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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Surg.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Surgery</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Surg.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2296-875X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fsurg.2025.1661510</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>Patient and surgeon predictors of achieving the critical view of safety in laparoscopic cholecystectomy: a prospective cohort study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Addasi</surname><given-names>Rami</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3030253/overview"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Al-Sabe&#x2019;</surname><given-names>Lana</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role>
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<contrib contrib-type="author">
<name><surname>AlRawabdeh</surname><given-names>Kareem</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Abu-Zayed</surname><given-names>Rand</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Alaarag</surname><given-names>Abdallah</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name><surname>Ribeiro</surname><given-names>Marcelo A. F.</given-names><suffix>Jr</suffix></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author">
<name><surname>Helmy</surname><given-names>Ahmed H.</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
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<contrib contrib-type="author">
<name><surname>El Muhtaseb</surname><given-names>M. S.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="validation" vocab-term-identifier="https://credit.niso.org/contributor-roles/validation/">Validation</role>
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<contrib contrib-type="author">
<name><surname>Daradkeh</surname><given-names>Salam</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<aff id="aff1"><label>1</label><institution>Department of General Surgery, School of Medicine, The University of Jordan</institution>, <city>Amman</city>, <country country="jo">Jordan</country></aff>
<aff id="aff2"><label>2</label><institution>School of Medicine, The University of Jordan</institution>, <city>Amman</city>, <country country="jo">Jordan</country></aff>
<aff id="aff3"><label>3</label><institution>HCA Florida Healthcare/USF Morsani College of Medicine, Citrus Hospital</institution>, <city>Inverness</city>, <state>FL</state>, <country country="us">United States</country></aff>
<aff id="aff4"><label>4</label><institution>Department of Surgery, University of Maryland&#x2014;R Adams Cowley Shock Trauma Center</institution>, <city>Baltimore</city>, <state>MD</state>, <country country="us">United States</country></aff>
<aff id="aff5"><label>5</label><institution>Department of General Surgery, Theodor Bilharze Research Institute</institution>, <city>Giza</city>, <country country="eg">Egypt</country></aff>
<author-notes>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Rami Addasi <email xlink:href="mailto:r.addasi@ju.edu.jo">r.addasi@ju.edu.jo</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-09-25"><day>25</day><month>09</month><year>2025</year></pub-date>
<pub-date publication-format="electronic" date-type="collection"><year>2025</year></pub-date>
<volume>12</volume><elocation-id>1661510</elocation-id>
<history>
<date date-type="received"><day>07</day><month>07</month><year>2025</year></date>
<date date-type="accepted"><day>21</day><month>08</month><year>2025</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2025 Addasi, Al-Sabe&#x2019;, AlRawabdeh, Abu-Zayed, Alaarag, Ribeiro, Helmy, El Muhtaseb and Daradkeh.</copyright-statement>
<copyright-year>2025</copyright-year><copyright-holder>Addasi, Al-Sabe&#x2019;, AlRawabdeh, Abu-Zayed, Alaarag, Ribeiro, Helmy, El Muhtaseb and Daradkeh</copyright-holder><license><ali:license_ref start_date="2025-09-25">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>Introduction</title>
<p>The Critical View of Safety (CVS) is a cornerstone of safe laparoscopic cholecystectomy (LC), aimed at minimizing the risk of bile duct injury (BDI). However, consistent achievement of CVS remains a challenge in surgical practice. The primary outcome of this study was to assess the rate of CVS achievement and to identify patient, disease and surgeon related predictors.</p>
</sec><sec><title>Methods</title>
<p>A prospective cohort of 150 patients undergoing LC was analyzed. Demographic data, preoperative risk factors, intraoperative variables, and surgeon characteristics were examined. CVS assessment was performed using Strasberg&#x0027;s criteria. Binary logistic regression and Chi-squared test were used to identify independent predictors of CVS achievement.</p>
</sec><sec><title>Results</title>
<p>The rate of CVS achievement in this study was 69.6&#x0025; among consultants and 60.0&#x0025; among residents. Logistic regression identified ASA grade I (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.031), emergency surgery (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.01), acute cholecystitis (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.031), and non-HPB surgeons (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) were associated with higher rate of CVS achievement. The higher rate of CVS achievement among non-HPB surgeons may reflect differences in case complexity, documentation practices &#x0026; stricter adherence to protocols. Other factors including level of surgeon experience, Tokyo severity grade, intraoperative Nassar difficulty grading scale, age, male gender, BMI, diabetes mellitus and clinical frailty score were not significant. There were zero cases of bile duct injury in this study, precluding analysis of CVS failure impact on BDI.</p>
</sec><sec><title>Conclusion</title>
<p>Both preoperative and intraoperative factors can influence a surgeon&#x0027;s ability to achieve CVS. In our study, lower ASA grade, emergency cholecystectomies, acute cholecystitis and operations performed by non-HPB surgeons were associated with a higher likelihood of achieving CVS. Standardized protocols and structured training may help improve CVS documentation across practice settings.</p>
</sec>
</abstract>
<kwd-group>
<kwd>laparoscopic cholecystectomy</kwd>
<kwd>critical view of safety</kwd>
<kwd>Calot&#x0027;s triangle</kwd>
<kwd>bile duct injury</kwd>
<kwd>intraoperative cholangiography</kwd>
<kwd>Nassar difficulty grading scale</kwd>
<kwd>Tokyo guidelines</kwd>
<kwd>acute cholecystitis</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declare that no financial support was received for the research and/or publication of this article.</funding-statement>
</funding-group>
<counts>
<fig-count count="5"/>
