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<article xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="2.0">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JPeriOp</journal-id>
      <journal-id journal-id-type="nlm-ta">JMIR Perioper Med</journal-id>
      <journal-title>JMIR Perioperative Medicine</journal-title>
      <issn pub-type="epub">2561-9128</issn>
      <publisher>
        <publisher-name>JMIR Publications</publisher-name>
        <publisher-loc>Toronto, Canada</publisher-loc>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">v3i2e18367</article-id>
      <article-id pub-id-type="pmid">33393933</article-id>
      <article-id pub-id-type="doi">10.2196/18367</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Original Paper</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Original Paper</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Comparing Computed Tomography–Derived Augmented Reality Holograms to a Standard Picture Archiving and Communication Systems Viewer for Presurgical Planning: Feasibility Study</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Eysenbach</surname>
            <given-names>Gunther</given-names>
          </name>
        </contrib>
        <contrib contrib-type="editor">
          <name>
            <surname>Pearson</surname>
            <given-names>John</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Uppot</surname>
            <given-names>Raul</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Laguna</surname>
            <given-names>Benjamin</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Sánchez-Margallo</surname>
            <given-names>Juan A</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Koutsouris</surname>
            <given-names>Dimitrios</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Dallas-Orr</surname>
            <given-names>David</given-names>
          </name>
          <degrees>MTM, MBA</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-6470-3336</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Penev</surname>
            <given-names>Yordan</given-names>
          </name>
          <degrees>MTM</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-8520-9417</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Schultz</surname>
            <given-names>Robert</given-names>
          </name>
          <degrees>MTM, MD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-3854-5642</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Courtier</surname>
            <given-names>Jesse</given-names>
          </name>
          <degrees>MD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <address>
            <institution>Department of Radiology</institution>
            <institution>Mission Bay Hospital</institution>
            <institution>University of California, San Francisco</institution>
            <addr-line>1975 4th Street C1758L</addr-line>
            <addr-line>San Francisco, CA, 94127</addr-line>
            <country>United States</country>
            <phone>1 415 476 1364</phone>
            <email>jesse.courtier@ucsf.edu</email>
          </address>
          <xref rid="aff4" ref-type="aff">4</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-2717-8653</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Department of Bioengineering and Therapeutic Sciences</institution>
        <institution>University of California, San Francisco</institution>
        <addr-line>San Francisco, CA</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Department of Bioengineering</institution>
        <institution>University of California, Berkeley</institution>
        <addr-line>Berkeley, CA</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>Department of Radiology</institution>
        <institution>Mission Bay Hospital</institution>
        <institution>University of California, San Francisco</institution>
        <addr-line>San Francisco, CA</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff4">
        <label>4</label>
        <institution>Department of Radiology and Biomedical Imaging</institution>
        <institution>University of California, San Francisco</institution>
        <addr-line>San Francisco, CA</addr-line>
        <country>United States</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Jesse Courtier <email>jesse.courtier@ucsf.edu</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <season>Jul-Dec</season>
        <year>2020</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>24</day>
        <month>9</month>
        <year>2020</year>
      </pub-date>
      <volume>3</volume>
      <issue>2</issue>
      <elocation-id>e18367</elocation-id>
      <history>
        <date date-type="received">
          <day>29</day>
          <month>2</month>
          <year>2020</year>
        </date>
        <date date-type="accepted">
          <day>13</day>
          <month>8</month>
          <year>2020</year>
        </date>
      </history>
      <copyright-statement>©David Dallas-Orr, Yordan Penev, Robert Schultz, Jesse Courtier. Originally published in JMIR Perioperative Medicine (http://periop.jmir.org), 24.09.2020.</copyright-statement>
