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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2296-858X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmed.2026.1744048</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Intelligent robot-assisted fracture reduction for pelvic fractures: a clinical study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Fan</surname>
<given-names>Xinyu</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>He</surname>
<given-names>Jianlin</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Qi</surname>
<given-names>Baochuang</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Hu</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Gang</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Xingqiang</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Yu</surname>
<given-names>Wei</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<role>editor</role>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Nuocheng</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Yin</given-names>
</name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xu</surname>
<given-names>Yongqing</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2025875"/>
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<aff id="aff1"><label>1</label><institution>920th Hospital of Joint Logistics Support Force</institution>, <city>Kunming</city>, <state>Yunnan</state>, <country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>Orthopedic Trauma Center, Yunnan Provincial Hospital of Traditional Chinese Medicine/The First Affiliated Hospital of Yunnan University of Chinese Medicine</institution>, <city>Kunming</city>, <state>Yunnan</state>, <country country="cn">China</country></aff>
<aff id="aff3"><label>3</label><institution>Department of Orthopedics, Hospital of Guizhou Panjiang Coal and Electricity Group Co., Ltd.</institution>, <city>Guizhou</city>, <country country="cn">China</country></aff>
<aff id="aff4"><label>4</label><institution>School of Clinical Medicine, Dali University</institution>, <city>Dali, Yunnan</city>, <country country="cn">China</country></aff>
<aff id="aff5"><label>5</label><institution>Department of Orthopaedics, Dali Bai Autonomous Prefecture People&#x2019;s Hospital, Dali</institution>, <city>Yunnan</city>, <country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Yongqing Xu, <email xlink:href="mailto:xuyongqingkm@163.net">xuyongqingkm@163.net</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-18">
<day>18</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>13</volume>
<elocation-id>1744048</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>13</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2026 Fan, He, Qi, Zhang, Li, Liu, Yu, Yang, Yang and Xu.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Fan, He, Qi, Zhang, Li, Liu, Yu, Yang, Yang and Xu</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-18">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Objective</title>
<p>The objective of the study was to evaluate the safety, feasibility, and radiographic outcomes of an intelligent robot-assisted fracture reduction (RAFR) system in the minimally invasive treatment of fresh, unstable pelvic ring injuries.</p>
</sec>
<sec>
<title>Methods</title>
<p>In this single-center retrospective case series, 32 consecutive patients with unstable pelvic ring injuries (Tile type B or C) treated between August 2024 and April 2025 underwent minimally invasive closed reduction and internal fixation using the RAFR system. The system combines preoperative computed tomography (CT)-based three-dimensional reduction planning, intraoperative cone-beam CT (CBCT) registration, an optical tracking system, a table-mounted passive holding arm, and a robotic arm with dual force&#x2013;position monitoring. Operative time, intraoperative blood loss, and fluoroscopic exposures were recorded. Postoperative CT was used to measure residual displacement, which was graded according to Matta&#x2019;s criteria, and the excellent-to-good rate was calculated. Functional outcomes were assessed using the Majeed score at the final follow-up.</p>
</sec>
<sec>
<title>Results</title>
<p>All 32 procedures were completed using a closed, minimally invasive approach without conversion to open reduction. The median (IQR) operative time was 270 (225&#x2013;311) min, blood loss was 150 (100&#x2013;300) mL, and fluoroscopic exposures were 35 (30&#x2013;45). The median residual displacement on CT was 4.0 (3.0&#x2013;8.0) mm. According to Matta&#x2019;s criteria, 17 patients (53.1%) had excellent, 12 (37.5%) had good, and 3 (9.4%) had fair reductions, yielding an excellent-to-good rate of 90.6%. Two patients were lost to follow-up; among the remaining 30 patients, no major complications such as deep infection, implant failure, or iatrogenic neurovascular injury were observed, and the mean Majeed score was 76.7&#x202F;&#x00B1;&#x202F;12.0.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>The RAFR system enabled closed reduction and percutaneous fixation of a heterogeneous cohort of unstable pelvic ring fractures with high rates of satisfactory reduction and favorable short-term functional recovery. These preliminary findings support the clinical feasibility and safety of robot-assisted closed reduction for unstable pelvic fractures and provide a basis for future comparative and multicenter studies.</p>
</sec>
</abstract>
<kwd-group>
<kwd>intelligence</kwd>
<kwd>minimally invasive</kwd>
<kwd>pelvic fractures</kwd>
<kwd>reduction</kwd>
<kwd>robot</kwd>
</kwd-group>
<funding-group>
<award-group id="gs1">
<funding-source id="sp1">
<institution-wrap>
<institution>The scientific and technological Innovation team of Joint Logistic Support Force of PLA</institution>
</institution-wrap>
</funding-source>
</award-group>
<award-group id="gs2">
<funding-source id="sp2">
<institution-wrap>
<institution>Medical key subject of Joint Logistic Support Force of PLA</institution>
</institution-wrap>
</funding-source>
</award-group>
<award-group id="gs3">
<funding-source id="sp3">
<institution-wrap>
<institution>Clinical Key Subject Construction Project of PLA</institution>
</institution-wrap>
</funding-source>
</award-group>
<award-group id="gs4">
<funding-source id="sp4">
<institution-wrap>
<institution>Yunnan Orthopedics and Sports Rehabilitation Clinical Medicine Research Center</institution>
</institution-wrap>
</funding-source>
<award-id rid="sp4">2022YFC2405704</award-id>
</award-group>
<award-group id="gs5">
<funding-source id="sp5">
<institution-wrap>
<institution>Yunnan Provincial Clinical Orthopaedic Trauma Medical Center</institution>
</institution-wrap>
</funding-source>
</award-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This study was supported by the Yunnan Provincial Clinical Orthopaedic Trauma Medical Center, Grants from Yunnan Orthopedics and Sports Rehabilitation Clinical Medicine Research Center, National Key Research and Development Program (2022YFC2405704), Clinical Key Subject Construction Project of PLA, Medical key subject of Joint Logistic Support Force of PLA, The scientific and technological Innovation team of Joint Logistic Support Force of PLA.</funding-statement>
</funding-group>
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<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Precision Medicine</meta-value>