<table-count count="7"/><equation-count count="0"/><ref-count count="33"/><page-count count="9"/><word-count count="45789"/></counts><custom-meta-group><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Visceral Surgery</meta-value></custom-meta></custom-meta-group>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><label>1</label><title>Introduction</title>
<p>Laparoscopic cholecystectomy (LC) was first performed by Erich M&#x00FC;he in 1985 (<xref ref-type="bibr" rid="B1">1</xref>), and it quickly became the gold standard operation for patients with symptomatic gallstones (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B3">3</xref>).</p>
<p>Despite its clear benefits, including faster recovery and decreased postoperative pain (<xref ref-type="bibr" rid="B4">4</xref>), LC has been associated with increased bile duct injury (BDI) (<xref ref-type="bibr" rid="B5">5</xref>). Major BDI rates remain in the range of 0.3&#x0025;&#x2013;0.5&#x0025; for LC (<xref ref-type="bibr" rid="B6">6</xref>) and has remained largely unchanged over time despite increasing experience with the procedure and employing better training, imaging modalities and strategic operative concepts, such as Strasberg&#x0027;s Critical View of Safety (CVS) (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>). The misinterpretation of anatomical landmarks is the primary cause of intraoperative biliary and vascular injuries (<xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>The Critical View of Safety (CVS) technique was introduced in 1995 by Strasberg et al. (<xref ref-type="bibr" rid="B5">5</xref>) to prevent BDI. Despite universal endorsement, consistent achievement of CVS varies and may be influenced by multiple factors including patient physiology, disease severity, and surgeon characteristics (<xref ref-type="bibr" rid="B10">10</xref>). However, there is limited prospective data on surgeon-related factors such as experience and subspecialty.</p>
<p>The study aimed to prospectively assess the rate of CVS achievement and to identify patient-related, disease-related and surgeon-related factors associated with the successful achievement of CVS. Secondary outcomes were to evaluate the incidence of BDI during LC and to investigate the potential association between failure to achieve CVS and 30-day postoperative outcomes.</p>
<p>While prior studies have explored potential factors influencing CVS achievement, few studies have prospectively assessed the influence of patient, disease, and surgeon related factors. This study aimed to fill this gap.</p>
</sec>
<sec id="s2" sec-type="methods"><label>2</label><title>Methods</title>
<sec id="s2a"><label>2.1</label><title>Study design</title>
<p>A prospective analysis was performed on all consecutive patients (<italic>n</italic>&#x2009;&#x003D;&#x2009;150) who underwent laparoscopic cholecystectomy at Jordan University Hospital between July 2023 and November 2023. Informed written consent was obtained from all participants prior to enrollment.</p>
<p>The inclusion criteria was all adult patients (aged &#x2265;18 years) who underwent elective and emergency laparoscopic cholecystectomies. Exclusion criteria included patients undergoing cholecystectomy as a part of another abdominal surgery.</p>
<p>CVS was considered achieved only if all three Strasberg criteria were fulfilled. CVS assessment was based solely on surgeon documentation in operative notes without objective video review introducing a potential risk of documentation bias.</p>
<p>Approval was obtained from the institutional review board committee at Jordan University hospital prior to data collection.</p>
</sec>
<sec id="s2b"><label>2.2</label><title>Data collection</title>
<p>Demographic and clinical data were collected, including age, gender, BMI, ASA grade, clinical frailty scale, comorbidities, indication for surgery imaging findings, and Tokyo severity grade (<xref ref-type="bibr" rid="B8">8</xref>). Operative details included intraoperative Nassar difficulty grading scale (<xref ref-type="bibr" rid="B9">9</xref>) and surgeon experience. Patients were classified into two groups as the CVS and the no CVS groups. All surgeries were performed at a single academic center by surgeons with varying subspecialties.</p>
</sec>
<sec id="s2c"><label>2.3</label><title>Statistical analysis</title>
<p>Data were analyzed using SPSS Statistics v24.0 (IBM, Armonk, NY, USA). Descriptive statistics, statistics were used to summarize patient characteristics, whereas mean and standard deviation were used for continuous variables.</p>
<p>The chi-square test and Fisher&#x0027;s exact test were employed to assess associations between categorical variables and CVS achievement.</p>
<p>Univariate and multivariable logistic regression were performed to evaluate predictors of CVS achievement. Significance was set at <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05. Chi-square testing was used for secondary outcomes related to postoperative complications.</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><label>3</label><title>Results</title>
<sec id="s3a"><label>3.1</label><title>Baseline characteristics</title>
<p>Of 150 patients who underwent laparoscopic cholecystectomy, 104 (69.3&#x0025;) were female and 46 (30.7&#x0025;) were male, with a mean age of 50 (19&#x2013;81) years.</p>
<p>The most common ASA grade was II (56.7&#x0025;). Pre-obesity (25.0&#x2013;29.0) was the most common BMI and most patients were classified as &#x201C;Well&#x201D; on the clinical frailty scale. (<italic>n</italic>&#x2009;&#x003D;&#x2009;66, 44&#x0025;) (<xref ref-type="table" rid="T1">Table&#x00A0;1</xref>).</p>
<table-wrap id="T1" position="float"><label>Table&#x00A0;1</label>
<caption><p>Patient characteristics.</p></caption>
<table>
<thead>
<tr>
<th valign="top" align="left" colspan="2">Variable</th>
<th valign="top" align="center">Frequency</th>
<th valign="top" align="center">Percentage</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="3">Age</td>
<td valign="top" align="left">18&#x2013;39</td>
<td valign="top" align="center">53</td>
<td valign="top" align="center">35.3&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">40&#x2013;59</td>
<td valign="top" align="center">70</td>
<td valign="top" align="center">46.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">60&#x2013;81</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">18.0&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Sex</td>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">104</td>
<td valign="top" align="center">69.3&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">46</td>
<td valign="top" align="center">30.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="4">ASA grade</td>
<td valign="top" align="left">I (normally healthy patient)</td>
<td valign="top" align="center">47</td>