      <copyright-year>2020</copyright-year>
      <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
        <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Perioperative Medicine, is properly cited. The complete bibliographic information, a link to the original publication on http://periop.jmir.org, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="http://periop.jmir.org/2020/2/e18367/" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Picture archiving and communication systems (PACS) are ubiquitously used to store, share, and view radiological information for preoperative planning across surgical specialties. Although traditional PACS software has proven reliable in terms of display accuracy and ease of use, it remains limited by its inherent representation of medical imaging in 2 dimensions. Augmented reality (AR) systems present an exciting opportunity to complement traditional PACS capabilities.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>This study aims to evaluate the technical feasibility of using a novel AR platform, with holograms derived from computed tomography (CT) imaging, as a supplement to traditional PACS for presurgical planning in complex surgical procedures.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>Independent readers measured objects of predetermined, anthropomorphically correlated sizes using the circumference and angle tools of standard-of-care PACS software and a newly developed augmented reality presurgical planning system (ARPPS).</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>Measurements taken with the standard PACS and the ARPPS showed no statistically significant differences. Bland-Altman analysis showed a mean difference of 0.08% (95% CI –4.20% to 4.36%) for measurements taken with PACS versus ARPPS’ circumference tools and –1.84% (95% CI –6.17% to 2.14%) for measurements with the systems’ angle tools. Lin’s concordance correlation coefficients were 1.00 and 0.98 for the circumference and angle measurements, respectively, indicating almost perfect strength of agreement between ARPPS and PACS. Intraclass correlation showed no statistically significant difference between the readers for either measurement tool on each system.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>ARPPS can be an effective, accurate, and precise means of 3D visualization and measurement of CT-derived holograms in the presurgical care timeline.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>augmented reality</kwd>
        <kwd>mixed reality</kwd>
        <kwd>picture archiving and communication system</kwd>
        <kwd>presurgical planning</kwd>
        <kwd>new technology evaluation</kwd>
        <kwd>medical imaging</kwd>
        <kwd>surgery</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <p>Picture archiving and communication systems (PACS) allow for easy storage and viewing of medical imaging information. Traditional PACS viewers present images in x-ray, computed tomography (CT), and magnetic resonance imaging (MRI) data on a 2-dimensional (2D) workstation screen to be examined by a surgical team in preparation for a complex procedure [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref2">2</xref>]. While these systems have been shown to be accurate and easy to use for the analysis of medical images [<xref ref-type="bibr" rid="ref3">3</xref>], they are also limited by their requirement of a desktop computer, laptop, or smartphone screen [<xref ref-type="bibr" rid="ref4">4</xref>]. Dias et al [<xref ref-type="bibr" rid="ref5">5</xref>] report that 2 of the most common problems of traditional PACS are the mismatch between the 2D viewing screen and the real world and the accompanying lack of flexibility and efficiency of use.</p>
      <p>Augmented reality (AR) and virtual reality (VR) technologies have the potential to address these shortcomings. AR and VR alike allow for the realistic and interactive digital representation of objects in a 3D space. As such, both technologies are already successfully deployed across a diverse set of applications, including terrestrial navigation [<xref ref-type="bibr" rid="ref6">6</xref>], architectural modeling [<xref ref-type="bibr" rid="ref7">7</xref>], automotive engineering [<xref ref-type="bibr" rid="ref8">8</xref>], and education [<xref ref-type="bibr" rid="ref9">9</xref>]. The same properties could be applied to present a realistic overlay of medical devices and tools on patients’ anatomy in 3D space on a portable, shared visualization method.</p>
      <p>Whereas VR presents an entirely digital representation of objects and their environment, AR allows for the overlay of digital holograms on a live real-world scene. In addition, many VR systems require a dedicated physical play space to allow for the experience of the completely immersive digital experience [<xref ref-type="bibr" rid="ref10">10</xref>]. These characteristics make AR a more likely candidate for the development of interactive tools assisting the dynamic clinical workflow.</p>
