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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
<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.2025.1645570</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Medicine</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Healthcare professionals&#x2019; knowledge, attitudes and practices in thromboelastography application</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Jia</surname>
<given-names>Yifei</given-names>
</name>
<xref ref-type="author-notes" rid="fn0004"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3221758/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Zhu</surname>
<given-names>Xiangyu</given-names>
</name>
<xref ref-type="author-notes" rid="fn0004"><sup>&#x2020;</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yu</surname>
<given-names>Xiaoling</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xu</surname>
<given-names>Weihong</given-names>
</name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2289295/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Weidong</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/3221815/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ye</surname>
<given-names>Jianfeng</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Liping</given-names>
</name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3090180/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
</contrib-group>
<aff><institution>The Clinical Laboratory of Shanghai Tongren Hospital</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1300836/overview">Lynn Valerie Monrouxe</ext-link>, The University of Sydney, Australia</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2929891/overview">Ramkrishna Mondal</ext-link>, All India Institute of Medical Sciences, Patna, India</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3126787/overview">Gopal Ray</ext-link>, All India Institute of Medical Sciences, Guwahati, India</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Liping Wang, <email>wlp2272@shtrhospital.com</email>; Weihong Xu, <email>Xwh3066@shtrhospital.com</email></corresp>
<fn fn-type="equal" id="fn0004"><p><sup>&#x2020;</sup>These authors have contributed equally to this work</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1645570</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Jia, Zhu, Yu, Xu, Wu, Ye and Wang.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Jia, Zhu, Yu, Xu, Wu, Ye and Wang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). 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.</p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Objective</title>
<p>This study aims to investigate the knowledge, attitudes, and practices (KAP) of healthcare professionals regarding thromboelastography (TEG).</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>A cross-sectional study was conducted at Tongren Hospital in Shanghai from January to February 2025. Demographic data, knowledge, attitude, and practices scores, were collected and evaluated via a self-developed questionnaire.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>A total of 218 valid responses were included in the analysis. Of the participants, 130 (59.63%) were physicians, and 88 (40.37%) were nurses. TEG-related training had been received by 149 (68.35%) of the participants. The mean proficiency score for TEG use was 5.83&#x202F;&#x00B1;&#x202F;2.90 (range: 0&#x2013;10). The mean scores for knowledge, attitude, and practice were 8.10&#x202F;&#x00B1;&#x202F;2.44 (range: 0&#x2013;12), 30.81&#x202F;&#x00B1;&#x202F;7.11 (range: 8&#x2013;40), and 28.92&#x202F;&#x00B1;&#x202F;8.87 (range: 8&#x2013;40), respectively. Significant positive correlations were observed between knowledge and attitude (<italic>r</italic>&#x202F;=&#x202F;0.1722, <italic>p</italic>&#x202F;=&#x202F;0.0109) and between attitude and practice (<italic>r</italic>&#x202F;=&#x202F;0.6945, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). The structural equation model revealed that knowledge (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.76, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) directly influenced attitude, and attitude (<italic>&#x03B2;</italic>&#x202F;=&#x202F;1.10, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) directly influenced practice. Additionally, years of practice (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.84, <italic>p</italic>&#x202F;=&#x202F;0.003) and frequent use of TEG (<italic>&#x03B2;</italic>&#x202F;=&#x202F;&#x2212;0.79, <italic>p</italic>&#x202F;=&#x202F;0.024) were found to impact knowledge, which in turn affected attitude (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.76, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001).</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>The majority of healthcare professionals demonstrated inadequate knowledge, positive attitudes, and optimal practices regarding TEG. Enhanced training programs focused on TEG could improve proficiency and optimize its clinical application, especially for professionals with fewer years of experience.</p>
</sec>
</abstract>
<kwd-group>
<kwd>thromboelastography</kwd>
<kwd>healthcare professionals</kwd>
<kwd>knowledge</kwd>
<kwd>attitudes</kwd>
<kwd>practices</kwd>
<kwd>cross-sectional study</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="7"/>
<equation-count count="0"/>
<ref-count count="38"/>
<page-count count="12"/>
<word-count count="7114"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Healthcare Professions Education</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<title>Introduction</title>
<p>Thromboelastography (TEG), developed in 1948 by Dr. Hellmut Hartert at Heidelberg University, provides a dynamic and comprehensive assessment of the coagulation process (<xref ref-type="bibr" rid="ref1">1</xref>). TEG provides a physiologically accurate assessment of the coagulation system and has been effectively utilized as a rapid point-of-care test to assess hypercoagulable, hypocoagulable, and rebalanced coagulation states. This enables clinicians to evaluate blood transfusion requirements, determine the need for anticoagulation, and select the appropriate anticoagulant therapy (<xref ref-type="bibr" rid="ref2">2</xref>).</p>
<p>TEG has demonstrated various applications across multiple clinical specialties, including trauma care, obstetrics, orthopedics, surgical ICU, cardiovascular surgery, and transplantation. For example, in trauma and cardiac surgery, TEG helps predict bleeding risks and transfusion needs. It also serves as a valuable tool for monitoring anticoagulation therapy during orthopedic procedures, with studies showing TEG parameters can effectively guide anticoagulation management and reduce bleeding complications by 15%&#x2013;20% (<xref ref-type="bibr" rid="ref3">3</xref>). TEG has demonstrated significant utility in predicting hypercoagulability, with research reporting elevated maximum amplitude (MA) values (65.2&#x202F;&#x00B1;&#x202F;7.3&#x202F;mm vs. 58.7&#x202F;&#x00B1;&#x202F;5.4&#x202F;mm in controls, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) in acute kidney injury patients (<xref ref-type="bibr" rid="ref4">4</xref>). In transplant patients, abnormal TEG parameters (specifically R-time &#x003C;5&#x202F;min and MA&#x202F;&#x003E;&#x202F;70&#x202F;mm) have been associated with a 2.3-fold increased risk of coronary events (<xref ref-type="bibr" rid="ref5">5</xref>). Furthermore, studies have demonstrated TEG&#x2019;s effectiveness in neurosurgery and abdominal surgeries by identifying hypercoagulable states in pregnancy complications with significantly decreased reaction time (R-time) values (5.2&#x202F;&#x00B1;&#x202F;1.1&#x202F;min vs. 6.8&#x202F;&#x00B1;&#x202F;1.4&#x202F;min in normal pregnancies, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05) and increased maximum amplitude (MA) values (68.7&#x202F;&#x00B1;&#x202F;4.2&#x202F;mm vs. 62.3&#x202F;&#x00B1;&#x202F;3.9&#x202F;mm, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05) (<xref ref-type="bibr" rid="ref6">6</xref>). Despite its advantages, inadequate knowledge and improper use of TEG can contribute to poor clinical outcomes. For instance, inadequate assessment of the hematologic system or failure to recognize risk factors for bleeding can result in uncontrolled bleeding, empiric administration of blood products, and increased exposure to bloodborne pathogens (<xref ref-type="bibr" rid="ref7">7</xref>).</p>
<p>According to the Knowledge, Attitude, and Practice (KAP) theory, knowledge forms the foundation of behavior change, while attitudes and beliefs act as the driving force for these changes (<xref ref-type="bibr" rid="ref8">8</xref>). The KAP model divides behavior change into three distinct stages: acquiring knowledge, forming attitudes and beliefs, and developing practices or behaviors (<xref ref-type="bibr" rid="ref9">9</xref>). Importantly, cognitive changes induced by knowledge acquisition do not directly translate into behavioral change; instead, a shift in perception must occur first, leading to subsequent behavior modification (<xref ref-type="bibr" rid="ref10">10</xref>). This sequence in the KAP model is essential for modifying physicians&#x2019; clinical practice patterns (<xref ref-type="bibr" rid="ref11">11</xref>). Despite TEG&#x2019;s significant clinical value, challenges remain regarding healthcare professionals&#x2019; knowledge, attitudes, and practices in its use. Substantial differences in the understanding and application of TEG among healthcare professionals can lead to inconsistencies in anticoagulant and antithrombotic treatments, potentially impacting patient outcomes (<xref ref-type="bibr" rid="ref12">12</xref>).</p>