<td valign="top" align="center">31.3&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">II (mild systemic disease without significant functional limitation)</td>
<td valign="top" align="center">85</td>
<td valign="top" align="center">56.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">III (severe systemic disease with significant functional limitation)</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">11.3&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">IV (severe systemic disease with constant threat to life)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="7">Body mass index (BMI)</td>
<td valign="top" align="left">Underweight BMI Below 18.5</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.0&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Normal weight BMI 18.5&#x2013;24.9</td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">22.0&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Pre-obesity BMI 25.0&#x2013;29.9</td>
<td valign="top" align="center">55</td>
<td valign="top" align="center">36.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Obesity class I BMI 30.0&#x2013;34.9</td>
<td valign="top" align="center">37</td>
<td valign="top" align="center">24.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Obesity class II BMI 35.0&#x2013;39.9</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">10.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Obesity class III BMI 40&#x002B;</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">4.0&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">unknown</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2.0&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="6">Clinical frailty scale</td>
<td valign="top" align="left">Very fit</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">18.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Well</td>
<td valign="top" align="center">66</td>
<td valign="top" align="center">44.0&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Managing well</td>
<td valign="top" align="center">44</td>
<td valign="top" align="center">29.3&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Vulnerable</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">5.3&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Mildly frail</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2.0&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Moderately frail</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.7&#x0025;</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Most of the patients this study had no comorbidities (<italic>n</italic>&#x2009;&#x003D;&#x2009;95, 63.3&#x0025;). The most common comorbidities were HTN and Diabetes Mellitus.</p>
</sec>
<sec id="s3b"><label>3.2</label><title>Indications for surgery and preoperative imaging</title>
<p>Biliary colic (<italic>n</italic>&#x2009;&#x003D;&#x2009;86, 57.3&#x0025;), acute cholecystitis (<italic>n</italic>&#x2009;&#x003D;&#x2009;50, 33.3&#x0025;) and biliary pancreatitis (<italic>n</italic>&#x2009;&#x003D;&#x2009;7, 4.7&#x0025;) were the most frequent indications for LC. Other indications included gallbladder polyp, gallbladder dyskinesia, common bile duct stones, and chronic cholecystitis (<xref ref-type="table" rid="T2">Table&#x00A0;2</xref>). Acute cholecystitis was diagnosed according to the criteria outlined in the 2018 Tokyo Guidelines (<xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>) (<xref ref-type="bibr" rid="B11">11</xref>).</p>
<table-wrap id="T2" position="float"><label>Table&#x00A0;2</label>
<caption><p>Indications for surgery.</p></caption>
<table>
<thead>
<tr>
<th valign="top" align="left">Variable</th>
<th valign="top" align="center">Acute cholecystitis <italic>N</italic>&#x2009;&#x003D;&#x2009;50, (33.3&#x0025;)</th>
<th valign="top" align="center">Biliary colic <italic>N</italic>&#x2009;&#x003D;&#x2009;86, (57.3&#x0025;)</th>
<th valign="top" align="center">Biliary pancreatitis <italic>N</italic>&#x2009;&#x003D;&#x2009;7, (4.7&#x0025;)</th>
<th valign="top" align="center">Other <italic>N</italic>&#x2009;&#x003D;&#x2009;7, (4.7&#x0025;)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="5" style="background-color:#7e8080">Imagine findings</td>
</tr>
<tr>
<td valign="top" align="left">gallstones <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">49 (98&#x0025;)</td>
<td valign="top" align="center">85 (98.8&#x0025;)</td>
<td valign="top" align="center">7 (100&#x0025;)</td>
<td valign="top" align="center">2 (28.6&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">Thick-walled gallbladder <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">23 (46&#x0025;)</td>
<td valign="top" align="center">9 (10.5&#x0025;)</td>
<td valign="top" align="center">1 (14.3&#x0025;)</td>
<td valign="top" align="center">5 (71.4&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">Pericholecystic fluid <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">25 (50&#x0025;)</td>
<td valign="top" align="center">3 (3.5&#x0025;)</td>
<td valign="top" align="center">3 (42.9&#x0025;)</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">CBD stones <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">2 (4&#x0025;)</td>
<td valign="top" align="center">1 (1.2&#x0025;)</td>
<td valign="top" align="center">2 (28.6&#x0025;)</td>
<td valign="top" align="center">1 (14.3&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">Dilated CBD <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">3 (6&#x0025;)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1 (14.3&#x0025;)</td>
<td valign="top" align="center">1 (14.3&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="5" style="background-color:#7e8080">Urgency of surgery</td>
</tr>
<tr>
<td valign="top" align="left">elective</td>
<td valign="top" align="center">22 (44&#x0025;)</td>
<td valign="top" align="center">85 (98.8&#x0025;)</td>
<td valign="top" align="center">4 (57.1&#x0025;)</td>
<td valign="top" align="center">7 (100&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">Emergency</td>
<td valign="top" align="center">28 (56&#x0025;)</td>
<td valign="top" align="center">1 (1.2&#x0025;)</td>
<td valign="top" align="center">3 (42.9&#x0025;)</td>
<td valign="top" align="center">0</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TF1"><p>Other, gallbladder polyps, gallbladder dyskinesia, common bile duct stones, and chronic cholecystitis.</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="F1" position="float"><label>Figure&#x00A0;1</label>
<caption><p>Tg18 diagnostic criteria for acute cholecystitis (<xref ref-type="bibr" rid="B11">11</xref>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-12-1661510-g001.tif"><alt-text content-type="machine-generated">Local signs of inflammation include Murphy's sign and right upper quadrant (RUQ) mass, pain, or tenderness. Systemic signs include fever, elevated C-reactive protein (CRP), and elevated white blood cell (WBC) count. Imaging findings characteristic of acute cholecystitis are also noted. For a suspected diagnosis, one item from A and one from B is needed. For a definite diagnosis, one item from A, one from B, and C are needed.</alt-text>