      <p>The potential of AR systems to assist in clinical tasks has been extensively reviewed by Uppot et al [<xref ref-type="bibr" rid="ref11">11</xref>]. Possible use cases include supplementing radiology training; communicating with colleagues, referring clinicians, and patients; and aiding in interventional radiology procedures. Additional uses for AR in medicine include providing simulations for advanced life support training [<xref ref-type="bibr" rid="ref12">12</xref>], visualizing patient anatomy including tumors [<xref ref-type="bibr" rid="ref13">13</xref>], and guiding assistants during robotic surgery [<xref ref-type="bibr" rid="ref14">14</xref>]. The increased spatial understanding of anatomy with AR has been shown to positively impact surgical care during laparoscopic surgery for visualizing hidden patient anatomy [<xref ref-type="bibr" rid="ref15">15</xref>], resection of neurological tumors without causing new neurological deficit [<xref ref-type="bibr" rid="ref16">16</xref>], and breast tumor resection by maximizing breast conservation [<xref ref-type="bibr" rid="ref17">17</xref>]. Multiple other non–patient outcome benefits have been proposed, including overall operating room efficiency [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref19">19</xref>], and more specifically—reduced operating room time, increased surgical precision, and reduced radiation exposure [<xref ref-type="bibr" rid="ref20">20</xref>].</p>
      <p>In order to create an AR model suitable for presurgical planning, the medical image from a CT or MRI scan must first be segmented using a DICOM viewer to visualize only the object or organ of interest. The resulting image is passed onto an image processing software that renders the object’s volumes and surfaces into a 3D scalar field model. This model can later be loaded in a dedicated AR software designed for projecting the image onto an AR or mixed reality headset display. Similar technologies have evaluated the use of AR systems for the visualization of MRI data [<xref ref-type="bibr" rid="ref21">21</xref>]. However, the focus of this study is the validation of CT-derived holograms. Although the visualization of CT-derived holograms has been assessed, measurement systems for these CT-derived holograms are rarely evaluated or utilized.</p>
      <p>As AR becomes more widely used in presurgical planning, it is crucial to know that these systems meet the gold standard for medical image measurement. This study aims to validate the feasibility, safety, and efficacy of a novel ARPPS, compared to a standard-of-care PACS viewer, in order to support its use in the presurgical visualization and measurement of CT-derived imaging of patient anatomy and surgical tools.</p>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Materials</title>
        <p>A CT image data set was generated using Discovery CT750 HD (GE Healthcare). The object imaged was a CT dose meter phantom (model 137856101, GE Healthcare) compliant with the American College of Radiology standards. The PACS used for standard-of-care comparison was Osirix MD version 10.0 (Pixmeo SARL; FDA 510(k) K101342) [<xref ref-type="bibr" rid="ref22">22</xref>]. The experimental PACS was the RadHA ARPPS version 3.3 (University of California, San Francisco) (<xref rid="figure1" ref-type="fig">Figure 1</xref>), as viewed on HoloLens generation 1 headset (Microsoft Corp). A MT-912 Digital Light Meter (Urceri) was used to measure the background light intensity.</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>The RadHA ARPPS version 3.3 displaying a spine model with a vascular model overlay and an angle measurement of thoracic kyphosis.</p>
          </caption>
          <graphic xlink:href="periop_v3i2e18367_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Procedure</title>
        <p>The CT dose meter phantom DICOM (digital imaging and communications in medicine) file was converted to an OBJ file (object file, Wavefront Technologies) and uploaded to the ARPPS for viewing on the HoloLens. The circumference and angle measurement tools of both the standard PACS and the ARPPS were used to measure diameters (<xref rid="figure2" ref-type="fig">Figure 2</xref>) and angles, respectively, with reference to the manufacturer-specified parameters of the CT dose meter phantom (<xref rid="figure3" ref-type="fig">Figure 3</xref>).</p>
        <fig id="figure2" position="float">
          <label>Figure 2</label>
          <caption>
            <p>The RadHA ARPPS version 3.3 displaying a computed tomography (CT)-derived 3D hologram of a CT dose meter phantom with diameter and circumference measurements and selectable icons.</p>
          </caption>
          <graphic xlink:href="periop_v3i2e18367_fig2.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <fig id="figure3" position="float">
          <label>Figure 3</label>
          <caption>
            <p>Computed tomography (CT) dose meter phantom diameters and angles as per the manufacturer's specifications.</p>
          </caption>