<p>At present, most research on TEG has focused on its clinical applications, with limited studies investigating healthcare professionals&#x2019; KAP regarding TEG (<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref14">14</xref>). Therefore, this study aims to assess the knowledge, attitudes, and practices related to TEG among healthcare professionals at a tertiary hospital in China.</p>
</sec>
<sec sec-type="materials|methods" id="sec6">
<title>Materials and methods</title>
<sec id="sec7">
<title>Study design and participants</title>
<p>This cross-sectional study was conducted at Tongren Hospital in Shanghai from January to February 2025, targeting healthcare professionals. This study was approved by the Medical Ethics Committee of Shanghai Tong Ren Hospital (Approval No.: K2024-097-02). Written informed consent was obtained from all participants. Inclusion criteria were healthcare professionals, specifically physicians with valid medical licenses and registered nurses with legal certification to practice. Exclusion criteria were: (1) physicians or nurses not actively engaged in clinical practice; and (2) individuals in training positions, such as interns, rotating doctors, or advanced trainees.</p>
</sec>
<sec id="sec8">
<title>Questionnaire</title>
<p>The questionnaire was designed based on established guideline (<xref ref-type="bibr" rid="ref15">15</xref>) and relevant literature (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref17">17</xref>). The questionnaire has not been previously published nor officially recommended by a scientific society. It was not adapted or translated from international sources; therefore, no forward&#x2013;backward translation procedure was required. However, its development followed expert review and a pilot test to ensure content validity and internal consistency. After the initial draft, the questionnaire was reviewed by a senior expert with 40&#x202F;years of experience in the field of the endocrinology department. Revisions were made based on the expert&#x2019;s feedback, including adjustments and the removal of ambiguous or redundant items. A pilot test, conducted with 30 participants, yielded a Cronbach&#x2019;s <italic>&#x03B1;</italic> of 0.9515 overall, with 0.8963 for the knowledge section, 0.9218 for the attitude section, and 0.9810 for the practice section, indicating strong internal consistency. A pilot test, conducted with 30 participants, yielded a Cronbach&#x2019;s <italic>&#x03B1;</italic> of 0.9515 overall, with 0.8963 for the knowledge section, 0.9218 for the attitude section, and 0.9810 for the practice section, indicating strong internal consistency. Confirmatory factor analysis (CFA) indicated good model fit. The Kaiser-Meyer-Olkin (KMO) value was 0.945 (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), supporting sampling adequacy.</p>
<p>The final questionnaire, written in Chinese, included four sections: demographic data (including gender, age, education level, occupation, title, years of work, hospital level, which refers to the grading of the hospital in which the participant was currently working, classified as tertiary, secondary, primary, or private according to the official hospital classification system in China, TEG training experience, and self-rated proficiency in TEG usage), knowledge section, attitude section, and practice section. Proficiency in TEG use was assessed based on participants&#x2019; self-reported scores. Each participant rated their familiarity with TEG on a scale from 0 (&#x201C;completely unfamiliar&#x201D;) to 10 (&#x201C;very familiar and proficient&#x201D;), with responses restricted to whole integers. The knowledge dimension included 12 questions, with 1 point for correct answers and 0 points for unclear or incorrect answers, resulting in a score range of 0&#x2013;12. The attitude dimension consisted of 8 questions using a 5-point Likert scale, with scores ranging from 5 (strongly agree) to 1 (strongly disagree), resulting in a score range of 8&#x2013;40. The practice dimension included 8 questions also using a 5-point Likert scale, with scores ranging from 5 (always) to 1 (never), resulting in a score range of 8&#x2013;40. A threshold of &#x2265;70.0% was set to define adequate knowledge, positive attitudes, and optimal behaviors (<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref19">19</xref>). This threshold is consistent with recent KAP studies that define adequacy/favorability/optimality at &#x2265;70% of the maximum score for each domain, providing a pragmatic and interpretable standard across settings. Representative applications of the 70% cutoff have been reported in pediatric healthcare KAP (<xref ref-type="bibr" rid="ref20">20</xref>), oral-health KAP (<xref ref-type="bibr" rid="ref21">21</xref>).</p>
</sec>
<sec id="sec9">
<title>Questionnaire distribution and quality control</title>
<p>Data collection was conducted online using an electronic questionnaire. The questionnaire was distributed via Wenjuanxing,<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref> and participants were recruited through phone calls, WeChat messages, WeChat Moments, and in-person communication. The questionnaire was distributed via Wenjuanxing, with links provided to participants through WeChat and in person at hospitals that conduct thromboelastography testing. There were no restrictions on the departments involved. Participants were contacted via phone, WeChat, or in person to obtain their consent. If participants had any difficulty understanding the questionnaire, a dedicated researcher was available to explain the content of the survey. Exclusion Criteria: (1) Questionnaire completion time &#x003C;90&#x202F;s; (2) Significant logical inconsistencies between answers to different questions, such as inconsistencies or contradictions; this criterion was intended to identify responses with low reliability or inattentive answering behavior; (3) Incomplete responses that prevented comprehensive information collection or effective analysis.</p>
</sec>
<sec id="sec10">
<title>Sample size</title>
<p>The minimum sample size was estimated based on the method of calculating five times the total number of demographic and KAP items in the questionnaire, as recommended for survey studies (<xref ref-type="bibr" rid="ref22">22</xref>). Since the questionnaire consisted of 38 items, the estimated minimum sample size was 190. To account for a potential 10% rate of invalid responses, the adjusted minimum sample size was set at 209.</p>
</sec>
<sec id="sec11">
<title>Statistical methods</title>
<p>Data were analyzed using STATA 17.0 (Stata Corporation, College Station, TX, USA). The normality of continuous variables was tested using the Kolmogorov&#x2013;Smirnov test. Continuous variables with normal distribution were expressed as mean &#x00B1; standard deviation (SD) and analyzed using t-tests or analysis of variance (ANOVA). Skewed data were expressed as median (range) and analyzed using the Wilcoxon-Mann&#x2013;Whitney U test or Kruskal-Wallis ANOVA. Categorical variables were expressed as n (%). Spearman correlation analysis was used to assess the correlations between KAP scores. The univariate and multivariate logistic regression analyses to examine the independent influence factors of knowledge scores. Structural Equation Modeling (SEM) was used to test the hypotheses that knowledge (H1) directly affects attitudes, knowledge (H2) directly affects behavior, and knowledge (H3) indirectly affects behavior through attitudes. In addition, separate subgroup analyses were conducted for physicians and nurses. Model fit was assessed using multiple indices: Root Mean Square Error of approximation (RMSEA), standardized root mean square residual (SRMR), incremental fit index (IFI), Tucker-Lewis index (TLI), and comparative fit index (CFI). A two-sided <italic>p</italic>-value &#x003C;0.05 was considered statistically significant.</p>
</sec>
</sec>
<sec sec-type="results" id="sec12">
<title>Results</title>
<sec id="sec13">
<title>Demographic information of the participants</title>
<p>Out of 228 submitted questionnaires, 10 were excluded due to completion times under 90&#x202F;s, resulting in 218 valid responses and an effective response rate of 95.61%. The mean age of participants was 36.17&#x202F;&#x00B1;&#x202F;6.11&#x202F;years. Of the participants, 136 (62.39%) were female, 112 (51.38%) held a master&#x2019;s degree or higher, 130 (59.63%) were physicians, 105 (48.17%) had a junior job rank, 149 (68.35%) had received TEG-related training in their hospitals, and 133 (61.01%) frequently used TEG in clinical practice.</p>