</graphic>
</fig>
<p>All patients in this study underwent abdominal ultrasonography. Gallstones were identified in 95.3&#x0025; of patients (<italic>n</italic>&#x2009;&#x003D;&#x2009;143). Among those diagnosed with acute cholecystitis, 50&#x0025; had pericholecystic fluid (<italic>n</italic>&#x2009;&#x003D;&#x2009;25), while gallbladder wall thickening was present in 46&#x0025; (<italic>n</italic>&#x2009;&#x003D;&#x2009;23). Emergency surgery was performed in 56&#x0025; of patients with acute cholecystitis (<italic>n</italic>&#x2009;&#x003D;&#x2009;28), whereas 98.8&#x0025; of biliary colic patients (<italic>n</italic>&#x2009;&#x003D;&#x2009;85) underwent elective surgery, with only 1.2&#x0025; (<italic>n</italic>&#x2009;&#x003D;&#x2009;1) requiring emergency surgery (<xref ref-type="table" rid="T2">Table&#x00A0;2</xref>).</p>
</sec>
<sec id="s3c"><label>3.3</label><title>Operative details</title>
<p>All procedures were completed laparoscopically, with no conversions to open surgery. Intraoperative cholangiography (IOC) was not performed in any case. IOC is not routinely performed at our institution, as there is no evidence-based consensus that its routine use significantly reduces the risk of BDI to justify its widespread application (<xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>A total of seven consultants participated in the study, including three hepatopancreatobiliary (HPB) surgeons and four from other subspecialties: colorectal, oncology, minimally invasive, and oesophagogastric. All consultants had performed more than 200 cholecystectomies, while all residents had performed fewer than 50 cholecystectomies at the time of the study.</p>
<p>Surgeons were asked to grade the difficulty of the procedure using the Nassar difficulty grading scale (<xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref>). This scale was published in 1995 and graded operative findings from the gallbladder, cystic pedicle and associated adhesions (<xref ref-type="bibr" rid="B13">13</xref>). The scale is as follows: (<xref ref-type="table" rid="T3">Table&#x00A0;3</xref>).</p>
<fig id="F2" position="float"><label>Figure&#x00A0;2</label>
<caption><p>Nassar operative difficulty grades (<xref ref-type="bibr" rid="B14">14</xref>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-12-1661510-g002.tif"><alt-text content-type="machine-generated">Four endoscopic images showing different grades of a medical condition in the abdominal cavity. Grade 1 shows minimal tissue change, Grade 2 shows moderate changes with slight discoloration, Grade 3 displays more pronounced discoloration and tissue alteration, and Grade 4 exhibits significant changes, including dark discoloration and uneven texture.</alt-text>
</graphic>
</fig>
<fig id="F3" position="float"><label>Figure&#x00A0;3</label>
<caption><p>Both views fulfill criteria for CVS (<xref ref-type="bibr" rid="B15">15</xref>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-12-1661510-g003.tif"><alt-text content-type="machine-generated">Laparoscopic images show the doublet view of a surgical area. The first image depicts the anterior view, revealing tissue and blood vessels. The second image presents the posterior view, highlighting intricate structures and surgical manipulation with instruments.</alt-text>
</graphic>
</fig>
<table-wrap id="T3" position="float"><label>Table&#x00A0;3</label>
<caption><p>Nassar difficulty grading scale.</p></caption>
<table>
<thead>
<tr>
<th valign="top" align="left">Nassar difficulty grade</th>
<th valign="top" align="center">Gallbladder</th>
<th valign="top" align="center">Cystic pedicle</th>
<th valign="top" align="center">Adhesions</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Grade I</td>
<td valign="top" align="left">Floppy, non-adherent</td>
<td valign="top" align="left">Thin and clear</td>
<td valign="top" align="left">Simple up to the neck/Hartmann&#x0027;s pouch</td>
</tr>
<tr>
<td valign="top" align="left">Grade II</td>
<td valign="top" align="left">Mucocele packed with stones</td>
<td valign="top" align="left">Fat laden</td>
<td valign="top" align="left">Simple up to the body</td>
</tr>
<tr>
<td valign="top" align="left">Grade III</td>
<td valign="top" align="left">Deep fossa, acute cholecystitis, contracted, fibrosis, Hartmans adherent to CBD, impaction</td>
<td valign="top" align="left">Abnormal anatomy or cystic duct&#x2014;short, dilated or obscured</td>
<td valign="top" align="left">Dense up to fundus involving hepatic flexure or duodenum</td>
</tr>
<tr>
<td valign="top" align="left">Grade IV</td>
<td valign="top" align="left">Completely obscured, empyema, gangrene, mass</td>
<td valign="top" align="left">Impossible to clarify</td>
<td valign="top" align="left">Dense, fibrosis, wrapping the gallbladder, Duodenum or hepatic flexure difficult to separate</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In our study, Grade 1 Nassar scale was the most commonly encountered difficulty grade (<italic>n</italic>&#x2009;&#x003D;&#x2009;51, 37.78&#x0025;), followed by grade 2 (<italic>n</italic>&#x2009;&#x003D;&#x2009;25, 18.52&#x0025;) (<xref ref-type="table" rid="T4">Table&#x00A0;4</xref>).</p>
<table-wrap id="T4" position="float"><label>Table&#x00A0;4</label>
<caption><p>Operative details.</p></caption>
<table>
<thead>
<tr>
<th valign="top" align="left">Variable</th>
<th valign="top" align="center">Surgery performed by resident (<italic>n</italic>&#x2009;&#x003D;&#x2009;15)</th>
<th valign="top" align="center">Surgery performed by consultant (<italic>n</italic>&#x2009;&#x003D;&#x2009;135)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="3" style="background-color:#7e8080">Intra-operative Nassar difficultly grading</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3" style="background-color:#7e8080">Scale <italic>N</italic> (&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">I</td>
<td valign="top" align="center">8 (53.3)</td>
<td valign="top" align="center">51 (37.78)</td>
</tr>
<tr>
<td valign="top" align="left">II</td>
<td valign="top" align="center">2 (13.4)</td>
<td valign="top" align="center">25 (18.52)</td>
</tr>
<tr>
<td valign="top" align="left">III</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">20 (14.81)</td>
</tr>
<tr>
<td valign="top" align="left">IV</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">6 (4.44)</td>
</tr>
<tr>
<td valign="top" align="left">Unknown</td>
<td valign="top" align="center">5 (33.3)</td>