          <graphic xlink:href="periop_v3i2e18367_fig3.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <p>A range of low, medium, and high clinical measurements were selected for anthropomorphic correlation of the phantom’s diameter and angle parameters (<xref ref-type="table" rid="table1">Table 1</xref>). Two readers measured each of the phantom parameters 10 times independently of each other starting with the ARPPS. The readers were blinded to the manufacturer-provided measurements. Testing was completed in an office with a background light intensity of 152.1 lux.</p>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Clinical significance of the CT dose meter phantom measurements.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="170"/>
            <col width="180"/>
            <col width="650"/>
            <thead>
              <tr valign="top">
                <td>Object</td>
                <td>Manufacturer-specified size</td>
                <td>Clinical guideline</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Diameter A</td>
                <td>3.215 cm</td>
                <td>Mitral valve repair valve sizing [<xref ref-type="bibr" rid="ref23">23</xref>] (mitral annulus diameter 3.15 cm)</td>
              </tr>
              <tr valign="top">
                <td>Diameter B</td>
                <td>5.0 cm</td>
                <td>Elective abdominal aortic aneurysm repair in women [<xref ref-type="bibr" rid="ref24">24</xref>] (5.0-5.4 cm)</td>
              </tr>
              <tr valign="top">
                <td>Diameter C</td>
                <td>21.31 cm</td>
                <td>Pediatric abdominal diameter</td>
              </tr>
              <tr valign="top">
                <td>Angle A</td>
                <td>26.57°</td>
                <td>Scoliosis evaluation [<xref ref-type="bibr" rid="ref25">25</xref>] (bracing Cobb angle 29-40°)</td>
              </tr>
              <tr valign="top">
                <td>Angle B</td>
                <td>90.0°</td>
                <td>Proximal tibial alignment [<xref ref-type="bibr" rid="ref26">26</xref>] (normal lateral distal tibial angle 90°)</td>
              </tr>
              <tr valign="top">
                <td>Angle C</td>
                <td>153.43°</td>
                <td>Pediatric hip evaluation [<xref ref-type="bibr" rid="ref27">27</xref>] (normal pediatric femoral shaft angle 160°)</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
      <sec>
        <title>Statistical Analysis</title>
        <p>All statistical analyses were performed using Microsoft Excel version 1903. The interrater reliability of the readers was verified using Lin’s concordance correlation coefficient for both the circumference and angle tools [<xref ref-type="bibr" rid="ref28">28</xref>]. Shapiro-Wilk test was performed to verify the normality of the differences of each set of measurements in order to satisfy the requirements of performing a nonparametric method of analysis such as a Bland-Altman analysis [<xref ref-type="bibr" rid="ref29">29</xref>]. Bland-Altman analysis was used to evaluate the agreement between measurements taken with the standard PACS and the ARPPS.</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <p>Lin’s concordance correlation coefficient showed almost perfect concordance of the standard PACS viewer and the ARPPS (<xref rid="figure4" ref-type="fig">Figure 4</xref>, <xref ref-type="table" rid="table2">Table 2</xref>). Additionally, no significant difference in interrater reliability was observed for the circumference and angle tool measurements for both the PACS and ARPPS separately (<xref rid="figure4" ref-type="fig">Figure 4</xref>, <xref ref-type="table" rid="table2">Table 2</xref>).</p>
      <p>The Shapiro-Wilk tests failed to reject the null hypothesis of normality (<xref ref-type="table" rid="table3">Table 3</xref>). Bland-Altman plots evaluating the circumference tool showed an average bias of 0.08% with a 95% CI –4.20% to 4.36%. Bland-Altman plots evaluating the angle tool showed an average bias of –1.84% with a 95% CI –6.17% to 2.14%. The bias and confidence intervals of each of the 3 measures for the circumference and angle tools are reported in <xref ref-type="table" rid="table3">Table 3</xref>. The Bland-Altman plots of each of the measurements, as well as the combined measurements are shown for the circumference tool (<xref rid="figure5" ref-type="fig">Figure 5</xref> a-d) and angle tool (<xref rid="figure5" ref-type="fig">Figure 5</xref> e-h).</p>
      <p>The variability of the percent error of each of the measurements using the ARPPS as compared to using the standard PACS are visualized in individual box plots in <xref rid="figure6" ref-type="fig">Figure 6</xref>.</p>
      <fig id="figure4" position="float">
        <label>Figure 4</label>
        <caption>
          <p>Lin’s concordance plots of a) circumference tool, b) angle tool; interrater reliability plots of c) circumference tool for the picture archiving and communication system (PACS), d) circumference tool for augmented reality presurgical planning system (ARPPS), e) angle tool for PACS, f) angle tool for ARPPS.</p>
