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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.2025.1645973</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>The application of artificial airway care for postoperative weaning patients with cerebral hemorrhage by failure mode and effect analysis mode</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Tang</surname>
<given-names>Xifei</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3255376/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Yue</surname>
<given-names>Jianhe</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Yao</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Runmei</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Chanjuan</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Ting</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Gan</surname>
<given-names>Xiuni</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1892948/overview"/>
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<aff id="aff1"><sup>1</sup><institution>Department of Neurosurgery, The Second Affiliated Hospital of Chongqing Medical University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Nursing, The Second Affiliated Hospital of Chongqing Medical University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2641799/overview">Jonathan Pace</ext-link>, Lahey Hospital and Medical Center, United States</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/46212/overview">Mario Ganau</ext-link>, Oxford University Hospitals NHS Trust, United Kingdom</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/917565/overview">Yajun Jing</ext-link>, First Affiliated Hospital of Fujian Medical University, China</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Xiuni Gan, <email>300650@cqmu.edu.cn</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>05</day>
<month>11</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1645973</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>10</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Tang, Yue, Chen, Zhou, Wang, Zhang and Gan.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Tang, Yue, Chen, Zhou, Wang, Zhang and Gan</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>To investigate the application of artificial airway care under the Failure Mode and Effect Analysis (FMEA) mode in postoperative weaning patients with intracerebral hemorrhage (ICH).</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>A total of 137 patients who met the inclusion and exclusion criteria were selected from an affiliated hospital of Chongqing Medical University. Using a random number table, 67 patients and 70 patients were randomly assigned to the control group and the experimental group, respectively. The control group received conventional care, while the experimental group received artificial airway care based on the FMEA mode for postoperative weaning patients with cerebral hemorrhage. Data was analyzed using SPSS 27.0 to compare the incidence of pulmonary infection, re-intubation, aspiration, sputum viscosity, and tracheal tube duration between the two groups.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>The incidence of pulmonary infection, re-intubation, and aspiration in the experimental group was significantly lower than that of the control group (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). After intervention, the state of sputum viscosity in the experimental group was significantly improved compared to the control group (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). The PaO2 level in the arterial blood gas analysis was significantly higher in the experimental group after intervention (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). Additionally, the tracheal extubation time in the experimental group was significantly shorter than that of the control group (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05).</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>Artificial airway care under the FMEA mode can effectively reduce the complications in postoperative weaning patients with cerebral hemorrhage, such as pulmonary infections, re-intubation, and aspiration. It can improve PaO<sub>2</sub> levels and sputum viscosity in arterial blood gas analysis while reduce the tracheal tube duration, and ultimately promote patient recovery.</p>
</sec>
</abstract>
<kwd-group>
<kwd>FMEA mode</kwd>
<kwd>artificial airway care</kwd>
<kwd>postoperative weaning patients</kwd>
<kwd>cerebral hemorrhage</kwd>
<kwd>application</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="9"/>
<equation-count count="0"/>
<ref-count count="44"/>
<page-count count="9"/>