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</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>High-energy pelvic ring injuries are among the most challenging problems in orthopedic trauma. They are frequently associated with hemodynamic instability, multiple organ injuries, substantial early mortality, and a high risk of long-term disability (<xref ref-type="bibr" rid="ref1 ref2 ref3">1&#x2013;3</xref>). The primary surgical goal is to restore pelvic ring symmetry and stability to allow early mobilization and to reduce chronic pain and functional impairment (<xref ref-type="bibr" rid="ref4">4</xref>). Traditional open reduction and internal fixation (ORIF) can achieve anatomic or near-anatomic reduction but requires extensive soft tissue dissection, is associated with considerable blood loss and wound complications, and may be poorly tolerated in polytrauma patients (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref4">4</xref>).</p>
<p>For these reasons, less-invasive strategies&#x2014;particularly closed or limited-exposure reduction combined with percutaneous fixation&#x2014;have increasingly been adopted (<xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref5 ref6 ref7">5&#x2013;7</xref>). However, conventional closed reduction techniques typically rely on Schanz pins, traction tables, or reduction frames, guided only by two-dimensional (2D) fluoroscopy (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref8 ref9 ref10">8&#x2013;10</xref>). These approaches are technically demanding, operator-dependent, and may still fail to achieve acceptable alignment, especially in markedly displaced or vertically unstable patterns. Surgeons must interpret complex three-dimensional (3D) deformities from 2D projections and maintain reduction manually under substantial soft tissue resistance, often at the cost of prolonged fluoroscopy and physical fatigue (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref11 ref12 ref13">11&#x2013;13</xref>).</p>
<p>With the development of digital orthopedics, computer navigation and surgical robots have improved the precision of percutaneous screw placement, particularly in the sacroiliac and trans-sacral corridors (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref14 ref15 ref16">14&#x2013;16</xref>). However, the majority of systems focus on the fixation step rather than on actively performing the reduction maneuver itself. To address this gap, our group developed an intelligent robot-assisted fracture reduction (RAFR) system that integrates CT-based 3D planning, intraoperative CBCT registration, optical navigation, a table-mounted passive holding arm, an elastic traction device, and a force-controlled robotic arm (<xref ref-type="bibr" rid="ref17 ref18 ref19 ref20 ref21 ref22 ref23">17&#x2013;23</xref>). Preclinical studies in bone models and cadaveric specimens revealed that this system can execute planned reduction trajectories with high accuracy and repeatability (<xref ref-type="bibr" rid="ref17 ref18 ref19 ref20 ref21 ref22">17&#x2013;22</xref>).</p>
<p>Following these experimental validations and early clinical experiences, further clinical evidence in a broader patient cohort is needed. Therefore, the objective of this study was to describe the early clinical application of the RAFR system in 32 consecutive patients with fresh, unstable pelvic ring injuries, focusing on (1) reduction quality assessed by CT-based residual displacement and Matta grading, (2) perioperative parameters including operative time, blood loss, and fluoroscopic exposure, and (3) short-term functional outcomes.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Study design and patient selection</title>
<p>This was a single-center retrospective case series conducted at a tertiary trauma center. The study was approved by the institutional ethics committee, and all patients (or their legal guardians) provided informed consent for the robotic procedure and subsequent data use.</p>
<p>Between August 2024 and April 2025, patients with acute unstable pelvic ring injuries were screened. The inclusion criteria were: (1) pediatric and adult patients; (2) fresh, closed, unstable pelvic ring fractures classified as Tile type B or C; and (3) hemodynamic stability at the time of definitive surgery, either primarily or after initial resuscitation. The exclusion criteria were: (1) open pelvic fractures or severe soft tissue degloving; (2) prior pelvic surgery or pre-existing pelvic deformity; (3) severely osteoporotic iliac bone, judged unable to support stable holding pins; and (4) bilateral posterior ring comminution or deformity, precluding the use of the contralateral hemipelvis as a reliable template.</p>
<p>The RAFR system requires an intact or minimally displaced contralateral hemipelvis for &#x201C;mirror-template&#x201D; planning of the reduction pathway. Patients in whom such a template could not be established were excluded from robotic reduction and treated with conventional open or manual closed techniques. After applying these criteria, 32 patients were included (16 men and 16 women). The cohort comprised both Tile type B and C injuries, and the majority of patients had associated injuries, such as thoracic trauma, lumbar fractures, or urogenital injury (<xref ref-type="table" rid="tab1">Table 1</xref>). The median interval from injury to surgery was 7&#x202F;days, reflecting the need to stabilize concomitant injuries and coordinate logistics.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Demographic and clinical variables of the patients treated for unstable pelvic fractures.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Case number</th>
<th align="left" valign="top">Gender</th>
<th align="center" valign="top">Age (years)</th>
<th align="center" valign="top">BMI</th>
<th align="center" valign="top">Injury to surgery time (days)</th>
<th align="center" valign="top">Tile type</th>
<th align="left" valign="top">Combined injury</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">1</td>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">33</td>
<td align="center" valign="middle">20.06</td>
<td align="center" valign="middle">10</td>
<td align="center" valign="middle">B3</td>
<td align="left" valign="middle">Scapular fracture</td>
</tr>
<tr>
<td align="left" valign="middle">2</td>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">58</td>
<td align="center" valign="middle">20.33</td>
<td align="center" valign="middle">6</td>
<td align="center" valign="middle">B3</td>
<td align="left" valign="middle">Urethral injury, rib fracture, and lumbar vertebra fracture</td>
</tr>
<tr>
<td align="left" valign="middle">3</td>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">53</td>
<td align="center" valign="middle">21.41</td>
<td align="center" valign="middle">7</td>
<td align="center" valign="middle">B2</td>
<td align="left" valign="middle">Retroperitoneal hematoma, renal contusion, traumatic pancreatitis, abdominopelvic effusion, gluteal soft tissue injury, and traumatic hemorrhagic anemia</td>
</tr>
<tr>
<td align="left" valign="middle">4</td>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">61</td>
<td align="center" valign="middle">23.18</td>
<td align="center" valign="middle">12</td>
<td align="center" valign="middle">B3</td>
<td align="left" valign="middle">Rib fracture, hemopneumothorax, pleural effusion, thoracic vertebra fracture, liver laceration, and renal laceration</td>
</tr>
<tr>
<td align="left" valign="middle">5</td>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">67</td>
<td align="center" valign="middle">21.71</td>