<td valign="top" align="center">33 (24.44)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3" style="background-color:#7e8080">Intraoperative complications <italic>N</italic> (&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">Bile spillage</td>
<td valign="top" align="center">1 (6.7)</td>
<td valign="top" align="center">19 (14.1)</td>
</tr>
<tr>
<td valign="top" align="left">Stones spillage</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">5 (3.7)</td>
</tr>
<tr>
<td valign="top" align="left">Bleeding</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">5 (3.7)</td>
</tr>
<tr>
<td valign="top" align="left">Major vascular injury</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">Bowel injury</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">None</td>
<td valign="top" align="center">14 (93.3)</td>
<td valign="top" align="center">111 (82.2)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3" style="background-color:#7e8080">CVS achievement <italic>N</italic> (&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">1. CVS not achieved</td>
<td valign="top" align="center">6 (40.0&#x0025;)</td>
<td valign="top" align="center">41 (30.4)</td>
</tr>
<tr>
<td valign="top" align="left">2. CVS achieved</td>
<td valign="top" align="center">9 (60.0&#x0025;)</td>
<td valign="top" align="center">94 (69.6)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3d"><label>3.4</label><title>CVS achievement rates</title>
<p>Of the 150 laparoscopic cholecystectomies included in the study, 135 (90.0&#x0025;) were performed by consultants and 15 (10.0&#x0025;) by residents. All resident-performed procedures were conducted under direct supervision, with consultants present in all cases. Total cholecystectomy was done in all patients.</p>
<p>Overall, the rate of CVS achievement in this study was 69.6&#x0025; among consultants and 60.0&#x0025; among residents. A formal time-out was done by all residents (a momentary pause to confirm achievement of CVS prior to dividing any structures), while consultants were less likely to perform a time-out. (<italic>n</italic>&#x2009;&#x003D;&#x2009;80, 59.3&#x0025;) (<xref ref-type="table" rid="T4">Table&#x00A0;4</xref>).</p>
<p>CVS assessment relied mainly on operative notes without objective video review, introducing a potential risk of documentation bias that may limit the accuracy of these findings.</p>
</sec>
<sec id="s3e"><label>3.5</label><title>Primary outcome: predictive factors to achieve CVS</title>
<p>Binary logistic regression and chi-square analyses were conducted to examine the effect of the following variables on successful achieving the critical view of safety: Patient-related factors (age, gender, BMI, Diabetes mellitus, ASA grade, clinical frailty scale), disease-related factors (indication for surgery, Tokyo grade, history of acute cholecystitis, wall thickening of the gallbladder, pericholecystic fluid), surgeon-related factors (Level of experience, consultant subspecialty) and other peri-perative factors including interval between diagnosis and surgery, timing of surgery (emergency vs. elective) and Nassar difficulty grading scale (<xref ref-type="table" rid="T5">Table&#x00A0;5</xref>).</p>
<table-wrap id="T5" position="float"><label>Table&#x00A0;5</label>
<caption><p>Logistic regression of critical view of safety.</p></caption>
<table>
<thead>
<tr>
<th valign="top" align="left">Coefficients</th>
<th valign="top" align="center">&#x00A0;<italic>P</italic>-value</th>
<th valign="top" align="center">Odds ration</th>
<th valign="top" align="center">95&#x0025; confidence interval</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age&#x2009;&#x003E;&#x003D;&#x2009;60</td>
<td valign="top" align="center">0.245</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">0.823</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">BMI&#x2009;&#x003E;&#x003D;&#x2009;30</td>
<td valign="top" align="center">0.150</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Diabetes</td>
<td valign="top" align="center">0.504</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">ASA grade</td>
<td valign="top" align="center">0.031</td>
<td valign="top" align="center">0.392</td>
<td valign="top" align="center">0.168&#x2013;0.917</td>
</tr>
<tr>
<td valign="top" align="left">Clinical frailty scale</td>
<td valign="top" align="center">0.191</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Acute cholecystitis</td>
<td valign="top" align="center">0.171</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Biliary colic</td>
<td valign="top" align="center">0.031</td>
<td valign="top" align="center">0.45</td>
<td valign="top" align="center">0.216&#x2013;0.938</td>
</tr>
<tr>
<td valign="top" align="left">Tokyo grade</td>
<td valign="top" align="center">0.255</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">History of acute cholecystitis</td>
<td valign="top" align="center">0.579</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Thick-walled gallbladder</td>
<td valign="top" align="center">0.440</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Pericholecystic fluid</td>
<td valign="top" align="center">0.320</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Surgeon experience</td>
<td valign="top" align="center">0.558</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Consultant Subspecialty</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">0.244</td>
<td valign="top" align="center">0.101&#x2013;0.496</td>
</tr>
<tr>
<td valign="top" align="left">Days between diagnosis and surgery</td>
<td valign="top" align="center">0.211</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Urgency of surgery</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">4.013</td>
<td valign="top" align="center">1.319&#x2013;12.211</td>
</tr>
<tr>
<td valign="top" align="left">Nassar difficulty grading scale</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TF2"><p>ASA, American Society of Anesthesiologists; BMI, body mass index.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Multivariable analysis found that the following factors significantly predicted CVS achievement: ASA grade (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.031), timing of surgery &#x201C;emergency vs. elective&#x201D; (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.01), indication for surgery &#x201C;acute cholecystitis vs. biliary colic&#x201D; (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.031), and consultant subspecialty &#x201C;non-HPB vs. HPB&#x201D; (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001).</p>
<p>In our analysis, patients who underwent emergency surgery were more likely to achieve CVS than patients who underwent elective surgery (OR: 4.013, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.01). Similarly, patients with acute cholecystitis were more likely to have a CVS achievement than patients with biliary colic (OR: 0.45, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.031).</p>
