was tested. In line with ISO 12836: 2015,37 which describes test methods for assessing accuracy of dental scanners, the basis of the methodology was the use of a calibrated element. This calibrated element was used to compare measurements acquired from the digital impressions obtained with IOS with reference measurements of the calibrated element.
The use of calibrated elements, as well as basic geometric figures, has already been proposed for IOS accuracy analysis.26,27,35,38 However, most published works in this field have relied on best-fit alignment methods, which are based on the superimposition of digitally acquired meshes.14,18,20,21,24,26 This superimposition is performed by the software itself seeking minimum deviation between aligned meshes. When analyzing deviations between these aligned meshes, the results yielded by the software are the distances between a point on the reference mesh and any point that is the closest in the analysis mesh. That is, it may be giving deviations between two points that are not actually the digital replica of the same point. These methods are indeed valid to assess accuracy in specific clinical cases or applications; nonetheless, the use of an external element such as a calibrated gauge enables the definition of an exact point on the reference mesh and comparison with the same point on the mesh under analysis. These comparisons may provide useful data for assessing the scanner's accuracy. However, to normalize the use of a gauge, it must meet certain conditions. It must have been manufactured to exacting geometrical and dimensional tolerances and have high surface qualities. The gauge designed and manufactured for this study does not meet these conditions since the objective was to test the validity of the methodology. In addition, after the milling, the gauge was shot-blasted to avoid reflections, which could have altered the surfaces of the gauge, thus enhancing the flatness of the reference plane or the cylindricity of the cylinders. Nor can it be guaranteed that the gauge can be placed in any mouth, since the dimensions of 5 mouths have been taken into account in its design. The manufacture of a definitive gauge requires a certain methodological acceptance of the process of assessing the accuracy of the IOS.
In order to test the validity of this method, it was applied in the accuracy study of a well-known IOS, and trueness and precision of acquired digital impressions were analyzed. The null hypothesis stated that the distribution of trueness and precision was the same across categories of distance and angle groups. In the distance group, as can be seen in the boxplots shown in Figure 4, the independent-samples Kruskal-Wallis test rejected this hypothesis with 0.035 and 0.018 values, respectively; the accuracy and precision were both influenced by the scanned arch length. However, results were not as conclusive concerning angle measurements. The Kruskal-Wallis test showed that there were no significant differences in almost all analyzed cases. Only when analyzing precision of angle measurement with the XY plane did the test yield a significance lower than 0.05. For all other comparisons, both with regard to trueness and precision, no differences were found.
This different behavior when analyzing errors in distances or angles may be due to one of the limitations of this study. The mere fact of using a gauge influences the scanning results. The scanners create a 3D image by stitching together multiple camera captures, and to perform these stitching operations, they rely on geometric references or colors. The use of a gauge provides the scanner with an element on which to rely to join the multiple image captures. The designed gauge has the cylinders joined together with a prismatic structure. The fact that the cylinders are connected with a continuous and rectangular section geometry might assist the scanner in preventing the rotation of the multiple captures it takes, thus avoiding angle errors. Although the use of any external element, such as a measuring gauge, always influences the results on accuracy analysis, it would be interesting to explore this further and try to minimize its influence.
The proposed methodology also has other limitations. In accordance with the aforementioned benefit that the gauge may provide, one of the limitations is the fact that the study was carried out in a dentulous patient. The denture provides geometric references that facilitate the creation of the 3D image. An edentulous jaw, presumably, would yield worse results, as has been mentioned in other literature.8,31
With regard to the obtained results, the IOS showed high accuracy in short-span areas of the dental arch while accuracy decreased as the length of the arch was increased. This behavior has been revealed in several studies.8,23,27 It is worth highlighting that the worst deviation value when analyzing distance did not reach 0.2 mm. In both trueness and precision calculations, values in all cases were under 0.1 mm. It is logical that the results are influenced by which scanner is used, though they are slightly lower than those obtained in other in vitro studies.38 It should be noted as another limitation, that only one intraoral scanner was used to test the proposed methodology and it is predictable that the accuracy will vary if other scanners were used.
When analyzing angles, measured deviations were minor. Deviation values when analyzing trueness were below 0.6°, which is within the Andriessen recommendation,31 and when analyzing precision, all values were below 0.9°. Nevertheless, the fact that the behavior of the evolution of the error along the dental arch is different from that of the error in the distance forces a reconsideration of the validity of the gauge to analyze angulation errors. It is possible that the geometry of the gauge or even its placement in the mouth could have influenced the results.
A further interesting aspect of this study is that it was carried out in vivo. IOS are designed to be used in the mouth so studies of their validity should be carried out in the mouth. It was expected that results would be worse than in in vitro studies, but in fact they were in line with other studies. Certainly, for this study, the gauge was placed in the maxilla and not in the lower jaw, which would pose a significantly added difficulty. The tongue does not allow the gauge to be placed in the lower arch. Consequently, if there were larger errors when scanning the lower jaw, they would be derived from the difficulty of the scan itself rather than from the nature or capacity of the scanner, which is also what occurs with replicas obtained following conventional methods, using alginates to make plaster models.
In recent years, numerous studies have been published concerning the accuracy of IOS. The vast majority have focused on measuring deviations in specific clinical cases or differences between superimposed meshes. However, there is no general and common criterion to determine the accuracy of an IOS. This circumstance is similar to that of non-contact optical scanners used in other fields, such as industry, and because of this, efforts are being directed at establishing such criteria. Apparently, the formulas for establishing a valid methodology for measuring the accuracy of optical scanners will come from the use of gauges and so this is proposed in ISO 12836: 2015 37. The methodology presented in this study is in this direction.
CONCLUSION
It is possible to analyze the accuracy of IOS in vivo. The current study presents an approach based on the use of a feature-based gauge that enables the assessment of trueness and precision. Moreover, both trueness and precision can be measured for different arch lengths. Results confirm that the digital impression showed poorer accuracy as the length of the scanned arch increases. The trueness and accuracy values for distances up to half-arch, including incisors, did not reach 0.05 mm (median value). For the full arch, these deviations almost tripled.
ACKNOWLEDGEMENTS
The authors thank Dr Raúl Diéz of the RD Orthodontic and Pediatric Dentistry Clinic, Naiara Ortega of the Mechanics Department of the University of the Basque Country (UPV/EHU) and of the CFAA, The Aeronautics Advanced Manufacturing Center (https://www.ehu.eus/en/web/cfaa/) for their support and assistance in the conduct of this research work.
Footnotes
This study was supported by the MINECO Ministry of Economy and Competitiveness (grant number PID2019-108975RA-I00).
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