<td align="center" valign="middle">4</td>
<td align="center" valign="middle">B3</td>
<td align="left" valign="middle">Pulmonary contusion and rib fracture</td>
</tr>
<tr>
<td align="left" valign="middle">6</td>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">36</td>
<td align="center" valign="middle">19.53</td>
<td align="center" valign="middle">5</td>
<td align="center" valign="middle">B2</td>
<td align="left" valign="middle">None</td>
</tr>
<tr>
<td align="left" valign="middle">7</td>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">6</td>
<td align="center" valign="middle">15.65</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">B2</td>
<td align="left" valign="middle">None</td>
</tr>
<tr>
<td align="left" valign="middle">8</td>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">50</td>
<td align="center" valign="middle">33.20</td>
<td align="center" valign="middle">16</td>
<td align="center" valign="middle">C3</td>
<td align="left" valign="middle">Pulmonary contusion, rib fracture, thoracic vertebra fracture, and femoral fracture</td>
</tr>
<tr>
<td align="left" valign="middle">9</td>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">35</td>
<td align="center" valign="middle">21.63</td>
<td align="center" valign="middle">5</td>
<td align="center" valign="middle">C1</td>
<td align="left" valign="middle">Scapular fracture, lumbar vertebra fracture, renal contusion, rib fracture, pulmonary contusion, and hepatic contusion</td>
</tr>
<tr>
<td align="left" valign="middle">10</td>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">34</td>
<td align="center" valign="middle">28.73</td>
<td align="center" valign="middle">8</td>
<td align="center" valign="middle">B2</td>
<td align="left" valign="middle">None</td>
</tr>
<tr>
<td align="left" valign="middle">11</td>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">47</td>
<td align="center" valign="middle">27.73</td>
<td align="center" valign="middle">12</td>
<td align="center" valign="middle">C2</td>
<td align="left" valign="middle">Urethral injury and status post cystostomy</td>
</tr>
<tr>
<td align="left" valign="middle">12</td>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">70</td>
<td align="center" valign="middle">23.52</td>
<td align="center" valign="middle">8</td>
<td align="center" valign="middle">B3</td>
<td align="left" valign="middle">None</td>
</tr>
<tr>
<td align="left" valign="middle">13</td>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">31</td>
<td align="center" valign="middle">23.82</td>
<td align="center" valign="middle">4</td>
<td align="center" valign="middle">B3</td>
<td align="left" valign="middle">Lumbar vertebra fracture</td>
</tr>
<tr>
<td align="left" valign="middle">14</td>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">52</td>
<td align="center" valign="middle">29.37</td>
<td align="center" valign="middle">14</td>
<td align="center" valign="middle">B3</td>
<td align="left" valign="middle">None</td>
</tr>
<tr>
<td align="left" valign="middle">15</td>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">59</td>
<td align="center" valign="middle">27.54</td>
<td align="center" valign="middle">7</td>
<td align="center" valign="middle">C1</td>
<td align="left" valign="middle">Central hip dislocation</td>
</tr>
<tr>
<td align="left" valign="middle">16</td>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">38</td>
<td align="center" valign="middle">30.08</td>
<td align="center" valign="middle">6</td>
<td align="center" valign="middle">B2</td>
<td align="left" valign="middle">Pulmonary contusion and rib fracture</td>
</tr>
<tr>
<td align="left" valign="middle">17</td>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">42</td>
<td align="center" valign="middle">23.23</td>
<td align="center" valign="middle">6</td>
<td align="center" valign="middle">B2</td>
<td align="left" valign="middle">Sacral fracture and lumbar vertebra fracture</td>
</tr>
<tr>
<td align="left" valign="middle">18</td>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">42</td>
<td align="center" valign="middle">22.22</td>
<td align="center" valign="middle">4</td>
<td align="center" valign="middle">B2</td>
<td align="left" valign="middle">Distal radius fracture and ulnar styloid fracture</td>
</tr>
<tr>
<td align="left" valign="middle">19</td>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">63</td>
<td align="center" valign="middle">22.83</td>
<td align="center" valign="middle">11</td>
<td align="center" valign="middle">C2</td>
<td align="left" valign="middle">Pulmonary contusion, rib fracture, and pleural effusion</td>
</tr>
<tr>
<td align="left" valign="middle">20</td>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">48</td>
<td align="center" valign="middle">19.57</td>
<td align="center" valign="middle">6</td>
<td align="center" valign="middle">B2</td>
<td align="left" valign="middle">None</td>
</tr>
<tr>
<td align="left" valign="middle">21</td>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">61</td>
<td align="center" valign="middle">22.49</td>
<td align="center" valign="middle">3</td>
<td align="center" valign="middle">C1</td>
<td align="left" valign="middle">Lumbar vertebra fracture, renal contusion with subcapsular hematoma, and perirenal fascial hematoma</td>
</tr>
<tr>
<td align="left" valign="middle">22</td>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">55</td>
<td align="center" valign="middle">24.65</td>
<td align="center" valign="middle">7</td>
<td align="center" valign="middle">C1</td>
<td align="left" valign="middle">Pulmonary contusion, rib fracture, pleural effusion, and pneumothorax</td>
</tr>
<tr>
<td align="left" valign="middle">23</td>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">35</td>
<td align="center" valign="middle">22.97</td>
<td align="center" valign="middle">3</td>
<td align="center" valign="middle">B2</td>
<td align="left" valign="middle">Lumbar vertebra fracture</td>
</tr>
<tr>
<td align="left" valign="middle">24</td>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">14</td>
<td align="center" valign="middle">15.55</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">B1</td>
<td align="left" valign="middle">Abdominal soft tissue contusion</td>
</tr>
<tr>
<td align="left" valign="middle">25</td>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">24</td>
<td align="center" valign="middle">32.49</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">C1</td>
<td align="left" valign="middle">Lumbar vertebra fracture and femoral head fracture with hip dislocation</td>
</tr>
<tr>
<td align="left" valign="middle">26</td>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">52</td>
<td align="center" valign="middle">19.81</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">B2</td>
<td align="left" valign="middle">Urethral injury and lumbar vertebra fracture</td>
</tr>
<tr>
<td align="left" valign="middle">27</td>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">21</td>
<td align="center" valign="middle">25.71</td>
<td align="center" valign="middle">3</td>
<td align="center" valign="middle">C1</td>
<td align="left" valign="middle">Intertrochanteric femoral fracture, tibiofibular fracture, tibial plateau fracture, and lumbar vertebra fracture</td>
</tr>
<tr>
<td align="left" valign="middle">28</td>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">70</td>
<td align="center" valign="middle">27.16</td>
<td align="center" valign="middle">13</td>
<td align="center" valign="middle">B1</td>