        </caption>
        <graphic xlink:href="periop_v3i2e18367_fig4.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
      </fig>
      <table-wrap position="float" id="table2">
        <label>Table 2</label>
        <caption>
          <p>Lin's concordance correlation coefficients and interrater reliability.</p>
        </caption>
        <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
          <col width="200"/>
          <col width="270"/>
          <col width="300"/>
          <col width="230"/>
          <thead>
            <tr valign="top">
              <td>Tools</td>
              <td>Concordance correlation coefficient</td>
              <td>Interrater reliability PACS<sup>a</sup> standard DICOM<sup>b</sup> viewer</td>
              <td>Interrater reliability ARPPS<sup>c</sup></td>
            </tr>
          </thead>
          <tbody>
            <tr valign="top">
              <td>Circumference tool</td>
              <td>1.00</td>
              <td>1.01</td>
              <td>0.99</td>
            </tr>
            <tr valign="top">
              <td>Angle tool</td>
              <td>0.98</td>
              <td>1.01</td>
              <td>1.02</td>
            </tr>
          </tbody>
        </table>
        <table-wrap-foot>
          <fn id="table2fn1">
            <p><sup>a</sup>PACS: picture archiving and communication system.</p>
          </fn>
          <fn id="table2fn2">
            <p><sup>b</sup>DICOM: digital imaging and communications in medicine.</p>
          </fn>
          <fn id="table2fn3">
            <p><sup>c</sup>ARPPS: augmented reality presurgical planning system.</p>
          </fn>
        </table-wrap-foot>
      </table-wrap>
      <table-wrap position="float" id="table3">
        <label>Table 3</label>
        <caption>
          <p>Shapiro-Wilk test for normality of differences and Bland-Altman analysis.</p>
        </caption>
        <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
          <col width="30"/>
          <col width="200"/>
          <col width="200"/>
          <col width="130"/>
          <col width="220"/>
          <col width="220"/>
          <thead>
            <tr valign="top">
              <td colspan="2">Tools and measurements</td>
              <td>Shapiro-Wilk test  <break/>  
            <italic>P</italic> value</td>
              <td>% Bias</td>
              <td>Lower limits of agreement, %</td>
              <td>Upper limits of agreement, %</td>
            </tr>
          </thead>
          <tbody>
            <tr valign="top">
              <td colspan="6">
                <bold>Circumference tool</bold>
              </td>
            </tr>
            <tr valign="top">
              <td rowspan="4">
                <break/>
              </td>
              <td>Diameter A</td>
              <td>.5607</td>
              <td>–0.59</td>
              <td>–5.56</td>
              <td>4.39</td>
            </tr>
            <tr valign="top">
              <td>Diameter B</td>
              <td>.4528</td>
              <td>1.16</td>
              <td>–3.36</td>
              <td>5.69</td>
            </tr>
            <tr valign="top">
              <td>Diameter C</td>
              <td>.3325</td>
              <td>–0.33</td>
              <td>–2.44</td>
              <td>1.78</td>
            </tr>
            <tr valign="top">
              <td>Combined</td>
              <td>N/A</td>
              <td>0.08</td>
              <td>–4.20</td>
              <td>4.36</td>
            </tr>
            <tr valign="top">
              <td colspan="6">
                <bold>Angle tool</bold>
              </td>
            </tr>
            <tr valign="top">
              <td rowspan="4">
                <break/>
              </td>
              <td>Angle A</td>
              <td>.8304</td>
              <td>–3.30</td>
              <td>–7.78</td>
              <td>1.19</td>
            </tr>
            <tr valign="top">
              <td>Angle B</td>
              <td>.9685</td>
              <td>0.14</td>
              <td>–1.66</td>
              <td>1.93</td>
            </tr>
            <tr valign="top">
              <td>Angle C</td>
              <td>.7211</td>
              <td>–2.36</td>
              <td>–5.42</td>
              <td>0.71</td>
            </tr>
            <tr valign="top">
              <td>Combined</td>
              <td>N/A</td>
              <td>–1.84</td>
              <td>–6.17</td>
              <td>2.49</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <fig id="figure5" position="float">
        <label>Figure 5</label>
        <caption>
          <p>Bland-Altman plots for the circumference tool measurements for a) diameter A, b) diameter B, c) diameter C, d) all diameters combined, and of the angle tool measurements for e) angle A, f) angle B, g) angle C, h) all angles combined.</p>
        </caption>
        <graphic xlink:href="periop_v3i2e18367_fig5.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
      </fig>
      <fig id="figure6" position="float">