<p>The average proficiency score in TEG use was 5.83&#x202F;&#x00B1;&#x202F;2.90 (range: 1&#x2013;10). The mean scores for knowledge, attitude, and practice were 8.10&#x202F;&#x00B1;&#x202F;2.44 (range: 0&#x2013;12), 30.81&#x202F;&#x00B1;&#x202F;7.11 (range: 8&#x2013;40), and 28.92&#x202F;&#x00B1;&#x202F;8.87 (range: 8&#x2013;40), respectively. Knowledge scores significantly differed by age (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), job rank (<italic>p</italic>&#x202F;=&#x202F;0.039), years of medical practice (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), and frequent TEG use in clinical practice (<italic>p</italic>&#x202F;=&#x202F;0.038). Attitude scores were significantly associated with TEG-related training (<italic>p</italic>&#x202F;=&#x202F;0.046). Practice scores showed significant differences based on position (<italic>p</italic>&#x202F;=&#x202F;0.031), job rank (<italic>p</italic>&#x202F;=&#x202F;0.003), and years of medical practice (<italic>p</italic>&#x202F;=&#x202F;0.035) (<xref ref-type="table" rid="tab1">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Demographic information and KAP scores of the participants.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2"><italic>N</italic>&#x202F;=&#x202F;218</th>
<th align="center" valign="top" rowspan="2"><italic>N</italic> (%)</th>
<th align="center" valign="top" colspan="2">Knowledge score</th>
<th align="center" valign="top" colspan="2">Attitude score</th>
<th align="center" valign="top" colspan="2">Practice score</th>
</tr>
<tr>
<th align="center" valign="top">Mean&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top">
<italic>P</italic>
</th>
<th align="center" valign="top">Mean&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top">
<italic>P</italic>
</th>
<th align="center" valign="top">Mean&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top">
<italic>P</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Total score</td>
<td/>
<td align="center" valign="middle">8.10&#x202F;&#x00B1;&#x202F;2.44</td>
<td/>
<td align="center" valign="middle">30.81&#x202F;&#x00B1;&#x202F;7.11</td>
<td/>
<td align="center" valign="middle">28.92&#x202F;&#x00B1;&#x202F;8.87</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Age (years old)</td>
<td align="center" valign="middle">36.17&#x202F;&#x00B1;&#x202F;6.11</td>
<td/>
<td align="center" valign="middle"><bold>&#x003C;0.001</bold></td>
<td/>
<td align="center" valign="middle">0.648</td>
<td/>
<td align="center" valign="middle">0.120</td>
</tr>
<tr>
<td align="left" valign="top">&#x2264;30</td>
<td align="center" valign="bottom">34(15.6)</td>
<td align="center" valign="bottom">8.20&#x202F;&#x00B1;&#x202F;2.02</td>
<td/>
<td align="center" valign="bottom">30.14&#x202F;&#x00B1;&#x202F;7.65</td>
<td/>
<td align="center" valign="bottom">29.76&#x202F;&#x00B1;&#x202F;9.13</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">31&#x2013;40</td>
<td align="center" valign="bottom">156(71.56)</td>
<td align="center" valign="bottom">7.82&#x202F;&#x00B1;&#x202F;2.44</td>
<td/>
<td align="center" valign="bottom">30.87&#x202F;&#x00B1;&#x202F;7.16</td>
<td/>
<td align="center" valign="bottom">29.07&#x202F;&#x00B1;&#x202F;8.88</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x003E;40</td>
<td align="center" valign="bottom">28(12.84)</td>
<td align="center" valign="bottom">9.53&#x202F;&#x00B1;&#x202F;2.51</td>
<td/>
<td align="center" valign="bottom">31.25&#x202F;&#x00B1;&#x202F;6.27</td>
<td/>
<td align="center" valign="bottom">27.03&#x202F;&#x00B1;&#x202F;8.51</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Gender</td>
<td/>
<td/>
<td align="center" valign="middle">0.923</td>
<td/>
<td align="center" valign="middle">0.104</td>
<td/>
<td align="center" valign="middle">0.956</td>
</tr>
<tr>
<td align="left" valign="top">Male</td>
<td align="center" valign="bottom">82(37.61)</td>
<td align="center" valign="bottom">8.28&#x202F;&#x00B1;&#x202F;2.19</td>
<td/>
<td align="center" valign="bottom">30.28&#x202F;&#x00B1;&#x202F;6.98</td>
<td/>
<td align="center" valign="bottom">29.09&#x202F;&#x00B1;&#x202F;8.66</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Female</td>
<td align="center" valign="bottom">136(62.39)</td>
<td align="center" valign="bottom">7.99&#x202F;&#x00B1;&#x202F;2.58</td>
<td/>
<td align="center" valign="bottom">31.13&#x202F;&#x00B1;&#x202F;7.19</td>
<td/>
<td align="center" valign="bottom">28.81&#x202F;&#x00B1;&#x202F;9.01</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Education level</td>
<td/>
<td/>
<td align="center" valign="middle">0.397</td>
<td/>
<td align="center" valign="middle">0.650</td>
<td/>
<td align="center" valign="middle">0.943</td>
</tr>
<tr>
<td align="left" valign="top">Bachelor&#x2019;s degree or below</td>
<td align="center" valign="bottom">106(48.62)</td>
<td align="center" valign="bottom">8.16&#x202F;&#x00B1;&#x202F;2.71</td>
<td/>
<td align="center" valign="bottom">30.90&#x202F;&#x00B1;&#x202F;7.29</td>
<td/>
<td align="center" valign="bottom">28.80&#x202F;&#x00B1;&#x202F;9.05</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Master&#x2019;s degree or above</td>
<td align="center" valign="bottom">112(51.38)</td>
<td align="center" valign="bottom">8.03&#x202F;&#x00B1;&#x202F;2.17</td>
<td/>
<td align="center" valign="bottom">30.72&#x202F;&#x00B1;&#x202F;6.96</td>
<td/>
<td align="center" valign="bottom">29.03&#x202F;&#x00B1;&#x202F;8.72</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Occupation</td>
<td/>
<td/>
<td align="center" valign="middle">0.316</td>
<td/>
<td align="center" valign="middle">0.052</td>
<td/>
<td align="center" valign="middle"><bold>0.031</bold></td>
</tr>
<tr>
<td align="left" valign="top">Doctor</td>
<td align="center" valign="bottom">130(59.63)</td>
<td align="center" valign="bottom">8.04&#x202F;&#x00B1;&#x202F;2.33</td>
<td/>
<td align="center" valign="bottom">30.48&#x202F;&#x00B1;&#x202F;6.79</td>
<td/>
<td align="center" valign="bottom">28.42&#x202F;&#x00B1;&#x202F;8.40</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Nurse</td>
<td align="center" valign="bottom">88(40.37)</td>
<td align="center" valign="bottom">8.18&#x202F;&#x00B1;&#x202F;2.61</td>
<td/>
<td align="center" valign="bottom">31.29&#x202F;&#x00B1;&#x202F;7.56</td>
<td/>
<td align="center" valign="bottom">29.65&#x202F;&#x00B1;&#x202F;9.50</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Professional rank</td>
<td/>
<td/>
<td align="center" valign="middle"><bold>0.039</bold></td>
<td/>
<td align="center" valign="middle">0.100</td>
<td/>
<td align="center" valign="middle"><bold>0.003</bold></td>
</tr>
<tr>
<td align="left" valign="top">No rank</td>
<td align="center" valign="bottom">48(22.02)</td>
<td align="center" valign="bottom">7.85&#x202F;&#x00B1;&#x202F;1.82</td>
<td/>
<td align="center" valign="bottom">31.06&#x202F;&#x00B1;&#x202F;7.40</td>
<td/>
<td align="center" valign="bottom">30.12&#x202F;&#x00B1;&#x202F;8.50</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Junior</td>
<td align="center" valign="bottom">105(48.17)</td>
<td align="center" valign="bottom">7.85&#x202F;&#x00B1;&#x202F;2.45</td>
<td/>
<td align="center" valign="bottom">30.65&#x202F;&#x00B1;&#x202F;7.47</td>
<td/>
<td align="center" valign="bottom">29.66&#x202F;&#x00B1;&#x202F;9.25</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Intermediate</td>
<td align="center" valign="bottom">54(24.77)</td>
<td align="center" valign="bottom">8.66&#x202F;&#x00B1;&#x202F;2.71</td>
<td/>
<td align="center" valign="bottom">31.27&#x202F;&#x00B1;&#x202F;6.63</td>
<td/>
<td align="center" valign="bottom">27.61&#x202F;&#x00B1;&#x202F;8.20</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Senior (including associate senior)</td>
<td align="center" valign="bottom">11(5.05)</td>
<td align="center" valign="bottom">8.72&#x202F;&#x00B1;&#x202F;3.03</td>
<td/>
<td align="center" valign="bottom">28.90&#x202F;&#x00B1;&#x202F;4.43</td>
<td/>
<td align="center" valign="bottom">23&#x202F;&#x00B1;&#x202F;7.61</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Years of medical practice</td>
<td align="center" valign="middle">9.08&#x202F;&#x00B1;&#x202F;7.27</td>
<td/>
<td align="center" valign="middle"><bold>&#x003C;0.001</bold></td>
<td/>
<td align="center" valign="middle">0.904</td>
<td/>
<td align="center" valign="middle"><bold>0.035</bold></td>
</tr>
<tr>
<td align="left" valign="top">&#x2264;3&#x202F;years</td>
<td align="center" valign="bottom">30(15.63)</td>
<td align="center" valign="bottom">8.03&#x202F;&#x00B1;&#x202F;1.90</td>
<td/>
<td align="center" valign="bottom">31.63&#x202F;&#x00B1;&#x202F;5.74</td>
<td/>
<td align="center" valign="bottom">31.53&#x202F;&#x00B1;&#x202F;7.10</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">4&#x2013;10&#x202F;years</td>
<td align="center" valign="bottom">108(56.25)</td>
<td align="center" valign="bottom">7.53&#x202F;&#x00B1;&#x202F;2.22</td>
<td/>
<td align="center" valign="bottom">30.16&#x202F;&#x00B1;&#x202F;7.77</td>
<td/>
<td align="center" valign="bottom">28.97&#x202F;&#x00B1;&#x202F;9.45</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">11&#x2013;20&#x202F;years</td>
<td align="center" valign="bottom">37(19.27)</td>
<td align="center" valign="bottom">9.05&#x202F;&#x00B1;&#x202F;3.24</td>
<td/>
<td align="center" valign="bottom">31.27&#x202F;&#x00B1;&#x202F;5.88</td>
<td/>
<td align="center" valign="bottom">25.97&#x202F;&#x00B1;&#x202F;9.08</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">More than 20&#x202F;years</td>
<td align="center" valign="bottom">17(8.85)</td>
<td align="center" valign="bottom">10.1&#x202F;&#x00B1;&#x202F;1.62</td>
<td/>