<p>Patients with ASA grade I were more likely to get CVS achieved than patients with ASA grade II (OR: 0.392, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.031).</p>
<p>Non-HPB consultants had significantly higher CVS achievement rate than HPB (OR: 0.244, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001).</p>
<p>Other factors including level of surgeon experience, Tokyo severity grade, Nassar difficulty grading scale, age, male gender, BMI, diabetes mellitus and clinical frailty score were not significant.</p>
</sec>
<sec id="s3f"><label>3.6</label><title>Secondary outcomes: postoperative complications at 30 days</title>
<p>No bile duct injury was reported in this study which limits the ability to evaluate a potential association between failure to achieve CVS and the risk of BDI.</p>
<p>Most of the patients in this study had no complication (<italic>n</italic>&#x2009;&#x003D;&#x2009;132, 88&#x0025;). Surgical site infection was the most common complication (<italic>n</italic>&#x2009;&#x003D;&#x2009;5, 3.33&#x0025;) followed by postoperative pulmonary complication, intra-abdominal collection and acute pancreatitis (<xref ref-type="table" rid="T6">Table&#x00A0;6</xref>).</p>
<table-wrap id="T6" position="float"><label>Table&#x00A0;6</label>
<caption><p>30 days postoperative outcomes.</p></caption>
<table>
<thead>
<tr>
<th valign="top" align="left" colspan="2">Variable</th>
<th valign="top" align="center">Frequency</th>
<th valign="top" align="center">Percentage</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="4">Highest 30-day Clavien-Dindo</td>
<td valign="top" align="left">No complications</td>
<td valign="top" align="center">132</td>
<td valign="top" align="center">88.0&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">I</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">6.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">II</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">4.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">V (death)</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Unplanned critical care admission</td>
<td valign="top" align="left"/>
<td valign="top" align="center">4</td>
<td valign="top" align="center">2.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="5">Unplanned reimaging</td>
<td valign="top" align="left"/>
<td valign="top" align="center">8</td>
<td valign="top" align="center">5.3&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">USS</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">4&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">CT</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">MRI</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">ERCP</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="4">Surgical site infection</td>
<td valign="top" align="left">(no complications)</td>
<td valign="top" align="center">145</td>
<td valign="top" align="center">96.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">I</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">2.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">II</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">V (death)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.0&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="4">Postoperative pulmonary complications</td>
<td valign="top" align="left">(no complications)</td>
<td valign="top" align="center">148</td>
<td valign="top" align="center">98.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">I</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.0&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">II</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">V (death)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="4">Bleeding</td>
<td valign="top" align="left">(no complications)</td>
<td valign="top" align="center">150</td>
<td valign="top" align="center">100.0&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">I</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.0&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">II</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.0&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">V (death)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.0&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="4">Intra-abdominal collection</td>
<td valign="top" align="left">(no complications)</td>
<td valign="top" align="center">148</td>
<td valign="top" align="center">98.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">I</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.0&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">II</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1.3&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">V (death)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.0&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="3">Acute pancreatitis</td>
<td valign="top" align="left">(no complications)I</td>
<td valign="top" align="center">1,481</td>
<td valign="top" align="center">98.7&#x0025;0.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">II</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">V (death)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.0&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Unplanned readmission within 30 days of day of surgery</td>
<td valign="top" align="left"/>
<td valign="top" align="center">4</td>
<td valign="top" align="center">2.7&#x0025;</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>A Chi-square test was conducted to examine the effect of the following variables on 30 days post operative complications:
<list list-type="bullet">
<list-item>
<p>Failure to achieve the CVS</p></list-item>
<list-item>
<p>Type of presentation (acute cholecystitis vs. biliary colic)</p></list-item>
<list-item>
<p>Level of experience (consultant vs. resident)</p></list-item>
<list-item>
<p>Intra-operative biliary spillage</p></list-item>
</list>All of these variables were insignificant in univariable analysis (<xref ref-type="table" rid="T7">Table&#x00A0;7</xref>).</p>
<table-wrap id="T7" position="float"><label>Table&#x00A0;7</label>
<caption><p>Chi-square test of postoperative complications.</p></caption>
<table>
<thead>
<tr>
<th valign="top" align="left">30-day post-op complications with the following factors:</th>
<th valign="top" align="center"><italic>P</italic> value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Failure to achieve CVS</td>
<td valign="top" align="center">0.431</td>
</tr>
<tr>
<td valign="top" align="left">Surgeon experience</td>
<td valign="top" align="center">1</td>
</tr>
<tr>
<td valign="top" align="left">Type of presentation</td>
<td valign="top" align="center">0.370</td>
</tr>
<tr>
<td valign="top" align="left">Biliary spillage</td>