<td align="left" valign="middle">Distal radius and ulnar styloid fracture, hypertension, gastrointestinal bleeding, and pulmonary contusion</td>
</tr>
<tr>
<td align="left" valign="middle">29</td>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">23</td>
<td align="center" valign="middle">14.87</td>
<td align="center" valign="middle">5</td>
<td align="center" valign="middle">B2</td>
<td align="left" valign="middle">None</td>
</tr>
<tr>
<td align="left" valign="middle">30</td>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">26</td>
<td align="center" valign="middle">17.99</td>
<td align="center" valign="middle">8</td>
<td align="center" valign="middle">B2</td>
<td align="left" valign="middle">None</td>
</tr>
<tr>
<td align="left" valign="middle">31</td>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">37</td>
<td align="center" valign="middle">24.16</td>
<td align="center" valign="middle">9</td>
<td align="center" valign="middle">C1</td>
<td align="left" valign="middle">Lumbar vertebra fracture</td>
</tr>
<tr>
<td align="left" valign="middle">32</td>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">60</td>
<td align="center" valign="middle">19.53</td>
<td align="center" valign="middle">8</td>
<td align="center" valign="middle">C1</td>
<td align="left" valign="middle">Distal radius fracture, ulnar styloid fracture, lumbar vertebra fracture, fibular fracture, and bladder injury</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Robotic system and auxiliary devices</title>
<p>The intraoperative robotic system (model RR01, Beijing Rossum Robot Co., Ltd., Beijing, China) enables real-time 3D navigation, preoperative planning of fracture reduction trajectories, and execution of reduction maneuvers with dual position&#x2013;force monitoring. The system comprises a master console cart with an integrated optical tracking camera, a robotic arm cart carrying the 6-degree-of-freedom collaborative robotic arm, and two key auxiliary devices: a table-mounted passive holding arm for contralateral pelvic fixation and a table-mounted elastic traction device for controlled supracondylar femoral traction (<xref ref-type="bibr" rid="ref19 ref20 ref21">19&#x2013;21</xref>).</p>
<p>The passive holding system incorporates two electronically controlled passive arms with multiple degrees of freedom (Pass Arm 1, Rossum Robot Co., Ltd.), which can be rigidly connected to supra-acetabular and iliac crest holding pins on the intact hemipelvis (<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref23">23</xref>). The elastic traction device delivers a programmable traction force of 0&#x2013;30&#x202F;kg through a femoral supracondylar pin, maintaining near-constant axial traction to counteract soft tissue resistance while limiting the load transmitted to the robotic arm (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref24">24</xref>) (<xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Intelligent RAFR system and auxiliary hardware. <bold>(a)</bold> The main robotic platform, comprising the master console cart with an integrated optical tracking system (left) and the robotic arm cart carrying the 6-degree-of-freedom collaborative arm (right). <bold>(b)</bold> The table-mounted passive holding arm used for rigid stabilization of the intact contralateral hemipelvis. <bold>(c)</bold> The table-mounted elastic traction device designed to provide continuous supracondylar femoral traction for offloading soft tissue tension.</p>
</caption>
<graphic xlink:href="fmed-13-1744048-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">(a) Two robotic arms mounted on wheeled carts with a monitor attached. (b) A single robotic arm with a jointed design. (c) Three medical devices including a portable unit with a handle, a digital control panel, and a transparent enclosure showing internal mechanisms.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Preoperative planning</title>
<p>Preoperative pelvic CT data in DICOM format were imported into proprietary RROS software (Rossum Robot Co., Ltd.) for segmentation of the bony pelvis and identification of the injured and uninjured hemipelves. The software generated a mirrored 3D model of the intact hemipelvis and automatically computed a target reduction position and trajectory for the injured side based on pelvic symmetry and pre-defined anatomical constraints (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref22">22</xref>). The operating surgeon reviewed and, if necessary, refined the proposed reduction pathway to avoid potential collisions and to accommodate fracture-specific features. Once approved, the plan was stored as an .rrs file and transferred to the robotic console.</p>
</sec>
<sec id="sec6">
<label>2.4</label>
<title>Surgical technique</title>
<p>All patients were positioned supine on a radiolucent orthopedic table with the sacrum slightly elevated. After standard preparation and draping, trackers were fixed to both anterior superior iliac spines. Anteroposterior (AP) and lateral fluoroscopic images were acquired to define the CBCT scanning range, after which an intraoperative CBCT scan of the pelvis was performed. The intraoperative CBCT dataset was automatically registered to the preoperative CT-based 3D model. The optical tracking system then continuously monitored pelvic and tracker positions to provide real-time navigation.</p>
<p>Under navigational guidance, two Schanz pins were inserted into the intact hemipelvis (LC-2 corridor and iliac crest) and connected to the passive holding arms, providing rigid contralateral fixation outside the future implant corridors (<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref23">23</xref>). On the injured side, two corresponding pins and one additional supra-acetabular pin were placed and attached to the robotic arm. For vertically displaced patterns, supracondylar traction pins were inserted into the femur and connected to the elastic traction device, which was set to deliver a predefined traction force based on fracture configuration and patient characteristics (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref21">21</xref>).</p>
<p>The robotic arm then executed the preplanned reduction pathway in a stepwise manner. The console displayed real-time fragment position and multidirectional forces. If resistance in any axis exceeded the safety threshold, the system automatically paused and switched to an assistive mode, prompting the surgeon to release interlocking fragments or adjust pin configuration. Once forces returned to within the safe range, autonomous reduction resumed until the target position was achieved, at which point both the robotic and passive arms were locked to maintain reduction.</p>
<p>Following the reduction, pelvic AP, inlet, and outlet fluoroscopic views were obtained to confirm alignment. Percutaneous iliosacral, trans-sacral, LC-2, and pubic screws were then inserted under either navigation or fluoroscopy according to fracture morphology. When indicated, INFIX or external fixation constructs were used for anterior ring stabilization. Final fluoroscopic images confirmed reduction and implant position before wound closure (<xref ref-type="fig" rid="fig2">Figure 2</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Intraoperative surgical workflow and robotic-patient linkage. <bold>(a)</bold> Fixation of the optical trackers on the bilateral anterior superior iliac spines (ASIS). <bold>(b)</bold> Sterile draping of the passive holding arms prior to mechanical connection. <bold>(c)</bold> Real-time navigated insertion of the pelvic holding pins. <bold>(d&#x2013;g)</bold> Schematic diagrams illustrating the standardized placement of holding pins for the intact (contralateral) and injured (ipsilateral) hemipelves. <bold>(h)</bold> Final intraoperative configuration showing the rigid linkage between the pelvic pins, the robotic arm, and the passive arms. <bold>(i)</bold> Integration of the femoral supracondylar traction pin with the table-mounted elastic traction device.</p>