<word-count count="6453"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Intensive Care Medicine and Anesthesiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>Intracerebral hemorrhage (ICH), non-traumatic in origin, refers to spontaneous bleeding within the brain parenchyma. Most cases are caused by the rupture of blood vessels due to hypertensive small artery sclerosis. Hence, it is referred to as hypertensive intracerebral hemorrhage. It is one of the leading causes of death and disability among the population (<xref ref-type="bibr" rid="ref1">1</xref>). Patients with ICH represent a particularly challenging cohort due to the abrupt and often massive nature of the hemorrhage, which leads to significant primary and secondary brain damage. These patients frequently present with severe and dynamic neurological impairments, complicating their postoperative care, especially during critical periods such as weaning from mechanical ventilation. Currently, clinical treatments for ICH mainly include conservative management and surgical evacuation of the hematoma (<xref ref-type="bibr" rid="ref2">2</xref>). Patients requiring surgical hematoma evacuation usually have severe disease and heavy bleeding. Postoperatively, patients may not be able to remove the artificial airway in time after weaning due to impaired consciousness or lung infection nadequate airway management during the period between weaning and extubation usually results in the need for reintubation and mechanical ventilation, leading to prolonged hospitalization and increased financial burden. Therefore, the quality of airway care after weaning in postoperative ICH patients has a direct impact on the successful removal of the tracheal tube.</p>
<p>Previous studies (<xref ref-type="bibr" rid="ref3 ref4 ref5 ref6">3&#x2013;6</xref>) on airway management for patients with artificial airways during the period between weaning and decannulation primarily focus on single factors, such as airway humidification, oxygen therapy methods, and pulmonary rehabilitation guidance. However, there is a lack of systematic and refined nursing care specific to the weaning and pre-decannulation phases. For example, there is a lack of systematic guidance on how to select appropriate humidification and oxygen therapy methods for different patients, how to implement pulmonary rehabilitation and evaluate its effectiveness after weaning, and how to enforce aspiration prevention measures, airway suctioning protocols, and cuff pressure monitoring procedures. Therefore, a systematic nursing process is needed to guide nurses in providing effective care in clinical practice. In the context of postoperative airway management in weaned ICH patients, multiple deficiencies may exist at different stages of care. These deficiencies need to be identified and analyzed using specific methods to pinpoint the causes and facilitate targeted improvements and refinements.</p>
<p>Failure Mode and Effect Analysis (FMEA) is a proactive risk assessment and management method that systematically evaluates potential failures in a process, quantifies the risks, identifies the potential causes of failures, and formulates corrective actions to establish standardized procedures. This approach is effective in preventing or reducing the occurrence of problems (<xref ref-type="bibr" rid="ref7">7</xref>). FMEA has been widely used to optimize medical processes in hospitals due to high applicability in improving healthcare quality and reducing errors (<xref ref-type="bibr" rid="ref8">8</xref>). Although FMEA has been widely adopted in healthcare for process improvement, its targeted application in the high-risk, specific, and often overlooked clinical window between weaning and extubation in Postoperative Patients with Cerebral Hemorrhage remains novel. Previous FMEA studies on nursing focus on broader clinical processes. In contrast, this study delves into the granular, operational-level deficiencies in airway management during this critical period.</p>
<p>In this study, FMEA risk management approach was used to proactively evaluate and quantify the failure points in airway management for postoperative ICH patients following weaning. The causes of these failures were analyzed to develop corrective measures. Evidence-based practices were then employed to refine nursing processes, with quality control management teams ensuring the effective implementation of these processes. This study aimed to improve the quality of clinical nursing care, ensure patient safety, and promote early recovery in patients.</p>
</sec>
<sec sec-type="materials|methods" id="sec6">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec7">
<label>2.1</label>
<title>Clinical data</title>