<td align="center" valign="bottom">32.11&#x202F;&#x00B1;&#x202F;5.98</td>
<td/>
<td align="center" valign="bottom">28.29&#x202F;&#x00B1;&#x202F;7.23</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Hospital level</td>
<td/>
<td/>
<td align="center" valign="middle">0.073</td>
<td/>
<td align="center" valign="middle">0.971</td>
<td/>
<td align="center" valign="middle">0.362</td>
</tr>
<tr>
<td align="left" valign="top">Tertiary hospital</td>
<td align="center" valign="bottom">110(50.46)</td>
<td align="center" valign="bottom">8.34&#x202F;&#x00B1;&#x202F;2.81</td>
<td/>
<td align="center" valign="bottom">31.10&#x202F;&#x00B1;&#x202F;6.98</td>
<td/>
<td align="center" valign="bottom">28.36&#x202F;&#x00B1;&#x202F;9.22</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Secondary hospital</td>
<td align="center" valign="bottom">58(26.61)</td>
<td align="center" valign="bottom">8.03&#x202F;&#x00B1;&#x202F;2.11</td>
<td/>
<td align="center" valign="bottom">30.63&#x202F;&#x00B1;&#x202F;7.43</td>
<td/>
<td align="center" valign="bottom">29.86&#x202F;&#x00B1;&#x202F;8.75</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Primary hospital</td>
<td align="center" valign="bottom">29(13.3)</td>
<td align="center" valign="bottom">7.58&#x202F;&#x00B1;&#x202F;1.82</td>
<td/>
<td align="center" valign="bottom">30.20&#x202F;&#x00B1;&#x202F;7.45</td>
<td/>
<td align="center" valign="bottom">28.79&#x202F;&#x00B1;&#x202F;8.37</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Private hospital</td>
<td align="center" valign="bottom">21(9.63)</td>
<td align="center" valign="bottom">7.71&#x202F;&#x00B1;&#x202F;1.87</td>
<td/>
<td align="center" valign="bottom">30.57&#x202F;&#x00B1;&#x202F;6.83</td>
<td/>
<td align="center" valign="bottom">29.42&#x202F;&#x00B1;&#x202F;8.27</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Has your hospital provided training related to thromboelastography</td>
<td/>
<td/>
<td align="center" valign="middle">0.143</td>
<td/>
<td align="center" valign="middle"><bold>0.046</bold></td>
<td/>
<td align="center" valign="middle">0.529</td>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="bottom">149(68.35)</td>
<td align="center" valign="bottom">8.36&#x202F;&#x00B1;&#x202F;2.16</td>
<td/>
<td align="center" valign="bottom">31.26&#x202F;&#x00B1;&#x202F;7.08</td>
<td/>
<td align="center" valign="top">29.26&#x202F;&#x00B1;&#x202F;8.64</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">69(31.65)</td>
<td align="center" valign="top">7.53&#x202F;&#x00B1;&#x202F;2.90</td>
<td/>
<td align="center" valign="top">29.82&#x202F;&#x00B1;&#x202F;7.12</td>
<td/>
<td align="center" valign="top">28.17&#x202F;&#x00B1;&#x202F;9.35</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Frequently use thromboelastography in clinical practice</td>
<td/>
<td/>
<td align="center" valign="top"><bold>0.038</bold></td>
<td/>
<td align="center" valign="top">0.226</td>
<td/>
<td align="center" valign="top">0.182</td>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">133(61.01)</td>
<td align="center" valign="top">8.42&#x202F;&#x00B1;&#x202F;2.26</td>
<td/>
<td align="center" valign="top">31.19&#x202F;&#x00B1;&#x202F;7.14</td>
<td/>
<td align="center" valign="top">29.61&#x202F;&#x00B1;&#x202F;8.62</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">85(38.99)</td>
<td align="center" valign="top">7.58&#x202F;&#x00B1;&#x202F;2.63</td>
<td/>
<td align="center" valign="top">30.21&#x202F;&#x00B1;&#x202F;7.06</td>
<td/>
<td align="center" valign="top">27.83&#x202F;&#x00B1;&#x202F;9.17</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Proficiency in using thromboelastography</td>
<td align="center" valign="top">5.83&#x202F;&#x00B1;&#x202F;2.90</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Hospital level classification follows the official grading system in China: tertiary (highest level), secondary, primary, and private hospitals. Classification reflects the participant&#x2019;s current primary workplace. The result was statistically significant (<italic>P</italic> &#x003C; 0.05).</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec14">
<title>Knowledge, attitude, and practice</title>
<p>In the knowledge section, the three most commonly selected &#x201C;unsure&#x201D; responses were: &#x201C;Some low-temperature blood specimens analyzed by thromboelastography can reflect the true coagulation function status&#x201D; (K14) at 5.96%, &#x201C;Thromboelastography can assess endothelial function&#x201D; (K13) at 7.8%, and &#x201C;An increased R-value indicates higher coagulation factor activity and a hypercoagulable state&#x201D; (K4) at 27.98% (<xref ref-type="table" rid="tab2">Table 2</xref>). In the attitude dimension, 8.72% strongly disagreed that TEG is a valuable tool for diagnosing and treating thrombotic diseases (A2), 8.26% strongly disagreed that healthcare professionals recognize the potential advantages of TEG (A6), and 8.26% strongly disagreed that more training is needed to better utilize TEG (A8) (<xref ref-type="table" rid="tab3">Table 3</xref>). In the practice dimension, 12.39% reported being completely unfamiliar with TEG application across patient populations (P6), 11.01% never discussed TEG with colleagues (P8), and 10.09% never used TEG in daily clinical practice to assess disease progression (P1) or to guide treatment plans (P2) (<xref ref-type="table" rid="tab4">Table 4</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Knowledge dimension distribution.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>Items</th>
<th align="center" valign="top">Accuracy rate, <italic>N</italic> (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">1. Thromboelastography reflects the dynamic changes in blood coagulation.</td>
<td align="center" valign="middle">153 (70.18)</td>
</tr>
<tr>
<td align="left" valign="top">2. Thromboelastography provides complete information from coagulation initiation to platelet aggregation, fibrin strand formation, clot growth, maximum clot formation, clot degradation, and dissolution.</td>
<td align="center" valign="middle">157 (72.02)</td>
</tr>
<tr>
<td align="left" valign="top">3. Parameters of thromboelastography include Coagulation Reaction Time (R), Clot Formation Time (K), Clot Formation Rate (Angle), Maximum Amplitude (MA), Comprehensive Coagulation Index (CI), LY30, and EPL.</td>
<td align="center" valign="middle">146 (66.97)</td>
</tr>
<tr>
<td align="left" valign="top">4. An increased R value indicates higher coagulation factor activity and a hypercoagulable state.</td>
<td align="center" valign="middle">61 (27.98)</td>
</tr>
<tr>
<td align="left" valign="top">5. An increased K value indicates reduced fibrinogen function and a hypocoagulable state.</td>
<td align="center" valign="middle">150 (68.81)</td>
</tr>
<tr>
<td align="left" valign="top">6. An increased Angle indicates strong fibrinogen function and a hypercoagulable state.</td>
<td align="center" valign="middle">128 (58.72)</td>
</tr>
<tr>
<td align="left" valign="top">7. The MA value primarily reflects platelet function.</td>
<td align="center" valign="middle">142 (65.14)</td>
</tr>
<tr>
<td align="left" valign="top">8. LY30/EPL primarily reflects fibrinogen function.</td>
<td align="center" valign="middle">147 (67.43)</td>
</tr>
<tr>
<td align="left" valign="top">9. Tromboelastography can evaluate the efficacy of aspirin and clopidogrel in patients with coronary artery disease.</td>
<td align="center" valign="middle">155 (71.1)</td>
</tr>
<tr>
<td align="left" valign="top">10. Thromboelastography can monitor the anticoagulant efficacy of heparin and low molecular weight heparin.</td>
<td align="center" valign="middle">142 (65.14)</td>
</tr>
<tr>
<td align="left" valign="top">11. Thromboelastography can perform coagulation monitoring for postpartum hemorrhage and guide component transfusion.</td>
<td align="center" valign="middle">136 (62.39)</td>
</tr>
<tr>
<td align="left" valign="top">12. Thromboelastography can predict the risk of deep vein thrombosis.</td>
<td align="center" valign="middle">139 (63.76)</td>
</tr>
<tr>
<td align="left" valign="top">13. Thromboelastography can assess endothelial function.</td>
<td align="center" valign="middle">17 (7.8)</td>
</tr>
<tr>
<td align="left" valign="top">14. Some low-temperature blood specimens analyzed by thromboelastography can reflect the true coagulation function status.</td>
<td align="center" valign="middle">13 (5.96)</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Attitude dimension distribution.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top"><italic>N</italic> (%)</th>
<th align="center" valign="top">Very positive</th>
<th align="center" valign="top">Positive</th>
<th align="center" valign="top">Neutral</th>
<th align="center" valign="top">Negative</th>
<th align="center" valign="top">Very negative</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">
<list list-type="simple">
<list-item>
<p>1. What is your general attitude and that of your colleagues towards the clinical application of thromboelastography?</p>
</list-item>
</list>
</td>
<td align="center" valign="middle">111 (50.92)</td>
<td align="center" valign="middle">78 (35.78)</td>
<td align="center" valign="middle">27 (12.39)</td>
<td align="center" valign="middle">2 (0.92)</td>
<td align="center" valign="middle">/</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="simple">
<list-item>