</caption>
<graphic xlink:href="fmed-13-1744048-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Images depict a surgical procedure using robotic assistance for pelvic fixation. Panel (a) shows surgical setup with instruments on a patient's hip. Panel (b) illustrates robotic arm positioning. Panel (c) displays imaging for surgical planning. Panel (d) shows tool placement on the patient. Panel (e) has close-up of surgical site in progress. Panel (f) provides a 3D model of the pelvis with marked insertion points. Panel (g) shows another view of the 3D pelvis. Panel (h) captures the surgical team operating. Panel (i) displays medical equipment in the operating room.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec7">
<label>2.5</label>
<title>Postoperative management and follow-up</title>
<p>Postoperative care followed institutional pelvic fracture protocols. Prophylactic antibiotics were administered for up to 24&#x202F;h, tailored to soft tissue conditions (<xref ref-type="bibr" rid="ref2">2</xref>). Thromboprophylaxis consisted of low-molecular-weight heparin combined with intermittent pneumatic compression and elastic stockings for approximately 4&#x202F;weeks or until full ambulation (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref9">9</xref>). Early active and passive exercises of the lower limbs were encouraged. For unilateral injuries, patients were allowed to bear weight on the uninjured side immediately, while the injured side was kept non-weight-bearing for approximately 3&#x202F;months. Bilateral injuries required non-weight-bearing on both sides for a similar period. For LC-1-type patterns, partial weight-bearing on the injured side was allowed earlier with close radiographic surveillance (<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref9">9</xref>).</p>
<p>Follow-up was scheduled at 4, 8, and 12&#x202F;weeks after surgery. At each visit, pelvic radiographs were obtained to assess fracture healing and implant integrity, and complications were recorded. At the final visit, the Majeed score was used to assess pelvic function.</p>
</sec>
<sec id="sec8">
<label>2.6</label>
<title>Outcome measures</title>
<p>Radiographic reduction quality was primarily assessed on postoperative 3D CT reconstructions and multiplanar reformats (axial, coronal, and sagittal). Residual displacement was defined as the maximum gap or step-off at the fracture site on the slice demonstrating the greatest deformity. Two senior observers (radiologists or orthopedic surgeons) not involved in the index surgery independently measured residual displacement; the mean of the two measurements was used for analysis. Based on these measurements, the reduction quality was graded according to Matta&#x2019;s criteria as excellent (&#x2264; 4&#x202F;mm), good (5&#x2013;10&#x202F;mm), fair (10&#x2013;20&#x202F;mm), or poor (&#x003E; 20&#x202F;mm), and the excellent-to-good rate was calculated (<xref ref-type="bibr" rid="ref25">25</xref>).</p>
<p>At the final follow-up, pelvic function was evaluated using the Majeed scoring system (0&#x2013;100 points). Scores were classified as excellent (&#x2265;85), good (70&#x2013;84), fair (55&#x2013;69), or poor (&#x003C;55), with higher scores indicating better recovery (<xref ref-type="bibr" rid="ref16">16</xref>). Perioperative parameters included operative time, intraoperative blood loss, and the number of fluoroscopic exposures recorded from skin incision to wound closure. Adverse events such as wound complications, neurovascular injury, implant failure, or secondary loss of reduction were documented.</p>
</sec>
<sec id="sec9">
<label>2.7</label>
<title>Statistical analysis</title>
<p>Statistical analyses were performed using SPSS version 25.0 (IBM Corp., Armonk, NY, United States). Given the single-arm design and modest sample size, the analysis was primarily descriptive. Continuous variables are presented as median (interquartile range, IQR), and categorical variables are presented as counts and percentages. No formal hypothesis testing or between-group comparisons were planned.</p>
</sec>
</sec>
<sec sec-type="results" id="sec10">
<label>3</label>
<title>Results</title>
<sec id="sec11">
<label>3.1</label>
<title>Patient characteristics and perioperative parameters</title>
<p>A total of 32 patients with unstable pelvic ring injuries were treated using the RAFR system during the study period. The cohort included 16 men and 16 women, with a mean age of 44&#x202F;&#x00B1;&#x202F;16.7&#x202F;years. Injuries comprised a spectrum of Tile type B and C patterns, and the majority of patients had associated injuries, including thoracic trauma, lumbar vertebral fractures, extremity fractures, and urogenital injuries (<xref ref-type="table" rid="tab1">Table 1</xref>), reflecting the polytrauma context in which pelvic ring disruptions typically occur.</p>
<p>All procedures were completed with the planned minimally invasive, robot-assisted closed reduction and percutaneous fixation; no conversion to open reduction was required. The median operative time was 270&#x202F;min (IQR 225&#x2013;311), the median intraoperative blood loss was 150&#x202F;mL (IQR: 100&#x2013;300), and the median number of fluoroscopic exposures was 35 (IQR: 31&#x2013;45). No intraoperative neurovascular injuries, iatrogenic fractures related to the robotic system, or device malfunctions were observed (<xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Clinical outcome of the patients treated for unstable pelvic fractures.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>Case number</th>
<th align="center" valign="top">Operation time (min)</th>
<th align="center" valign="top">Blood loss (ml)</th>
<th align="center" valign="top">Fluoroscopic exposures</th>
<th align="center" valign="top">Residual displacement/mm</th>
<th align="left" valign="top">Evaluation</th>
<th align="center" valign="top">Majeed score</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">1</td>
<td align="center" valign="middle">210</td>
<td align="center" valign="middle">100</td>
<td align="center" valign="middle">34</td>
<td align="center" valign="middle">2</td>
<td align="left" valign="middle">Excellent</td>
<td align="center" valign="middle">Lost to follow-up</td>
</tr>
<tr>
<td align="left" valign="middle">2</td>
<td align="center" valign="middle">270</td>
<td align="center" valign="middle">200</td>
<td align="center" valign="middle">49</td>
<td align="center" valign="middle">3</td>
<td align="left" valign="middle">Excellent</td>
<td align="center" valign="middle">70</td>
</tr>
<tr>
<td align="left" valign="middle">3</td>
<td align="center" valign="middle">200</td>
<td align="center" valign="middle">200</td>
<td align="center" valign="middle">31</td>
<td align="center" valign="middle">4</td>
<td align="left" valign="middle">Excellent</td>
<td align="center" valign="middle">84</td>
</tr>
<tr>
<td align="left" valign="middle">4</td>
<td align="center" valign="middle">255</td>