<p>A sample size analysis was conducted before the study. The sample size was calculated using the PASS 15.0 software, and the sample size calculation was chosen to compare two sample rates. At a significance level of <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.05 and <italic>&#x03B2;</italic>&#x202F;=&#x202F;0.10, literature review and reference to similar studies indicate that the incidence of pulmonary infection in conventional airway management is 36.07%, while the incidence in bundle airway management is 11.48%. The calculation indicated N&#x202F;=&#x202F;58. Considering a 10&#x2013;15% dropout rate, the sample size for both groups should be set at least 128 cases, comprising 64 cases in the experimental group and 64 cases in the control group.</p>
<p>Patients who underwent postoperative weaning following intracerebral hemorrhage (ICH) surgery at an affiliated hospital of Chongqing Medical University between October 1, 2022, and September 30, 2024, were selected for this study. We used the random assignment for grouping. Using a computer, we generated 140 random decimal numbers in Excel. Here, the vales greater than 0.5 was assigned to the experimental group, while the values less than 0.5 was assigned to the control group. Under the hidden distribution rules, the researchers allocated the enrolled subjects to the corresponding groups based on their serial numbers. Finally, 67 patients were selected as the control group, with the remaining 70 patients assigned to the experimental group.</p>
<p><italic>Inclusion criteria included</italic> age &#x2265; 50&#x202F;years; diagnosis of intracerebral hemorrhage confirmed by imaging and treated surgically according to the Chinese Guidelines for the Diagnosis and Treatment of Intracerebral Hemorrhage; post-operative patients with an artificial airway after weaning; stable vital signs post-surgery; and family members signed informed consent.</p>
<p><italic>Exclusion criteria</italic> involved patients with chronic obstructive pulmonary disease or autoimmune diseases; patients with Intracranial Infection; <bold>i</bold>ncomplete clinical data; end-stage disease patients; and patients discharged with an artificial airway or deceased. This study was approved by the hospital&#x2019;s Medical Ethics Committee (Grant No. 2024-EC-73).</p>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>Methods</title>
<sec id="sec9">
<label>2.2.1</label>
<title>Control group</title>
<p>The control group received conventional artificial airway care interventions after weaning: (1) use of Venturi + heated humidifier oxygen therapy, with close monitoring of airway sputum viscosity; (2) suctioning performed as needed according to central negative pressure suction standards, with cuff pressure monitored every 4&#x202F;h and maintained between 25 and 30 cmH<sub>2</sub>O; (3) routine oral care 3&#x2013;4 times per day; and (4) routine caregiver education on turning and back-patting methods to assist with effective sputum clearance.</p>
</sec>
<sec id="sec10">
<label>2.2.2</label>
<title>Experimental group</title>
<p>On top of traditional airway care interventions, the experimental group received an airway care process based on the FMEA mode for patients after weaning. A quality control management team supervised the clinical implementation of the process. This study was informed by relevant domestic and international literature (<xref ref-type="bibr" rid="ref9 ref10 ref11 ref12">9&#x2013;12</xref>). The main steps were as follows:</p>
<list list-type="simple">
<list-item>
<p><italic>Team formation</italic>: A research team of 10 members was formed with clear responsibilities including doctors, nurses, and pulmonary rehabilitation therapists. All team members received FMEA method training.</p>
</list-item>
<list-item>
<p><italic>Flowchart creation</italic>: This team used brainstorming sessions to illustrate the airway care process for postoperative ICH patients in flowchart format. The process included six key steps: catheter fixation, selection of humidified oxygen therapy, airway suction, pulmonary rehabilitation, cuff pressure monitoring, and extubation preparation.</p>
</list-item>
<list-item>
<p><italic>Failure mode and effect analysis</italic>: The team identified failure modes within the process and the potential causes of these failures. The failure modes for each of the six steps were numbered, and a table was created for failure cause and impact analysis. Each failure mode was scored for Risk Priority Number (RPN), calculated by the formula: RPN&#x202F;=&#x202F;Severity (S)&#x202F;&#x00D7;&#x202F;Occurrence (O)&#x202F;&#x00D7;&#x202F;Detection (D). A higher RPN value indicates a greater impact. The RPN values range from 7.3 to 12; 8 items were greater than 9, amounting to 57% of the total. The detailed scoring criteria are shown in <xref ref-type="table" rid="tab1">Tables 1</xref>&#x2013;<xref ref-type="table" rid="tab3">3</xref>. We obtained a K value of 0.68 using Fleiss&#x2019; Kappa, indicating a good level of inter-rater reliability. This study recommends actions to reduce failure likelihood in artificial airway care for postoperative weaning patients with cerebral hemorrhage when the RPN exceeds 9.</p>