<p>2. Do you believe that thromboelastography is a valuable tool that can assist in the diagnosis and treatment of thrombotic diseases?</p>
</list-item>
</list>
</td>
<td align="center" valign="middle">71 (32.57)</td>
<td align="center" valign="middle">85 (38.99)</td>
<td align="center" valign="middle">31 (14.22)</td>
<td align="center" valign="middle">12 (5.5)</td>
<td align="center" valign="middle">19 (8.72)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="simple">
<list-item>
<p>3. Do you feel confident and assured when interpreting thromboelastography results?</p>
</list-item>
</list>
</td>
<td align="center" valign="middle">60 (27.52)</td>
<td align="center" valign="middle">84 (38.53)</td>
<td align="center" valign="middle">41 (18.81)</td>
<td align="center" valign="middle">22 (10.09)</td>
<td align="center" valign="middle">11 (5.05)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="simple">
<list-item>
<p>4. When faced with thromboelastography results, do you tend to include them as one of the factors in clinical decision-making?</p>
</list-item>
</list>
</td>
<td align="center" valign="middle">62 (28.44)</td>
<td align="center" valign="middle">86 (39.45)</td>
<td align="center" valign="middle">41 (18.81)</td>
<td align="center" valign="middle">18 (8.26)</td>
<td align="center" valign="middle">11 (5.05)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="simple">
<list-item>
<p>5. Do you believe that thromboelastography is more accurate and reliable for thrombotic risk assessment compared to traditional methods?</p>
</list-item>
</list>
</td>
<td align="center" valign="middle">68 (31.19)</td>
<td align="center" valign="middle">86 (39.45)</td>
<td align="center" valign="middle">35 (16.06)</td>
<td align="center" valign="middle">14 (6.42)</td>
<td align="center" valign="middle">15 (6.88)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="simple">
<list-item>
<p>6. Do you think that healthcare professionals generally recognize the potential advantages of thromboelastography in preventing and managing related diseases?</p>
</list-item>
</list>
</td>
<td align="center" valign="middle">55 (25.23)</td>
<td align="center" valign="middle">93 (42.66)</td>
<td align="center" valign="middle">42 (19.27)</td>
<td align="center" valign="middle">10 (4.59)</td>
<td align="center" valign="middle">18 (8.26)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="simple">
<list-item>
<p>7. Are you willing to actively promote the application and adoption of thromboelastography in clinical practice?</p>
</list-item>
</list>
</td>
<td align="center" valign="middle">59 (27.06)</td>
<td align="center" valign="middle">93 (42.66)</td>
<td align="center" valign="middle">37 (16.97)</td>
<td align="center" valign="middle">15 (6.88)</td>
<td align="center" valign="middle">14 (6.42)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="simple">
<list-item>
<p>8. Do you think healthcare professionals need more training and guidance to better utilize thromboelastography for disease management?</p>
</list-item>
</list>
</td>
<td align="center" valign="middle">65 (29.82)</td>
<td align="center" valign="middle">92 (42.2)</td>
<td align="center" valign="middle">34 (15.6)</td>
<td align="center" valign="middle">9 (4.13)</td>
<td align="center" valign="middle">18 (8.26)</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Practice dimension distribution.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top"><italic>N</italic> (%)</th>
<th align="center" valign="top">Always</th>
<th align="center" valign="top">Often</th>
<th align="center" valign="top">Sometimes</th>
<th align="center" valign="top">Occasionally</th>
<th align="center" valign="top">Never</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">
<list list-type="simple">
<list-item>
<p>1. Do you frequently use thromboelastography in your daily clinical practice to assess disease progression?</p>
</list-item>
</list>
</td>
<td align="center" valign="bottom">59 (27.06)</td>
<td align="center" valign="bottom">76 (34.86)</td>
<td align="center" valign="bottom">44 (20.18)</td>
<td align="center" valign="bottom">17 (7.8)</td>
<td align="center" valign="bottom">22 (10.09)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="simple">
<list-item>
<p>2. Do you follow the results of thromboelastography to develop treatment plans?</p>
</list-item>
</list>
</td>
<td align="center" valign="bottom">64 (29.36)</td>
<td align="center" valign="bottom">71 (32.57)</td>
<td align="center" valign="bottom">42 (19.27)</td>
<td align="center" valign="bottom">19 (8.72)</td>
<td align="center" valign="bottom">22 (10.09)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="simple">
<list-item>
<p>3. Do you monitor and record the effects and changes of thromboelastography during the patient&#x2019;s treatment process?</p>
</list-item>
</list>
</td>
<td align="center" valign="bottom">59 (27.06)</td>
<td align="center" valign="bottom">73 (33.49)</td>
<td align="center" valign="bottom">47 (21.56)</td>
<td align="center" valign="bottom">23 (10.55)</td>
<td align="center" valign="bottom">16 (7.34)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="simple">
<list-item>
<p>4. Do you combine thromboelastography results with other coagulation tests (e.g., PT, APTT)?</p>
</list-item>
</list>
</td>
<td align="center" valign="bottom">69 (31.65)</td>
<td align="center" valign="bottom">68 (31.19)</td>
<td align="center" valign="bottom">40 (18.35)</td>
<td align="center" valign="bottom">24 (11.01)</td>
<td align="center" valign="bottom">17 (7.8)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="simple">
<list-item>
<p>5. Are you able to accurately interpret and apply the various parameters when evaluating thromboelastography results?</p>
</list-item>
</list>
</td>
<td align="center" valign="bottom">61 (27.98)</td>
<td align="center" valign="bottom">76 (34.86)</td>
<td align="center" valign="bottom">34 (15.6)</td>
<td align="center" valign="bottom">28 (12.84)</td>
<td align="center" valign="bottom">19 (8.72)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="simple">
<list-item>
<p>6. Are you familiar with the application of thromboelastography in different patient populations (e.g., surgical patients, trauma patients)?</p>
</list-item>
</list>
</td>
<td align="center" valign="bottom">60 (27.52)</td>
<td align="center" valign="bottom">73 (33.49)</td>
<td align="center" valign="bottom">42 (19.27)</td>
<td align="center" valign="bottom">16 (7.34)</td>
<td align="center" valign="bottom">27 (12.39)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="simple">
<list-item>
<p>7. Do you regularly update your knowledge about thromboelastography and stay informed about the latest research and guidelines?</p>
</list-item>
</list>
</td>
<td align="center" valign="bottom">64 (29.36)</td>
<td align="center" valign="bottom">72 (33.03)</td>
<td align="center" valign="bottom">40 (18.35)</td>
<td align="center" valign="bottom">27 (12.39)</td>
<td align="center" valign="bottom">15 (6.88)</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="simple">
<list-item>
<p>8. Do you frequently discuss and share experiences with other healthcare professionals regarding the use of thromboelastography in diagnosis and treatment?</p>
</list-item>
</list>
</td>
<td align="center" valign="bottom">60 (27.52)</td>
<td align="center" valign="bottom">73 (33.49)</td>
<td align="center" valign="bottom">38 (17.43)</td>
<td align="center" valign="bottom">23 (10.55)</td>
<td align="center" valign="bottom">24 (11.01)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Based on the predefined cutoffs (&#x2265;70% of the maximum score for each dimension), 64 participants (29.36%) achieved adequate knowledge, while 154 (70.64%) had inadequate knowledge. For attitudes, 169 participants (77.52%) demonstrated positive attitudes, and 49 (22.48%) had less positive attitudes. Regarding practices, 149 participants (68.35%) achieved optimal practices, whereas 69 (31.65%) reported suboptimal practices (<xref ref-type="table" rid="tab5">Table 5</xref>).</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Distribution of participants by knowledge, attitude, and practice (KAP) classification based on predefined cutoffs.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top"><italic>N</italic> (%)</th>
<th align="center" valign="top">K</th>
<th align="center" valign="top">A</th>
<th align="center" valign="top">P</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">&#x2265; Cutoff value</td>
<td align="center" valign="top">64 (29.36%)</td>
<td align="center" valign="top">169 (77.52%)</td>
<td align="center" valign="top">149 (68.35%)</td>
</tr>
<tr>
<td align="left" valign="top">&#x003C; Cutoff value</td>
<td align="center" valign="top">154 (70.64%)</td>
<td align="center" valign="top">49 (22.48%)</td>
<td align="center" valign="top">69 (31.65%)</td>
</tr>
<tr>
<td align="left" valign="top">Total</td>
<td align="center" valign="top">218 (100%)</td>
<td align="center" valign="top">218 (100%)</td>
<td align="center" valign="top">218 (100%)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec15">
<title>Correlations between KAP</title>