<td align="center" valign="middle">200</td>
<td align="center" valign="middle">41</td>
<td align="center" valign="middle">2</td>
<td align="left" valign="middle">Excellent</td>
<td align="center" valign="middle">72</td>
</tr>
<tr>
<td align="left" valign="middle">5</td>
<td align="center" valign="middle">360</td>
<td align="center" valign="middle">100</td>
<td align="center" valign="middle">32</td>
<td align="center" valign="middle">3</td>
<td align="left" valign="middle">Excellent</td>
<td align="center" valign="middle">86</td>
</tr>
<tr>
<td align="left" valign="middle">6</td>
<td align="center" valign="middle">210</td>
<td align="center" valign="middle">500</td>
<td align="center" valign="middle">78</td>
<td align="center" valign="middle">2.5</td>
<td align="left" valign="middle">Excellent</td>
<td align="center" valign="middle">77</td>
</tr>
<tr>
<td align="left" valign="middle">7</td>
<td align="center" valign="middle">240</td>
<td align="center" valign="middle">50</td>
<td align="center" valign="middle">26</td>
<td align="center" valign="middle">3.5</td>
<td align="left" valign="middle">Excellent</td>
<td align="center" valign="middle">94</td>
</tr>
<tr>
<td align="left" valign="middle">8</td>
<td align="center" valign="middle">420</td>
<td align="center" valign="middle">1,200</td>
<td align="center" valign="middle">52</td>
<td align="center" valign="middle">12.5</td>
<td align="left" valign="middle">Fair</td>
<td align="center" valign="middle">51</td>
</tr>
<tr>
<td align="left" valign="middle">9</td>
<td align="center" valign="middle">285</td>
<td align="center" valign="middle">150</td>
<td align="center" valign="middle">38</td>
<td align="center" valign="middle">8</td>
<td align="left" valign="middle">Good</td>
<td align="center" valign="middle">66</td>
</tr>
<tr>
<td align="left" valign="middle">10</td>
<td align="center" valign="middle">230</td>
<td align="center" valign="middle">150</td>
<td align="center" valign="middle">26</td>
<td align="center" valign="middle">2</td>
<td align="left" valign="middle">Excellent</td>
<td align="center" valign="middle">86</td>
</tr>
<tr>
<td align="left" valign="middle">11</td>
<td align="center" valign="middle">270</td>
<td align="center" valign="middle">120</td>
<td align="center" valign="middle">49</td>
<td align="center" valign="middle">16</td>
<td align="left" valign="middle">Fair</td>
<td align="center" valign="middle">83</td>
</tr>
<tr>
<td align="left" valign="middle">12</td>
<td align="center" valign="middle">330</td>
<td align="center" valign="middle">100</td>
<td align="center" valign="middle">44</td>
<td align="center" valign="middle">4</td>
<td align="left" valign="middle">Excellent</td>
<td align="center" valign="middle">92</td>
</tr>
<tr>
<td align="left" valign="middle">13</td>
<td align="center" valign="middle">360</td>
<td align="center" valign="middle">100</td>
<td align="center" valign="middle">37</td>
<td align="center" valign="middle">3.8</td>
<td align="left" valign="middle">Excellent</td>
<td align="center" valign="middle">58</td>
</tr>
<tr>
<td align="left" valign="middle">14</td>
<td align="center" valign="middle">300</td>
<td align="center" valign="middle">50</td>
<td align="center" valign="middle">31</td>
<td align="center" valign="middle">3</td>
<td align="left" valign="middle">Excellent</td>
<td align="center" valign="middle">91</td>
</tr>
<tr>
<td align="left" valign="middle">15</td>
<td align="center" valign="middle">510</td>
<td align="center" valign="middle">1,500</td>
<td align="center" valign="middle">59</td>
<td align="center" valign="middle">9</td>
<td align="left" valign="middle">Good</td>
<td align="center" valign="middle">71</td>
</tr>
<tr>
<td align="left" valign="middle">16</td>
<td align="center" valign="middle">240</td>
<td align="center" valign="middle">100</td>
<td align="center" valign="middle">41</td>
<td align="center" valign="middle">6</td>
<td align="left" valign="middle">Good</td>
<td align="center" valign="middle">89</td>
</tr>
<tr>
<td align="left" valign="middle">17</td>
<td align="center" valign="middle">240</td>
<td align="center" valign="middle">100</td>
<td align="center" valign="middle">37</td>
<td align="center" valign="middle">9</td>
<td align="left" valign="middle">Good</td>
<td align="center" valign="middle">78</td>
</tr>
<tr>
<td align="left" valign="middle">18</td>
<td align="center" valign="middle">330</td>
<td align="center" valign="middle">300</td>
<td align="center" valign="middle">29</td>
<td align="center" valign="middle">5</td>
<td align="left" valign="middle">Good</td>
<td align="center" valign="middle">Lost to follow-up</td>
</tr>
<tr>
<td align="left" valign="middle">19</td>
<td align="center" valign="middle">270</td>
<td align="center" valign="middle">100</td>
<td align="center" valign="middle">21</td>
<td align="center" valign="middle">3.5</td>
<td align="left" valign="middle">Excellent</td>
<td align="center" valign="middle">90</td>
</tr>
<tr>
<td align="left" valign="middle">20</td>
<td align="center" valign="middle">390</td>
<td align="center" valign="middle">300</td>
<td align="center" valign="middle">22</td>
<td align="center" valign="middle">3.5</td>
<td align="left" valign="middle">Excellent</td>
<td align="center" valign="middle">85</td>
</tr>
<tr>
<td align="left" valign="middle">21</td>
<td align="center" valign="middle">270</td>
<td align="center" valign="middle">300</td>
<td align="center" valign="middle">62</td>
<td align="center" valign="middle">8</td>
<td align="left" valign="middle">Good</td>
<td align="center" valign="middle">78</td>
</tr>
<tr>
<td align="left" valign="middle">22</td>
<td align="center" valign="middle">210</td>
<td align="center" valign="middle">250</td>
<td align="center" valign="middle">34</td>
<td align="center" valign="middle">8.5</td>
<td align="left" valign="middle">Good</td>
<td align="center" valign="middle">69</td>
</tr>
<tr>
<td align="left" valign="middle">23</td>
<td align="center" valign="middle">270</td>
<td align="center" valign="middle">100</td>
<td align="center" valign="middle">31</td>
<td align="center" valign="middle">2.5</td>
<td align="left" valign="middle">Excellent</td>
<td align="center" valign="middle">77</td>
</tr>
<tr>
<td align="left" valign="middle">24</td>
<td align="center" valign="middle">270</td>
<td align="center" valign="middle">20</td>
<td align="center" valign="middle">26</td>
<td align="center" valign="middle">1.5</td>
<td align="left" valign="middle">Excellent</td>
<td align="center" valign="middle">92</td>
</tr>
<tr>
<td align="left" valign="middle">25</td>
<td align="center" valign="middle">480</td>
<td align="center" valign="middle">600</td>
<td align="center" valign="middle">65</td>
<td align="center" valign="middle">7.5</td>
<td align="left" valign="middle">Good</td>
<td align="center" valign="middle">56</td>
</tr>
<tr>
<td align="left" valign="middle">26</td>
<td align="center" valign="middle">120</td>
<td align="center" valign="middle">50</td>
<td align="center" valign="middle">25</td>
<td align="center" valign="middle">5.5</td>
<td align="left" valign="middle">Good</td>
<td align="center" valign="middle">81</td>
</tr>
<tr>
<td align="left" valign="middle">27</td>
<td align="center" valign="middle">305</td>
<td align="center" valign="middle">150</td>
<td align="center" valign="middle">33</td>
<td align="center" valign="middle">6.5</td>
<td align="left" valign="middle">Good</td>
<td align="center" valign="middle">74</td>
</tr>
<tr>
<td align="left" valign="middle">28</td>