</list-item>
<list-item>
<p><italic>Process refinement</italic>: Based on the FMEA analysis, the team conducted a literature review of domestic and international practices for airway care after weaning, including aspects like catheter fixation, oxygen therapy, airway suction, pulmonary rehabilitation, cuff pressure monitoring, and extubation preparation. The findings were integrated with departmental conditions to develop an actionable airway care process.</p>
</list-item>
</list>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Severity (S) scoring criteria.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Severity level</th>
<th align="center" valign="top">Score</th>
<th align="left" valign="top">Scoring criteria</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Extreme</td>
<td align="center" valign="middle">4</td>
<td align="left" valign="middle">Extubation failure, requiring reconnection to ventilator</td>
</tr>
<tr>
<td align="left" valign="middle">Major/High</td>
<td align="center" valign="middle">3</td>
<td align="left" valign="middle">Extubation very likely to fail, highly likely to require reconnection to ventilator</td>
</tr>
<tr>
<td align="left" valign="middle">Moderate</td>
<td align="center" valign="middle">2</td>
<td align="left" valign="middle">Extubation may fail, can be avoided with slight attention to prevent reconnection to ventilator</td>
</tr>
<tr>
<td align="left" valign="middle">Minor/Low</td>
<td align="center" valign="middle">1</td>
<td align="left" valign="middle">Low possibility of extubation failure,still needs to be prevented</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Occurrence (O) scoring criteria.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Occurrence level</th>
<th align="center" valign="top">Score</th>
<th align="left" valign="top">Scoring criteria</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Very High/Frequent</td>
<td align="center" valign="middle">4</td>
<td align="left" valign="middle">Could happen every shift</td>
</tr>
<tr>
<td align="left" valign="middle">High/Occasional</td>
<td align="center" valign="middle">3</td>
<td align="left" valign="middle">Could happen daily</td>
</tr>
<tr>
<td align="left" valign="middle">Moderate/Uncommon</td>
<td align="center" valign="middle">2</td>
<td align="left" valign="middle">Could happen weekly</td>
</tr>
<tr>
<td align="left" valign="middle">Low/Remote</td>
<td align="center" valign="middle">1</td>
<td align="left" valign="middle">Rarely happens</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Detection (D) scoring criteria.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Detection level</th>
<th align="center" valign="top">Score</th>
<th align="left" valign="top">Scoring Criteria</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Almost impossible</td>
<td align="center" valign="middle">4</td>
<td align="left" valign="middle">No process controls, cannot detect</td>
</tr>
<tr>
<td align="left" valign="middle">Low</td>
<td align="center" valign="middle">3</td>
<td align="left" valign="middle">Some process controls, detection &#x003C; 50%</td>
</tr>
<tr>
<td align="left" valign="middle">Moderate</td>
<td align="center" valign="middle">2</td>
<td align="left" valign="middle">Process controls in place, detection 51&#x2013;89%</td>
</tr>
<tr>
<td align="left" valign="middle">High</td>
<td align="center" valign="middle">1</td>
<td align="left" valign="middle">Process controls in place, detection 90&#x2013;100%</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec11">
<label>2.2.3</label>
<title>FMEA-based nursing process and expert consultation</title>
<p>According to the literature review and screening (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref13 ref14 ref15 ref16 ref17 ref18 ref19 ref20 ref21 ref22 ref23 ref24 ref25 ref26">13&#x2013;26</xref>), a preliminary airway care process for postoperative ICH patients was summarized. Face-to-face discussions were carried out to reach a consensus on the process. The airway care implementation process was divided into six dimensions with 18 key items.</p>