<td valign="top" align="center">0.265</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><label>4</label><title>Discussion</title>
<p>Strasberg&#x0027;s Critical View of Safety (CVS), first introduced in 1995, is widely recognized as the safest technique for identifying the elements of the Calot triangle during laparoscopic cholecystectomy (LC) (<xref ref-type="bibr" rid="B16">16</xref>). It aims to standardize a &#x201C;mandatory&#x201D; pause during LC and to make correct identification of the anatomic structures prior to cutting or clipping to minimize the risk of bile duct injury to zero (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>).</p>
<p>Despite widespread ndorsement of the CVS technique, the scientific evidence supporting it effectiveness to prevent BDI remains controversial (<xref ref-type="bibr" rid="B16">16</xref>), and consistent implementation of the technique varies considerably across institutions (<xref ref-type="bibr" rid="B19">19</xref>). Moreover, one-fourth of surgeons who reported achievement of the CVS were found to have done so inadequately (<xref ref-type="bibr" rid="B20">20</xref>).</p>
<p>Three criteria are required to achieve the CVS (<xref ref-type="bibr" rid="B21">21</xref>):
<list list-type="order">
<list-item>
<p>The hepatocystic triangle is cleared of fat and fibrous tissue.</p></list-item>
<list-item>
<p>The lower one third of the gallbladder is separated from the liver to expose the cystic plate.</p></list-item>
<list-item>
<p>Two and only two structures should be seen entering the gallbladder (<xref ref-type="fig" rid="F3">Figure&#x00A0;3</xref>).</p></list-item>
</list></p>
<fig id="F4" position="float"><label>Figure&#x00A0;4</label>
<caption><p>The SAGES 6-step program for safe cholecystectomy (<xref ref-type="bibr" rid="B22">22</xref>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-12-1661510-g004.tif"><alt-text content-type="machine-generated">Guidelines for laparoscopic cholecystectomy: 1. Use the Critical View of Safety method. 2. Be aware of aberrant anatomy. 3. Employ cholangiography. 4. Consider a momentary pause. 5. Recognize and avoid high-risk zones, using alternative methods if needed. 6. Seek assistance when necessary.</alt-text>
</graphic>
</fig>
<p>In this study, the overall rate of CVS achievement was 68.7&#x0025;, which is higher than previously reported CVS success rates (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>).</p>
<p>Preoperative determination of difficult CVS can also help the surgeon in counseling the patients regarding higher chances for conversion to open procedure or bailout procedures. A prospective cohort study conducted in India found only neutrophil percent and lymphocyte percent to be independent risk factors for failure to achieve CVS (<xref ref-type="bibr" rid="B25">25</xref>).</p>
<p>While one might expect surgeon experience to be a dominant predictor, our findings suggest otherwise. Instead, physiological fitness had stronger associations with CVS achievement. In this study, patients with ASA grade I were significantly more likely to achieve CVS compared to ASA grade II, (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.031). Which is consistent with other studies (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>).</p>
<p>Our analysis revealed that Consultants were more likely to achieve the CVS than residents (69.6&#x0025; vs.60.0&#x0025;) but it was not statistically significant (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.55). While surgical expertise remains valuable, our findings imply that case complexity, individual patient challenges, and application of established protocols may exert a stronger influence on successful CVS achievement.</p>
<p>In this study, a formal time-out was performed by all residents prior to dividing the cystic duct to confirm the achievement of CVS, while consultants were less likely to perform a time-out. (<italic>n</italic>&#x2009;&#x003D;&#x2009;80, 59.3&#x0025;). The SAGES 6-step program for a safe cholecystectomy (<xref ref-type="fig" rid="F4">Figure&#x00A0;4</xref>), defines time-out as a &#x201C;momentary intraoperative pause&#x201D; to allow for reflection before &#x201C;clipping, cutting or transecting any ductal structures&#x201D; (<xref ref-type="bibr" rid="B22">22</xref>).</p>
<p>Using timeouts is a cognitive strategy for debiasing surgical decisions. It serves as a forcing function to shift from intuitive (fast) thinking to analytic (slow) thinking, particularly when applying the B-SAFE approach before any dissection to confirm spatial orientation (<xref ref-type="bibr" rid="B27">27</xref>) (<xref ref-type="fig" rid="F5">Figure&#x00A0;5</xref>).</p>
<fig id="F5" position="float"><label>Figure&#x00A0;5</label>
<caption><p>B-SAFE anatomical landmarks and R4U safety line. If Rouviere&#x0027;s sulcus is not present, then the imaginary line passing across the base of the segment 4 from the umbilical fissure may be extended towards right across the hepatoduodenal ligament to ascertain safe zone of dissection (<xref ref-type="bibr" rid="B27">27</xref>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-12-1661510-g005.tif"><alt-text content-type="machine-generated">Medical illustration showing two laparoscopic views of the liver. The left side labels anatomical features: bile duct, Sulcus of Rouvier, hepatic artery, umbilical fissure, and enteric structure. The right side displays a surgical tool with areas marked as \"safe\" and \"unsafe\" below the R4U line, highlighted by smiley and angry face icons, respectively.</alt-text>
</graphic>
</fig>
<p>In our study, patients undergoing emergency cholecystectomies were more likely to have CVS achieved compared to elective cases (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.01). 56&#x0025; of patients with acute cholecystitis underwent emergent surgery (<italic>n</italic>&#x2009;&#x003D;&#x2009;28), whereas 98.8&#x0025; of patients diagnosed with biliary colic had elective surgery (<italic>n</italic>&#x2009;&#x003D;&#x2009;85).</p>
<p>Similarly, patients with biliary colic were less likely to achieve CVS than acute cholecystitis (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.031). This is contrary to other studies where acute cholecystitis and emergency surgery to be independent predictors of difficult LC (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>). While emergent cholecystectomies often present with distorted anatomy, the observed higher CVS achievement rate in acute cholecystitis cases may be explained by a heightened sense of caution and strict adherence to safety protocols in high risk settings. These findings should be interpreted cautiously, and future studies incorporating video documentation and external validation are warranted to explore these associations more robustly.</p>