<td align="center" valign="middle">290</td>
<td align="center" valign="middle">100</td>
<td align="center" valign="middle">34</td>
<td align="center" valign="middle">5</td>
<td align="left" valign="middle">Good</td>
<td align="center" valign="middle">66</td>
</tr>
<tr>
<td align="left" valign="middle">29</td>
<td align="center" valign="middle">180</td>
<td align="center" valign="middle">100</td>
<td align="center" valign="middle">44</td>
<td align="center" valign="middle">3.8</td>
<td align="left" valign="middle">Excellent</td>
<td align="center" valign="middle">58</td>
</tr>
<tr>
<td align="left" valign="middle">30</td>
<td align="center" valign="middle">240</td>
<td align="center" valign="middle">500</td>
<td align="center" valign="middle">54</td>
<td align="center" valign="middle">3.6</td>
<td align="left" valign="middle">Excellent</td>
<td align="center" valign="middle">74</td>
</tr>
<tr>
<td align="left" valign="middle">31</td>
<td align="center" valign="middle">230</td>
<td align="center" valign="middle">200</td>
<td align="center" valign="middle">36</td>
<td align="center" valign="middle">12.5</td>
<td align="left" valign="middle">Fair</td>
<td align="center" valign="middle">64</td>
</tr>
<tr>
<td align="left" valign="middle">32</td>
<td align="center" valign="middle">200</td>
<td align="center" valign="middle">200</td>
<td align="center" valign="middle">33</td>
<td align="center" valign="middle">9</td>
<td align="left" valign="middle">Good</td>
<td align="center" valign="middle">90</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec12">
<label>3.2</label>
<title>Radiographic and functional outcomes</title>
<p>Postoperative CT measurements showed a median residual displacement of 4.0&#x202F;mm (IQR: 3.0&#x2013;8.0&#x202F;mm). According to Matta&#x2019;s criteria, reduction quality was excellent in 17 patients (53.1%), good in 12 (37.5%), fair in 3 (9.4%), and poor in none, yielding an excellent-to-good rate of 90.6%.</p>
<p>Two patients were lost to follow-up after hospital discharge. The remaining 30 patients were followed for a mean of 12&#x202F;weeks. At the final visit, no major complications such as deep infection, implant failure, or secondary loss of reduction were identified. The mean Majeed score was 76.7&#x202F;&#x00B1;&#x202F;12.0 points, with the majority of patients achieving good or excellent functional categories (<xref ref-type="fig" rid="fig3">Figure 3</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Representative clinical case of a Tile C pelvic fracture. <bold>(a&#x2013;c)</bold> Preoperative radiographs, CT, and 3D reconstruction images; <bold>(d)</bold> Intraoperative reduction under navigational monitoring; <bold>(e)</bold> Guidewire placement for sacroiliac screw under navigation following reduction; <bold>(f,g)</bold> 1-month and 3-month postoperative follow-up radiographs; and <bold>(h)</bold> Lower limb functional status postoperatively.</p>
</caption>
<graphic xlink:href="fmed-13-1744048-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">A series of medical and clinical images showing different stages of pelvic examination and post-treatment outcomes. Panels a to c display X-ray and CT scans of the pelvis, highlighting skeletal structures. Panels d and e focus on 3D models and alignment planning. Panels f and g depict post-surgical X-rays with fixation devices in place. Panel h shows a person standing and squatting in a corridor, demonstrating mobility post-treatment.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec13">
<label>4</label>
<title>Discussion</title>
<p>In this single-center case series, we describe the early clinical application and safety profile of an intelligent robot-assisted fracture reduction (RAFR) system for fresh, unstable pelvic ring injuries. To the best of our knowledge, this represents one of the first comprehensive reports on a dedicated pelvic reduction robot applied to a human cohort. In 32 consecutive patients with Tile B/C fractures, closed reduction was successfully completed in all cases without conversion to open reduction. The system achieved a median CT-based residual displacement of 4.0&#x202F;mm and an excellent-to-good Matta rate of 90.6%. These findings suggest that robot-assisted closed reduction is not only clinically feasible but also capable of achieving radiographic alignment comparable to the upper range of outcomes historically reported for conventional closed techniques (<xref ref-type="bibr" rid="ref5 ref6 ref7 ref8 ref9">5&#x2013;9</xref>). Crucially, the safety profile was favorable; no neurovascular injuries, implant malpositions, or severe soft tissue complications were observed. This initial success validates the system&#x2019;s core design philosophy: combining the precision of computer-assisted planning with the mechanical stability of robotic manipulation to standardize minimally invasive pelvic surgery.</p>
<p>The evolution of pelvic fracture management has long been defined by a challenging trade-off between anatomic restoration and physiological preservation. Open reduction and internal fixation (ORIF) offers direct visualization and superior reduction quality but constitutes a significant trauma to the patient. Conversely, conventional manual closed reduction has the advantage of minimizing trauma but is notoriously unpredictable. It relies heavily on 2D fluoroscopy, which provides limited spatial information and demands strenuous physical effort from the surgeon to counteract strong muscle contractions. This often results in suboptimal reduction or operator fatigue, ultimately forcing a conversion to open surgery. Our robotic workflow effectively resolves this clinical conflict. By enabling high-precision reduction through minimal incisions, the RAFR system aligns with damage control principles&#x2014;preserving the soft tissue envelope and minimizing blood loss&#x2014;while delivering the reduction quality typically associated with open surgery. This &#x201C;best of both worlds&#x201D; approach potentially transforms acute unstable fractures from chaotic, high-morbidity cases into manageable, programmed procedures.</p>
<p>A key differentiator of our system is its departure from the trial-and-error methodology of manual reduction (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref8">8</xref>). Traditional techniques remain heavily dependent on repeated fluoroscopic checks and manual manipulation, which leads to prolonged radiation exposure for the surgical team. In contrast, our workflow reconfigures the procedure around 3D imaging and computer-assisted planning. By mirroring the intact hemipelvis to create a patient-specific target, we eliminated the need for invasive fiducial markers and replaced subjective estimation with deterministic trajectory execution. Mechanically, the system&#x2019;s functional separation between contralateral stabilization and ipsilateral reduction is a critical innovation. The contralateral hemipelvis is anchored via passive arms, providing a rigid mechanical reference that resists the forces applied during reduction. Clinically, this configuration is advantageous because the pins used for stabilization can often be incorporated into the definitive fixation (e.g., for INFIX constructs), thereby simplifying the construct and minimizing additional trauma (<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref23">23</xref>). Furthermore, unlike a human assistant who may fatigue, the robotic arm maintains the reduced position indefinitely. This &#x201C;static hold&#x201D; capability is vital; it allows the surgeon to insert guide wires and screws with precision, free from the urgency of losing the reduction, thereby significantly reducing the risk of screw malposition and neurovascular injury.</p>