<p>Catheter fixation and maintenance (3 items), selection of oxygen therapy and humidification modes (3 items), airway suction (2 items), prevention of aspiration (3 items), pulmonary rehabilitation (2 items), extubation evaluation and implementation (5 items), a questionnaire for expert consultation was created based on the team&#x2019;s initial management process list. The questionnaire included expert demographics, instructions, influencing factors, and importance scoring. Using a Likert 5-point scale, experts rated the importance of each item (5&#x202F;=&#x202F;very important, 1&#x202F;=&#x202F;very unimportant). The experts were selected based on the following criteria: work experience &#x2265; 10&#x202F;years; professional title: head nurse or higher, preferably at the associate senior level or above; educational background: Bachelor&#x2019;s degree or higher, preferably Master&#x2019;s or above; and expertise: Neurosurgery, ICU, evidence-based nursing, etc.</p>
<p>A total of 22 experts from 12 top-tier hospitals in Chongqing, Sichuan, and Guizhou participated in this study, including 15 associate senior or higher-level experts, 7 intermediate-level experts, 18 nursing managers, 2 respiratory therapists, and 2 senior nursing staff. After two rounds of expert consultation, two additional items were added: Assessment of sedation and analgesia (2 items), and details were adjusted according to expert feedback. The final process included 20 items. The airway care process based on the FMEA mode is summarized in <xref ref-type="table" rid="tab4">Table 4</xref>.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Post-operative artificial airway nursing measures for weaning patients with cerebral hemorrhage.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Main process</th>
<th align="left" valign="top">Sub-process</th>
<th align="left" valign="top">Process details</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Catheter fixation and maintenance</td>
<td align="left" valign="middle">Confirm fixation</td>
<td align="left" valign="middle">Ensure endotracheal, nasotracheal, or tracheostomy tubes are securely fixed using professional fixation devices or self-cut tape and cotton bands for dual secure fixation.</td>
</tr>
<tr>
<td rowspan="2"/>
<td align="left" valign="middle">Dynamic assessment</td>
<td align="left" valign="middle">Check the fixation every hour to ensure the catheter is not loose, and adjust as needed.</td>
</tr>
<tr>
<td align="left" valign="middle">Dressing changes</td>
<td align="left" valign="top">Perform sterile dressing changes at the tracheostomy site twice daily.</td>
</tr>
<tr>
<td align="left" valign="middle">Oxygen therapy and humidification</td>
<td align="left" valign="middle">Oxygen therapy and humidification selection</td>
<td align="left" valign="middle">After disconnection, the active heating and humidification system should be selected as the first choice. High-flow humidified oxygen therapy (HFNC) is the preferred option. If equipment resources are limited, a servo-type heating humidifier combined with a Venturi device can be used for oxygen therapy humidification. The temperature should be set at 31&#x2013;37&#x202F;&#x00B0;C, and the absolute humidity should be controlled to be higher than 30&#x202F;mg H&#x2082;O/L. (<xref ref-type="bibr" rid="ref38 ref39 ref40 ref41 ref42 ref43">38&#x2013;43</xref>)</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Sputum assessment</td>
<td align="left" valign="middle">Assess sputum consistency each shift: Grade I - thin, white, like rice soup, mildly viscous; Grade II - moderately viscous, retains small amount of sputum after suctioning; Grade III - thick, yellow, purulent, large amount of sputum retained after suctioning.</td>
</tr>
<tr>
<td align="left" valign="middle">Airway suctioning</td>
<td align="left" valign="middle">Suction indications</td>
<td align="left" valign="middle">Suction when visible sputum is present, wheezing is heard, oxygen saturation drops below 95%, or if rales are heard in both lungs. Also, suction when aspiration is suspected or if the patient cannot effectively cough up sputum. If none of these situations occur, suction once per shift for assessment and to stimulate cough reflex.</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Procedure compliance</td>
<td align="left" valign="middle">Follow airway suctioning procedure strictly.</td>
</tr>
<tr>
<td align="left" valign="middle">Prevention of aspiration</td>
<td align="left" valign="middle">Identify high-risk patients</td>
<td align="left" valign="middle">High-risk patients include the elderly, those with GCS&#x202F;&#x003C;&#x202F;9, head of bed &#x003C; 30&#x00B0;, feeding rate &#x2265; 40&#x202F;mL/h, gastric residual volume &#x2265; 150&#x202F;mL, vomiting status, use of sedatives, muscle relaxants, or anticholinergic drugs, and those with gastrointestinal diseases.</td>
</tr>
<tr>
<td rowspan="2"/>