<p>Correlation analysis revealed significant positive correlations between knowledge and attitude (<italic>r</italic>&#x202F;=&#x202F;0.1722, <italic>p</italic>&#x202F;=&#x202F;0.0109) and between attitude and practice (<italic>r</italic>&#x202F;=&#x202F;0.6945, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). However, no significant correlation was observed between knowledge and practice (<italic>r</italic>&#x202F;=&#x202F;0.1150, <italic>p</italic>&#x202F;=&#x202F;0.0903), indicating that higher knowledge does not necessarily translate into improved practice behaviors (<xref ref-type="table" rid="tab6">Table 6</xref>).</p>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption>
<p>Correlation analysis.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>Items</th>
<th align="center" valign="top">Knowledge</th>
<th align="center" valign="top">Attitude</th>
<th align="center" valign="top">Practice</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Knowledge</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Attitude</td>
<td align="center" valign="middle">0.1722 (<italic>P</italic> =&#x202F;0.0109)</td>
<td align="center" valign="middle">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Practice</td>
<td align="center" valign="middle">0.1150 (<italic>P</italic> =&#x202F;0.0903)</td>
<td align="center" valign="middle">0.6945 (<italic>P</italic> &#x003C;&#x202F;0.001)</td>
<td align="center" valign="middle">1</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec16">
<title>Multivariate logistic regression analysis for knowledge dimension</title>
<p>Univariate and multivariate logistic regression analyses were performed to identify factors associated with good knowledge scores (&#x2265;70% cutoff, &#x2265;9.8 points). In univariate analysis, age &#x2264;30&#x202F;years (OR: 5.023, 95% CI: 1.677&#x2013;15.042, <italic>p</italic>&#x202F;=&#x202F;0.004) and 31&#x2013;40&#x202F;years (OR: 4.636, 95% CI: 2.000&#x2013;10.745, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) were associated with higher odds of good knowledge compared with &#x003E;40&#x202F;years. However, these associations were not significant in the multivariate model. In contrast, years of clinical experience remained significant, with &#x2264;3&#x202F;years (OR: 18.325, 95% CI: 2.458&#x2013;136.641, <italic>p</italic>&#x202F;=&#x202F;0.005) and 4&#x2013;10&#x202F;years (OR: 21.263, 95% CI: 3.382&#x2013;133.696, <italic>p</italic>&#x202F;=&#x202F;0.001) showing markedly higher odds compared with &#x003E;20&#x202F;years. Working in a secondary public hospital was also significantly associated with lower odds of good knowledge (OR: 0.145, 95% CI: 0.024&#x2013;0.854, <italic>p</italic>&#x202F;=&#x202F;0.033) compared with private hospitals. Other factors, including gender, education level, position, professional rank, TEG training, frequency of TEG use, and self-rated proficiency, were not significantly associated with knowledge scores in the multivariate model (<xref ref-type="table" rid="tab7">Table 7</xref>).</p>
<table-wrap position="float" id="tab7">
<label>Table 7</label>
<caption>
<p>Regression analysis for knowledge dimension.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th rowspan="2">Items</th>
<th align="center" valign="top" colspan="2">Univariate logistic regression</th>
<th align="center" valign="top" colspan="2">Multivariate logistic regression</th>
</tr>
<tr>
<th align="center" valign="top">OR (95%CI)</th>
<th align="center" valign="top">
<italic>P</italic>
</th>
<th align="center" valign="top">OR (95%CI)</th>
<th align="center" valign="top">
<italic>P</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="5">Age (years old)</td>
</tr>
<tr>
<td align="left" valign="top">&#x2264;30</td>
<td align="center" valign="middle">5.023 (1.677&#x2013;15.042)</td>
<td align="center" valign="middle">0.004</td>
<td align="center" valign="middle">0.363 (0.066&#x2013;2.008)</td>
<td align="center" valign="middle">0.245</td>
</tr>
<tr>
<td align="left" valign="top">31&#x2013;40</td>
<td align="center" valign="middle">4.636 (2.000&#x2013;10.745)</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">0.560 (0.139&#x2013;2.256)</td>
<td align="center" valign="middle">0.415</td>
</tr>
<tr>
<td align="left" valign="top">&#x003E;40</td>
<td align="center" valign="middle">ref</td>
<td/>
<td align="center" valign="middle">ref</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="5">Gender</td>
</tr>
<tr>
<td align="left" valign="top">Male</td>
<td align="center" valign="middle">1.007 (0.552&#x2013;1.838)</td>
<td align="center" valign="middle">0.982</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Female</td>
<td align="center" valign="middle">ref</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="5">Education level</td>
</tr>
<tr>
<td align="left" valign="top">Bachelor&#x2019;s degree or below</td>
<td align="center" valign="middle">0.592 (0.329&#x2013;1.068)</td>
<td align="center" valign="middle">0.081</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Master&#x2019;s degree or above</td>
<td align="center" valign="middle">ref</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="5">Occupation</td>
</tr>
<tr>
<td align="left" valign="top">Doctor</td>
<td align="center" valign="middle">1.334 (0.740&#x2013;2.406)</td>
<td align="center" valign="middle">0.338</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Nurse</td>
<td align="center" valign="middle">ref</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="5">Professional rank</td>
</tr>
<tr>
<td align="left" valign="top">No rank</td>
<td align="center" valign="middle">2.803 (0.716&#x2013;10.968)</td>
<td align="center" valign="middle">0.139</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Junior</td>
<td align="center" valign="middle">2.812 (0.789&#x2013;10.027)</td>
<td align="center" valign="middle">0.111</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Intermediate</td>
<td align="center" valign="middle">1.042 (0.283&#x2013;3.832)</td>
<td align="center" valign="middle">0.951</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Senior (including Associate Senior)</td>
<td align="center" valign="middle">ref</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="5">Years of medical practice</td>
</tr>
<tr>
<td align="left" valign="top">&#x2264;3&#x202F;years</td>
<td align="center" valign="middle">9.600 (2.429&#x2013;37.942)</td>
<td align="center" valign="middle">0.001</td>
<td align="center" valign="middle">18.325(2.458&#x2013;136.641)</td>
<td align="center" valign="middle">0.005</td>
</tr>
<tr>
<td align="left" valign="top">4&#x2013;10&#x202F;years</td>
<td align="center" valign="middle">11.242 (3.542&#x2013;35.679)</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">21.263(3.382&#x2013;133.696)</td>
<td align="center" valign="middle">0.001</td>
</tr>
<tr>
<td align="left" valign="top">11&#x2013;20&#x202F;years</td>
<td align="center" valign="middle">1.829 (0.535&#x2013;6.252)</td>
<td align="center" valign="middle">0.336</td>
<td align="center" valign="middle">2.066(0.452&#x2013;9.438)</td>
<td align="center" valign="middle">0.349</td>
</tr>
<tr>
<td align="left" valign="top">More than 20&#x202F;years</td>
<td align="center" valign="middle">ref</td>
<td/>
<td align="center" valign="middle">ref</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="5">Hospital level</td>
</tr>
<tr>
<td align="left" valign="top">Tertiary hospital</td>
<td align="center" valign="middle">0.177 (0.039&#x2013;0.800)</td>
<td align="center" valign="middle">0.024</td>
<td align="center" valign="middle">0.229(0.043&#x2013;1.215)</td>
<td align="center" valign="middle">0.083</td>
</tr>
<tr>
<td align="left" valign="top">Secondary hospital</td>
<td align="center" valign="middle">0.254 (0.053&#x2013;1.212)</td>
<td align="center" valign="middle">0.086</td>
<td align="center" valign="middle">0.145(0.024&#x2013;0.854)</td>
<td align="center" valign="middle">0.033</td>
</tr>
<tr>
<td align="left" valign="top">Primary hospital</td>
<td align="center" valign="middle">0.658 (0.109&#x2013;3.977)</td>
<td align="center" valign="middle">0.648</td>
<td align="center" valign="middle">0.344(0.047&#x2013;2.544)</td>
<td align="center" valign="middle">0.296</td>
</tr>
<tr>
<td align="left" valign="top">Private hospital</td>
<td align="center" valign="middle">ref</td>
<td/>
<td align="center" valign="middle">ref</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="5">Has your hospital provided training related to thromboelastography</td>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="middle">0.878 (0.466&#x2013;1.655)</td>
<td align="center" valign="middle">0.688</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="middle">ref</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="5">Frequently use thromboelastography in clinical practice</td>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="middle">0.687 (0.372&#x2013;1.267)</td>
<td align="center" valign="middle">0.229</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="middle">ref</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Proficiency in using thromboelastography</td>
<td align="center" valign="middle">0.927 (0.836&#x2013;1.028)</td>
<td align="center" valign="middle">0.150</td>
<td/>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec17">
<title>Structural equation model</title>