<p>Notably, in our study, hepato-pancreato-biliary (HPB) surgeons, despite their high expertise, were paradoxically less likely to document CVS than other specialties, including surgical oncology, colorectal, upper gastrointestinal, and minimally invasive surgery (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001).</p>
<p>The paradoxical finding that non-HPB surgeons achieved CVS more frequently than HPB surgeons may reflect not only case complexity, but also variation in documentation practices, as non-HPB may follow CVS protocols more strictly or may over-document fulfillment of the three criteria to achieve the CVS&#x2014;especially in protocol-driven environments like teaching hospitals. In contrast, HPB surgeons, who are often more familiar with the concept of CVS, may apply a higher threshold before declaring that the CVS has been achieved.</p>
<p>These findings highlight how case mix, surgical philosophy, and documentation practices can influence CVS rates. Also, they emphasize the potential role of operative culture and institutional training environments in influencing outcomes.</p>
<p>According to the Tokyo Guidelines 2018 for the management of acute cholecystitis, safe laparoscopic cholecystectomy is emphasized, particularly when dealing with &#x201C;difficult gallbladder&#x201D; cases, which may involve severe scarring or fibrosis in Calot&#x0027;s triangle. These guidelines recommend bailout procedures like conversion to open surgery, subtotal cholecystectomy, or the fundus-first technique to prevent bile duct-injury (<xref ref-type="bibr" rid="B28">28</xref>&#x2013;<xref ref-type="bibr" rid="B30">30</xref>).</p>
<p>Similarly, recent &#x201C;safe cholecystectomy&#x201D; guidelines recommend considering bailout procedures in patients where CVS fails to be achieved (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B31">31</xref>). In our study, however, all patients underwent total cholecystectomy, including those in whom the CVS could not be achieved.</p>
<p>Age, male gender, thickened gallbladder, pericholecystic fluid and other perioperative factors including Tokyo severity grade and Nassar difficulty grading scale were analyzed &#x0026; were not statistically significant. Other studies found that age, male gender, thickened gallbladder, preoperative ERCP, to be independent predictors of difficult LC (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B33">33</xref>).</p>
<p>No significant correlation was found between CVS and 30-day postoperative complications (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.431). This may suggest that while CVS is a preventive strategy against bile duct injury, its presence does not necessarily predict overall postoperative morbidity, which is influenced by a broader spectrum of perioperative factors.</p>
<p>The absence of bile duct injury in this study limits the ability to evaluate a potential association between achieving the Critical View of Safety and the risk of bile duct injury.</p>
<p>Importantly, our study reinforces that successful achievement of the CVS is not solely dependent on surgical experience, rather, it is a multifactorial outcome influenced by preoperative physiology, intraoperative strategy, and institutional culture.</p>
</sec>
<sec id="s5" sec-type="conclusions"><label>5</label><title>Conclusion</title>
<p>Achieving the Critical View of Safety is influenced by several patient, surgical, and institutional factors. Timing of surgery (emergency, elective), indication for surgery (acute cholecystitis, biliary colic), ASA grade and surgeon subspecialty are key determinants. Surgical planning according to these factors may improve safety and standardization in laparoscopic cholecystectomy. Adherence to strict protocols is essential to ensure the consistent achievement of CVS in both elective and emergency cases. Larger multi-center studies with objective video assessments are needed to validate our findings.</p>
<sec id="s5a"><label>5.1</label><title>Strengths and limitations</title>
<p>To the best of our knowledge, our study is among the few to prospectively assess not only patient- and disease-related variables but also surgeon characteristics as predictors for successful achievement of the CVS. Its main limitation lies in the design of the study being a single center and CVS assessment via operative notes without objective video review introducing a potential risk of documentation bias. This may have influenced findings such as the higher CVS rates among non-HPB surgeons or in emergency settings, which could reflect differences in operative note reporting rather than technical performance. Additionally, this limitation may confound interpretations related to complex anatomy and the degree of intraoperative difficulty.</p>
<p>The absence of bile duct injuries, while reassuring, limits our ability to assess the predictive value of CVS on this critical endpoint.</p>
</sec>
</sec>
</body>
<back>
<sec id="s7" sec-type="data-availability"><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 id="s8" sec-type="author-contributions"><title>Author contributions</title>
<p>RA: Supervision, Conceptualization, Writing &#x2013; review &#x0026; editing. LA-S: Writing &#x2013; original draft, Conceptualization, Writing &#x2013; review &#x0026; editing. KA: Visualization, Writing &#x2013; original draft, Data curation, Methodology. RA-Z: Data curation, Writing &#x2013; original draft. AA: Writing &#x2013; original draft. MR: Writing &#x2013; review &#x0026; editing. AH: Writing &#x2013; review &#x0026; editing. ME: Writing &#x2013; review &#x0026; editing, Validation. SD: Writing &#x2013; review &#x0026; editing, Supervision.</p>
</sec>
<sec id="s10" sec-type="COI-statement"><title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="ai-statement"><title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s12" sec-type="disclaimer"><title>Publisher&#x0027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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<fn-group>
<fn id="n1" fn-type="custom" custom-type="edited-by"><p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3006222/overview">Alec Engledow</ext-link>, Barts Health NHS Trust, United Kingdom</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2200381/overview">Andrea Sebastiano Cavallaro</ext-link>, Universit&#x00E0; degli Studi di Catania, Italy</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1859578/overview">Rahul Gupta</ext-link>, Synergy Institute of Medical Sciences, India</p></fn>
<fn fn-type="abbr" id="abbrev1"><label>Abbreviations:</label><p>CVS, critical view of safety; LC, laparoscopic cholecystectomy; BDI, bile duct injury; HPB, hepatopancreaticobiliary; IOC, intraoperative cholangiography; ASA, American Society of Anesthesiologists; BMI, body mass index; SAGES, Society of American Gastrointestinal and Endoscopic Surgeons.</p></fn>
</fn-group>
</back>
</article>