<td align="left" valign="middle">Enteral nutrition care</td>
<td align="left" valign="middle">Includes assessing enteral nutrition tolerance in high-risk patients, positioning management, post-pyloric feeding, and preventing and managing gastric retention.</td>
</tr>
<tr>
<td align="left" valign="middle">Cuff pressure monitoring</td>
<td align="left" valign="middle">Correctly monitor cuff pressure every 4&#x202F;h. When suctioning or changing position, recheck and adjust cuff pressure, and record findings.</td>
</tr>
<tr>
<td align="left" valign="middle">Restraint and sedation/pain assessment</td>
<td align="left" valign="middle">Restraint evaluation</td>
<td align="left" valign="middle">Evaluate using a restraint scale. Restraints are not applied if muscle strength &#x2264; 2 or the patient is in moderate or deep coma. If score &#x2265; 29, restraints are applied, reassessed every 2&#x202F;h, and released for 15&#x202F;min each time. Assess if restraints can be removed every 8&#x202F;h or if the patient&#x2019;s condition changes.</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Sedation/pain evaluation</td>
<td align="left" valign="middle">Perform sedation and pain assessments according to patient condition and physician orders. Use shallow sedation for easier monitoring of consciousness, muscle strength, and weaning condition.</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Pulmonary rehabilitation</td>
<td align="left" valign="middle">Pulmonary physiotherapy</td>
<td align="left" valign="middle">Develop individualized, goal-oriented pulmonary physiotherapy plans (<xref ref-type="bibr" rid="ref44">44</xref>), including respiratory endurance training, airway clearance techniques, and diaphragm stimulation for awake patients, twice a day.</td>
</tr>
<tr>
<td align="left" valign="middle">Assisted sputum clearance</td>
<td align="left" valign="middle">Perform nebulization 3&#x2013;4 times a day, assist with turning and chest percussion every 2&#x202F;h, guide in executing these techniques, and perform mechanical sputum clearance twice a day as needed</td>
</tr>
<tr>
<td align="left" valign="middle">Extubation evaluation and procedure</td>
<td align="left" valign="middle">Assess the need for tube retention</td>
<td align="left" valign="middle">Assess daily whether extubation is necessary based on stable vital signs, strong cough, and clear airway.</td>
</tr>
<tr>
<td rowspan="4"/>
<td align="left" valign="middle">Withdrawal criteria</td>
<td align="left" valign="middle">Withdrawal Criteria: stable vital signs, strong cough, PaO2&#x202F;&#x2265;&#x202F;60&#x202F;mmHg without oxygen, PaCO<sub>2</sub>&#x202F;&#x003C;&#x202F;50&#x202F;mmHg, no airway obstruction, no recent surgery, and patient consent. Evaluate for HAP/VAP risk and if oxygenation is normal (PaO2&#x202F;&#x2265;&#x202F;60&#x202F;mmHg or PaO2/FiO2&#x202F;&#x2265;&#x202F;300).</td>
</tr>
<tr>
<td align="left" valign="middle">Psychological care and education</td>
<td align="left" valign="middle">Educate the patient and family on the significance of early extubation, the procedure, and the cooperation required to alleviate anxiety.</td>
</tr>
<tr>
<td align="left" valign="middle">Extubation procedure</td>
<td align="left" valign="middle">Perform a leak test, deflate the cuff, and gradually remove the tube while suctioning the airway. If the leak test is unsuccessful, use medication (e.g., methylprednisolone) and extubate after 10&#x202F;min.</td>
</tr>
<tr>
<td align="left" valign="middle">Post-extubation monitoring</td>
<td align="left" valign="middle">Monitor for complications such as sore throat, swallowing difficulty, or oxygen saturation drops. If oxygen saturation decreases, administer high-flow oxygen therapy (HFNC) and be prepared for reintubation.</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec12">
<label>2.2.4</label>
<title>Establishing a quality control management system</title>
<p>Firstly, a quality control management team was established, consisting of research members from the project team. The team would implement a three-level nursing management system: head nurse - nursing group leader - responsible nurse. The team consists of 7 members, including 2 head nurses, 4 nursing group leaders, and 1 assistant head nurse. Team members would analyze the issues in airway management of patients after weaning. Define clear nursing objectives and ensure effective implementation. The nursing group leader would complete the &#x201C;Postoperative Airway Management Daily Inspection Form for Hemorrhagic Stroke Patients After Weaning,&#x201D; ensuring the effective implementation of nursing procedures during weaning, thus improving the quality of patient care. Evaluate the results of the objectives. During the implementation phase, regular team meetings were performed to continuously evaluate and adjust the plan to achieve the expected objectives.</p>