        <label>Figure 6</label>
        <caption>
          <p>Whisker plot comparisons of percent error of the augmented reality presurgical planning system (ARPPS) versus the standard picture archiving and communication system (PACS) for a) circumference tool, b) angle tool.</p>
        </caption>
        <graphic xlink:href="periop_v3i2e18367_fig6.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
      </fig>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Results and Comparison to Prior Work</title>
        <p>Both the circumference and angle measuring tools of the ARPPS had an accuracy that was not significantly different as compared to the PACS measurements used in traditional preoperative settings. The circumference tool had an overall bias of 0.08%, which is more accurate than the 0.3% previously reported for a comparable AR system [<xref ref-type="bibr" rid="ref30">30</xref>]. Similarly, the angle tool had an overall bias of –1.84%, which is more accurate than that previously reported for another 3D reconstruction software already on the market [<xref ref-type="bibr" rid="ref31">31</xref>].</p>
        <p>Interestingly, a decrease in percent error in either circumference or angle tool measurements was associated with an increase in the size of the object and ray length, respectively (<xref rid="figure6" ref-type="fig">Figure 6</xref>). This was consistent with a corresponding increase in the ease of manipulation of the hologram for larger objects as reported by both readers. AR and mixed reality–viewing hardware with higher resolution and responsiveness is likely to significantly improve the usability of such systems.</p>
      </sec>
      <sec>
        <title>Limitations</title>
        <p>Manipulating objects on the HoloLens can be technically challenging and contain a systematic error. Both readers reported difficulties in determining a clear vertex for angles A and C. However, angle B, which had no reported difficulties in measurement, showed a bias of only 0.14%. In addition, readers reported significant improvements in hologram manipulation dexterity with experience.</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>ARPPS can be an effective, precise, and accurate tool for the realistic visualization, manipulation, and measurement of clinically significant angles and circumferences in 3D space. ARPPS measurements are of substantially equivalent accuracy and precision as compared to standard-of-care PACS, similar systems that have previously been awarded the Food and Drug Administration (FDA) clearance as class II medical devices for presurgical planning, and other systems with published data [<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref31">31</xref>]. Nonetheless, technological difficulties remain a major barrier to the adoption of such technologies in medical and surgical care settings. To realize the full potential of AR and similar technologies, it is important that the medical community works in concert with device manufacturers to ensure the devices’ real-world feasibility, usability, safety, and efficacy.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group/>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">2D</term>
          <def>
            <p>2-dimensional</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">AR</term>
          <def>
            <p>augmented reality</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">ARPPS</term>
          <def>
            <p>augmented reality presurgical planning system</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">CT</term>
          <def>
            <p>computed tomography</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">DICOM</term>
          <def>
            <p>digital imaging and communications in medicine</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb6">FDA</term>
          <def>
            <p>Food and Drug Administration</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb7">MRI</term>
          <def>
            <p>magnetic resonance imaging</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb8">PACS</term>
          <def>
            <p>picture archiving and communication system</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb9">VR</term>
          <def>
            <p>virtual reality</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>We thank UCSF Benioff Children’s Hospital for the use of their CT and computers for obtaining PACS measurements. In addition, we thank the Microsoft HoloLens team for providing research and technology support for the HoloLens and Dr Nancy Hills, Associate Professor of Neurology, University of California, San Francisco for the advice on our biostatistics methods and analyses.</p>
    </ack>
    <fn-group>
      <fn fn-type="conflict">
        <p>JC is an Associate Clinical Professor in Pediatric Radiology at the University of California, San Francisco and creator of the ARPPS but did not participate in the collection or analysis of the data.</p>
      </fn>
    </fn-group>
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