<p>The SEM model demonstrated that years of medical practice (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.84, <italic>p</italic>&#x202F;=&#x202F;0.003) and frequent TEG use (<italic>&#x03B2;</italic>&#x202F;=&#x202F;&#x2212;0.79, <italic>p</italic>&#x202F;=&#x202F;0.024) directly impacted knowledge. Knowledge (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.76, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) directly affected attitude. Attitude (<italic>&#x03B2;</italic>&#x202F;=&#x202F;1.10, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), job rank (<italic>&#x03B2;</italic>&#x202F;=&#x202F;&#x2212;1.11, <italic>p</italic>&#x202F;=&#x202F;0.008), and years of practice (<italic>&#x03B2;</italic>&#x202F;=&#x202F;&#x2212;1.52, <italic>p</italic>&#x202F;=&#x202F;0.001) directly affected practice. Additionally, years of practice (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.64, <italic>p</italic>&#x202F;=&#x202F;0.018) indirectly impacted attitude, while knowledge (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.84, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), department (<italic>&#x03B2;</italic>&#x202F;=&#x202F;&#x2212;1.26, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), and years of practice (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.81, <italic>p</italic>&#x202F;=&#x202F;0.018) indirectly affected practice (<xref rid="SM1" ref-type="supplementary-material">Supplementary Table S1</xref> and <xref ref-type="fig" rid="fig1">Figure 1</xref>). The SEM demonstrated excellent model fit (RMSEA: 0.003, SRMR: 0.033, TLI: 1.000, CFI: 1.000) (<xref rid="SM1" ref-type="supplementary-material">Supplementary Table S2</xref>). Multiple group SEM analyses were conducted for physicians and nurses. In physicians, Knowledge significantly predicted Attitude (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.690, <italic>p</italic>&#x202F;=&#x202F;0.007) and Attitude significantly predicted Practice (<italic>&#x03B2;</italic>&#x202F;=&#x202F;1.064, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), but Knowledge did not directly predict Practice (<italic>&#x03B2;</italic>&#x202F;=&#x202F;&#x2212;0.022, <italic>p</italic>&#x202F;=&#x202F;0.883) (<xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S1</xref>). In nurses, Knowledge significantly predicted Attitude (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.715, <italic>p</italic>&#x202F;=&#x202F;0.015), Attitude significantly predicted Practice (<italic>&#x03B2;</italic>&#x202F;=&#x202F;1.096, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), and the Knowledge &#x2192; Practice path approached significance (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.366, <italic>p</italic>&#x202F;=&#x202F;0.054) (<xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S2</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Structural Equation Model (SEM) depicting the associations among demographic variables, and the knowledge (Ksum), attitude (Asum), and practice (Psum) scores related to thromboelastography. Rectangles represent observed variables (e.g., age, training, scores). Circles represent error terms (<italic>&#x03B5;</italic>&#x2081;, &#x03B5;&#x2082;, &#x03B5;&#x2083;). Single-headed arrows represent standardized regression paths; values are standardized coefficients.</p>
</caption>
<graphic xlink:href="fmed-12-1645570-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Path diagram showing relationships between variables: Age, Thromboelastography used, Ksum, Asum, Psum, Professional Rank, Years of Experience, and Education Level. Each variable is connected by arrows with numerical values indicating path coefficients. Error terms (&#x03B5;1, &#x03B5;2, &#x03B5;3) are included for Asum, Ksum, and Education Level, respectively.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec18">
<title>Discussion</title>
<p>This study revealed that the majority of healthcare professionals exhibited insufficient knowledge, generally positive attitudes, and optimal practices regarding TEG. Enhancing targeted training programs on TEG, especially for those with fewer years of practice, may improve proficiency and clinical application, ultimately benefiting patient care.</p>
<p>Our findings indicate that while healthcare professionals showed a generally positive attitude toward TEG, their knowledge and practical application remain limited. This aligns with prior studies that have documented gaps in clinicians&#x2019; understanding and use of TEG knowledge and utilization among healthcare professionals, which may contribute to suboptimal clinical outcomes (<xref ref-type="bibr" rid="ref12">12</xref>). These moderate KAP scores suggest that an insufficient understanding of TEG may contribute to the suboptimal management of related conditions, such as thrombotic complications, in certain clinical scenarios. While TEG can help identify hypercoagulable states, it is not the primary tool for long-term thrombosis risk assessment. Clinical decision-making should remain grounded in comprehensive patient evaluation, including history-taking and conventional coagulation tests. Improving healthcare professionals&#x2019; knowledge and usage of TEG is crucial for better patient outcomes.</p>
<p>In examining the relationship between KAP, both the correlation analyses and SEM results highlight significant interactions between knowledge, attitudes, and practices, providing key insights into the role of various factors. The positive correlation between knowledge and attitude is consistent with findings in other studies, suggesting that an increase in knowledge can enhance attitudes toward clinical tools (<xref ref-type="bibr" rid="ref23">23</xref>, <xref ref-type="bibr" rid="ref24">24</xref>). Similarly, the correlation between attitude and practice underscores the importance of fostering a positive outlook to promote better clinical implementation. Although the KAP framework traditionally posits that knowledge directly influences both attitudes and practices, our SEM findings indicated that knowledge significantly influenced attitudes (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.76, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) but did not directly predict practice (<italic>r</italic>&#x202F;=&#x202F;0.1150, <italic>p</italic>&#x202F;=&#x202F;0.0903). This aligns with evidence from other healthcare domains suggesting that attitudinal change often mediates the translation of knowledge into behavior (<xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref24">24</xref>). In the context of TEG, this may reflect the complexity of integrating viscoelastic testing into routine decision-making, which requires not only technical knowledge but also confidence, perceived utility, and supportive institutional protocols. This theoretical nuance suggests that interventions aiming to enhance TEG use should address both knowledge and attitude concurrently, rather than focusing solely on informational training.</p>
<p>The SEM model further enriches this understanding by showing that variables such as years of medical practice and frequent use of TEG in clinical settings play a pivotal role in shaping knowledge. Notably, subgroup SEM analyses indicated that the Knowledge influence Attitude and Attitude influence Practice pathways were consistent across physicians and nurses, but the magnitude of these effects differed. Nurses showed a stronger potential direct link between knowledge and practice, which approached statistical significance. This may reflect differences in scope of practice, autonomy in TEG interpretation, and integration into routine workflows. Professionals with more experience or who regularly use TEG tend to have higher knowledge scores. This is likely because frequent exposure and hands-on use of TEG allow healthcare professionals to refine their understanding and confidence in applying it (<xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref25">25</xref>). These factors contribute not only to better knowledge but also shape more favorable attitudes, suggesting that consistent exposure to TEG may gradually build both confidence and clinical integration. The SEM results offered additional insights. Years of practice and frequent clinical use of TEG were positively associated with higher knowledge scores. These findings point to a feedback loop where professionals with higher knowledge tend to develop more favorable attitudes, which in turn leads to better clinical practice.</p>