</sec>
</sec>
<sec id="sec13">
<label>2.3</label>
<title>Observational indicators</title>
<p>The airway sputum viscosity between the two groups of patients was compared. The criteria for assessment are shown in <xref ref-type="table" rid="tab4">Table 4</xref>.</p>
<p>The blood gas analysis indicators between the two groups of patients were compared: Blood gas analysis would be performed on PaO<sub>2</sub> and PaCO<sub>2</sub> values once within 24&#x202F;h after weaning and once before extubation.</p>
<p>The incidence of pulmonary infections between the two groups of patients was compared. Diagnostic criteria for pulmonary infection: Chest X-ray shows pulmonary infiltration shadows or new inflammatory lesions; signs of pulmonary consolidation and/or the presence of wet sounds during lung auscultation, with one of the following conditions: (1) Peripheral blood white blood cell count &#x003E;10&#x00D7;10^9/L or &#x003C;4&#x00D7;10^9/L, with or without nuclear shift; (2) Fever, body temperature &#x003E;37.5&#x202F;&#x00B0;C, and large amounts of purulent respiratory secretions; and (3) New pathogens isolated from bronchial secretions. Ventilator-Associated Pneumonia (VAP) needs to be excluded, which refers to pneumonia that occurs 48&#x202F;h after mechanical ventilation or within 48&#x202F;h after extubation. This determination was performed through a combined assessment of the temporal window and clinical context.</p>
<p>The reintubation rates between the two groups were compared, specifically the reintubation rate within 24&#x202F;h after weaning.</p>
<p>The duration of the endotracheal tube in place between the two groups was compared, specifically the time from successful weaning to the removal of the endotracheal tube.</p>
</sec>
<sec id="sec14">
<label>2.4</label>
<title>Statistical methods</title>
<p>Statistical analysis was conducted using SPSS 27.0 software. Count data is expressed as frequency and percentage. Group comparisons were performed using the chi-square test. Measurement data is expressed as mean &#x00B1; standard deviation (c&#x202F;&#x00B1;&#x202F;s). The corresponding group comparisons were conducted using the t-test. A <italic>p</italic>-value of &#x003C;0.05 is considered statistically significant.</p>
</sec>
</sec>
<sec sec-type="results" id="sec15">
<label>3</label>
<title>Results</title>
<sec id="sec16">
<label>3.1</label>
<title>Comparison of general information</title>
<p>We used the random assignment for grouping. A total of 137 patients were included. Sixty-seven patients (46 males and 21 females with an average age of 58.40&#x202F;&#x00B1;&#x202F;12.14&#x202F;years) were randomly selected as the control group. Seventy patients were assigned to the experimental group, consisting of 44 male and 26 female patients with an average age of 56.34&#x202F;&#x00B1;&#x202F;11.99&#x202F;years. There were no statistically significant differences between the two groups in terms of age, sex, hemorrhagic stroke location or bleeding volume (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05), as shown in <xref ref-type="table" rid="tab5">Table 5</xref>.</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>General information of patients.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Item</th>
<th align="center" valign="top">Control group (<italic>n</italic> =&#x202F;67)</th>
<th align="center" valign="top">Experimental group (<italic>n</italic> =&#x202F;70)</th>
<th align="center" valign="top">Statistic</th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Sex</td>
<td/>
<td/>
<td align="center" valign="top"><italic>X</italic><sup>2</sup> =&#x202F;1.117</td>
<td align="center" valign="top">0.291</td>
</tr>
<tr>
<td align="left" valign="top">Male</td>
<td align="center" valign="top">46</td>
<td align="center" valign="top">42</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Female</td>
<td align="center" valign="top">21</td>
<td align="center" valign="top">28</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Age</td>
<td align="center" valign="top">58.40&#x202F;&#x00B1;&#x202F;12.14</td>
<td align="center" valign="top">56.34&#x202F;&#x00B1;&#x202F;12.00</td>
<td align="center" valign="top"><italic>t</italic> =&#x202F;0.999</td>
<td align="center" valign="top">0.320</td>
</tr>
<tr>
<td align="left" valign="top">bleeding volume</td>
<td align="center" valign="top">28.99&#x202F;&#x00B1;&#x202F;10.12</td>
<td align="center" valign="top">26.81&#x202F;&#x00B1;&#x202F;8.93</td>
<td align="center" valign="top"><italic>t</italic> =&#x202F;1.333</td>
<td align="center" valign="top">0.185</td>
</tr>
<tr>