<p>The versatility of the RAFR system is further highlighted by its application in non-standard patient populations. Our cohort included a 6-year-old patient with a severely displaced, unstable pelvic fracture following a traffic accident. Pediatric pelvic fractures present unique challenges: extensive open exposure is undesirable due to growth plate risks, and standard adult plates are often ill-suited to pediatric anatomy. Using the robotic system, we achieved anatomic reduction and performed percutaneous K-wire fixation. The robot&#x2019;s ability to execute fine, scale-adjusted maneuvers allowed for a fixation strategy that was minimally invasive yet stable enough to permit early mobilization. Follow-up revealed excellent functional recovery. This case suggests that the system&#x2019;s benefits&#x2014;precision planning and soft tissue preservation&#x2014;may be particularly amplified in pediatric trauma or other scenarios where standard implants and exposures are contraindicated.</p>
<p>While the system automates the reduction maneuver, safe implementation requires a rigorous &#x201C;surgeon-in-the-loop&#x201D; workflow. Our early experience revealed several technical nuances critical for success. First, image quality is paramount. Preoperative protocols must include bowel preparation to minimize intestinal gas, which can obscure bony landmarks on intraoperative fluoroscopy and CBCT. Additionally, close coordination with the anesthesia team is essential during the registration scan; controlling respiratory excursion ensures that the optical tracking of the anterior superior iliac spine (ASIS) remains accurate. Second, tracker stability is the Achilles&#x2019; heel of any navigation system. We encountered one instance of tracking drift due to loosening of the reference frame, necessitating re-registration. Rigorous fixation of trackers to the bone cortex is non-negotiable. Third, force management requires a hybrid approach. The robotic arm is safety-limited to a maximum force. In cases of fracture impaction or interlocking fragments, this limit may be exceeded, causing the robot to pause. We found that a collaborative strategy is effective: the surgeon performs a manual &#x201C;unlocking&#x201D; maneuver to disengage the fragments, after which the robot resumes its trajectory to complete the fine reduction. This synergy ensures that the robot does not blindly force a reduction against osseous resistance, acting as an essential haptic safety layer. Finally, contingency planning remains vital. Despite the high success rate, the complexity of the integrated software-hardware architecture means that technical faults are possible. A strictly defined protocol for converting to manual or open reduction must be in place, ensuring patient safety is never compromised by equipment downtime.</p>
</sec>
<sec id="sec14">
<label>5</label>
<title>Limitations</title>
<p>This study has several important limitations. First, it is a retrospective single-center case series with a relatively small sample size and no concurrent control group treated with conventional manual or open reduction. Therefore, the findings should be interpreted as preliminary evidence of feasibility and short-term safety rather than as proof of superiority over existing techniques. Second, the follow-up duration was limited to approximately 3&#x202F;months, precluding assessment of long-term outcomes such as post-traumatic arthrosis, implant longevity, or late functional decline. Third, the current RAFR workflow requires an intact or minimally displaced contralateral hemipelvis as a template, and patients with bilateral severe comminution or deformity were excluded; the results therefore may not be generalizable to the most complex bilateral patterns. Future multicenter comparative studies, ideally randomized where feasible, are needed to confirm these early findings, define the specific fracture patterns and patient subsets most likely to benefit from robot-assisted closed reduction, and evaluate cost-effectiveness and learning-curve effects.</p>
</sec>
<sec sec-type="conclusions" id="sec15">
<label>6</label>
<title>Conclusion</title>
<p>This case series reveals that an intelligent robot-assisted fracture reduction system can be safely integrated into the minimally invasive management of fresh, unstable pelvic ring injuries, achieving high rates of satisfactory CT-based reduction and encouraging early functional outcomes without conversion to open surgery. While these results support the feasibility of this approach, they should be considered as a foundation for further research. Larger multicenter studies with control groups and longer follow-up are required to clarify the comparative effectiveness, indications, and implementation strategies for robot-assisted closed reduction in pelvic ring trauma.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec16">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="ethics-statement" id="sec17">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Medical Ethics Committee of the 920th Hospital of the Joint Logistic Support Force of the People&#x2019;s Liberation Army. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec18">
<title>Author contributions</title>
<p>XF: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing, Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization. JH: Data curation, Formal analysis, Investigation, Writing &#x2013; original draft. BQ: Data curation, Formal analysis, Methodology, Writing &#x2013; original draft. HZ: Conceptualization, Data curation, Formal analysis, Writing &#x2013; original draft. GL: Conceptualization, Data curation, Formal analysis, Writing &#x2013; original draft. XL: Conceptualization, Data curation, Formal analysis, Investigation, Writing &#x2013; original draft. WY: Conceptualization, Data curation, Formal analysis, Writing &#x2013; original draft. NY: Conceptualization, Data curation, Methodology, Writing &#x2013; original draft. YY: Conceptualization, Data curation, Methodology, Writing &#x2013; original draft. YX: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing, Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization.</p>
</sec>
<sec sec-type="COI-statement" id="sec19">
<title>Conflict of interest</title>
<p>XL was employed by Hospital of Guizhou Panjiang Coal and Electricity Group Co., Ltd. WY and NY are postgraduate students majoring in clinical medicine at the School, Dali University.</p>
<p>The remaining author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec20">
<title>Generative AI statement</title>
<p>The author(s) declared that Generative AI was not used in the creation of this manuscript.</p>
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<fn fn-type="custom" custom-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2781873/overview">Yu Wang</ext-link>, Beihang University, China</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1724221/overview">Yufeng Ge</ext-link>, Beijing Jishuitan Hospital, China</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3142326/overview">Yunning Wang</ext-link>, Beihang University, China</p>
</fn>
</fn-group>
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