<p>The differences observed across variables such as job rank and years of practice further emphasize the importance of tailored interventions. Similar findings have been reported in other KAP studies among healthcare professionals. Previous research found that clinicians&#x2019; experience levels significantly influenced their knowledge application in evidence-based practice, with more experienced practitioners showing better integration of new technologies (<xref ref-type="bibr" rid="ref26">26</xref>). Similarly, studies reported that nurses with advanced ranks and longer years of service demonstrated better knowledge and practices in point-of-care testing, suggesting that experience-based training approaches might be more effective than standardized programs (<xref ref-type="bibr" rid="ref27">27</xref>). In the field of hemostasis management, researchers observed that anesthesiologists with different years of experience showed varying levels of adherence to transfusion protocols, with those in intermediate positions requiring more targeted education (<xref ref-type="bibr" rid="ref28">28</xref>). Less experienced professionals, or those in junior positions, exhibited lower scores in both attitude and practice. In contrast, junior professionals or those with fewer years of experience may lack both the confidence and authority to apply complex diagnostics such as TEG (<xref ref-type="bibr" rid="ref29">29</xref>). The SEM supports this by showing that both job rank and years of experience directly affect practice, indicating that professionals in more senior positions or with more years in the field may have greater autonomy and exposure to TEG in practice, thereby reinforcing better clinical behaviors. Additionally, age and TEG-related training were associated with higher scores in knowledge and attitude. These findings align with several studies in medical education literature. Research on point-of-care diagnostics has demonstrated that structured training programs significantly improve healthcare professionals&#x2019; knowledge retention and clinical application (<xref ref-type="bibr" rid="ref28">28</xref>). A study on viscoelastic testing in critical care settings revealed that professionals who received formal training scored 40% higher on knowledge assessments than their untrained counterparts (<xref ref-type="bibr" rid="ref30">30</xref>). Similarly, the positive association between age and knowledge scores observed in our study reflects the cumulative effect of clinical experience, consistent with findings from studies on other specialized diagnostic tools, where older healthcare providers demonstrated more comprehensive understanding of complex parameters and their clinical implications. However, unlike some studies that found a potential knowledge plateau with very advanced age, our results suggest a continuous improvement trend, possibly due to the relatively recent introduction of TEG technology in many clinical settings. Addressing these demographic disparities through targeted training programs could help improve the application of TEG in clinical settings.</p>
<p>The distribution of knowledge scores reveals that while most participants had a sound understanding of core TEG parameters, significant gaps remain in areas like endothelial function and fibrinogen evaluation. To address these gaps, targeted training programs focusing on these areas are recommended, incorporating module-based learning and practical case simulations across varied patient populations (<xref ref-type="bibr" rid="ref31">31</xref>, <xref ref-type="bibr" rid="ref32">32</xref>). E-learning platforms and periodic assessments should also be implemented to ensure continuous knowledge updates.</p>
<p>Although the majority of participants were confident in TEG&#x2019;s clinical application, some hesitancy persisted. Institutions could consider forming TEG-focused committees, incorporating regular interdisciplinary discussions, and promoting peer mentoring between experienced and junior professionals would help. Integrating TEG into decision-making protocols and creating a TEG committee to review outcomes and promote best practices could further enhance confidence (<xref ref-type="bibr" rid="ref33 ref34 ref35">33&#x2013;35</xref>).</p>
<p>In the practice dimension, low scores were recorded for the routine use of TEG in clinical decisions and experience-sharing among colleagues. Encouraging regular interdisciplinary case discussions involving TEG may offer a practical way to bridge the gap between knowledge and daily clinical use. These discussions could be scheduled as part of weekly or monthly departmental meetings, where complex cases involving TEG use are reviewed and strategies for improving its clinical application are explored. Furthermore, the creation of a clinical practice guideline specific to TEG use could help ensure consistency in its application (<xref ref-type="bibr" rid="ref15">15</xref>, <xref ref-type="bibr" rid="ref36">36</xref>). This guideline should be disseminated through mandatory training sessions for all relevant clinical staff, with follow-up audits to monitor adherence. For professionals at different job ranks or levels of experience, tailored interventions should be implemented. For instance, junior staff could benefit from hands-on workshops focused on interpreting and applying TEG results, while senior clinicians might engage in advanced courses that integrate TEG results with other diagnostic tools to optimize patient care (<xref ref-type="bibr" rid="ref36 ref37 ref38">36&#x2013;38</xref>).</p>
<p>This study has several limitations. First, the use of self-reported questionnaires may introduce response bias, as participants may overestimate their knowledge or practices. Second, due to the online distribution of the questionnaire via social media, some respondents may have been from outside the study hospital, and their origins could not be verified. This may have introduced selection bias. Third, the cross-sectional design of the study prevents the determination of causality between the observed associations in knowledge, attitudes, and practices. Moreover, the cross-sectional nature did not capture temporal variables such as when participants last updated their TEG knowledge or received training, which could influence KAP scores and partially explain the observed variance. Future longitudinal studies should incorporate such temporal measures to better understand changes over time. Fourth, the sample size limited our ability to conduct robust multi-group SEM comparisons across all professional subgroups, and departmental-level data (e.g., ICU vs. general ward) were not collected. These constraints prevented assessment of potential moderation effects of clinical setting on the KAP relationships. Fifth, we did not formally assess measurement invariance of the questionnaire across demographic subgroups before making between-group comparisons. Without establishing that the instrument measures the same constructs equivalently for all participants, group differences should be interpreted with caution. Sixth, we did not assess broader organizational culture variables, such as institutional support for innovation, error reporting culture, or resource availability, which may influence whether positive attitudes toward TEG translate into consistent practice. The absence of these measures may partially explain the limited direct relationship observed between knowledge and practice. Seventh, we did not incorporate constructs from Technology Acceptance Models, such as perceived usefulness and perceived ease of use, which could offer additional explanatory power for the observed attitude&#x2013;practice gap. Including these constructs in future research could complement the KAP framework and provide a more comprehensive understanding of TEG adoption. Eighth, no formal algorithm for TEG application has been established in the study hospital, which may contribute to variability in clinical practice and limit the standardization of TEG use. Ninth, this study did not include a comparison between TEG and conventional coagulation tests (e.g., PT, APTT), which restricts the contextual understanding of how TEG is perceived and applied relative to standard assessments. Additionally, we did not collect data on participants&#x2019; clinical specialties, which may influence their perceptions and utilization of TEG. Future large-scale, multi-center, and longitudinal studies should aim to develop standardized TEG implementation protocols, assess their clinical impact, explore potential moderators such as clinical setting and organizational culture, and conduct comparative analyses with conventional coagulation tests to enhance the evidence base for its integration into routine practice.</p>
<p>In conclusion, the majority of healthcare professionals demonstrated inadequate knowledge, positive attitudes, and optimal practices regarding TEG, with significant correlations between these dimensions. To enhance TEG utilization, targeted training programs should be implemented, particularly for professionals with fewer years of experience and lower job ranks, to improve their proficiency and integration of TEG into clinical practice.</p>
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<p>The original contributions presented in the study are included in the article/<xref rid="SM1" ref-type="supplementary-material">Supplementary material</xref>, further inquiries can be directed to the corresponding authors.</p>
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<title>Ethics statement</title>
<p>This study was approved by the Medical Ethics Committee of Shanghai Tong Ren Hospital (Approval No.: K2024-097-02). The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation was not required from the participants or the participants&#x2019; legal guardians/next of kin in accordance with the national legislation and institutional requirements.</p>
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<title>Author contributions</title>
<p>YJ: Writing &#x2013; original draft. XZ: Writing &#x2013; original draft. XY: Writing &#x2013; original draft. WX: Writing &#x2013; original draft. WW: Writing &#x2013; original draft. JY: Writing &#x2013; original draft. LW: Writing &#x2013; original draft.</p>
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