<td align="left" valign="top">Bleeding site</td>
<td/>
<td/>
<td align="center" valign="top">FET&#x202F;=&#x202F;1.277</td>
<td align="center" valign="top">0.960</td>
</tr>
<tr>
<td align="left" valign="top">Basal ganglia</td>
<td align="center" valign="top">30</td>
<td align="center" valign="top">29</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Brainstem</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">3</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Ventriculus cerebri</td>
<td align="center" valign="top">9</td>
<td align="center" valign="top">12</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Lobe</td>
<td align="center" valign="top">17</td>
<td align="center" valign="top">19</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Thalamus</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">3</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Cerebellum</td>
<td align="center" valign="top">6</td>
<td align="center" valign="top">4</td>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>X<sup>2</sup>&#x202F;=&#x202F;chi-square test; <italic>t</italic>&#x202F;=&#x202F;<italic>t</italic>-test; FET, Fishers&#x2019; exact test.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec17">
<label>3.2</label>
<title>Comparison of complication incidence between the two groups</title>
<p>The experimental group adopted the artificial airway process based on the FMEA model. The rates of pulmonary infection, re-mechanical ventilation, and aspiration were all lower than those in the control group (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), and the differences were statistically significant (<xref ref-type="table" rid="tab6">Table 6</xref>).</p>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption>
<p>Comparison of complication rates.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Group</th>
<th align="center" valign="top">Sample size</th>
<th align="center" valign="top">Pulmonary infection rate</th>
<th align="center" valign="top">Secondary mechanical ventilation rate</th>
<th align="center" valign="top">Aspiration rate</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Control group</td>
<td align="center" valign="top">67</td>
<td align="center" valign="top">12 (17.91%)</td>
<td align="center" valign="top">8 (11.94%)</td>
<td align="center" valign="top">7 (10.44%)</td>
</tr>
<tr>
<td align="left" valign="top">Experimental group</td>
<td align="center" valign="top">70</td>
<td align="center" valign="top">2 (2.85%)</td>
<td align="center" valign="top">2 (2.85%)</td>
<td align="center" valign="top">1 (1.43%)</td>
</tr>
<tr>
<td align="left" valign="top"><italic>&#x03C7;</italic><sup>2</sup></td>
<td/>
<td align="center" valign="top">8.455</td>
<td align="center" valign="top">4.174</td>
<td align="center" valign="top">5.065</td>
</tr>
<tr>
<td align="left" valign="top"><italic>p</italic></td>
<td/>
<td align="center" valign="top">0.003</td>
<td align="center" valign="top">0.041</td>
<td align="center" valign="top">0.027</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec18">
<label>3.3</label>
<title>Comparison of sputum viscosity before and after intervention in both groups</title>
<p>Before the intervention, there was no significant difference in sputum viscosity between the two groups. However, a significant difference was observed after the intervention (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). In the control group, sputum viscosity showed slight improvement post-intervention, but the change was not as pronounced as in the experimental group. In contrast, the experimental group demonstrated a highly significant improvement in sputum viscosity after the intervention (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), with a marked increase in the number of patients reporting no sputum or grade I sputum, and a complete absence of grade III sputum. These results indicate that the intervention in the experimental group was effective in reducing sputum viscosity compared to the control group (<xref ref-type="table" rid="tab7">Table 7</xref>).</p>
<table-wrap position="float" id="tab7">
<label>Table 7</label>
<caption>
<p>Comparison of phlegm viscosity.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Group</th>
<th align="center" valign="top" colspan="4">Sputum characteristics before intervention</th>
<th align="center" valign="top" colspan="4">Sputum characteristics after intervention</th>
<th align="center" valign="top" rowspan="2"><italic>H</italic></th>
<th align="center" valign="top" rowspan="2"><italic>p</italic></th>
</tr>
<tr>
<th align="center" valign="top">Absence</th>
<th align="center" valign="top">I degree</th>
<th align="center" valign="top">II degree</th>
<th align="center" valign="top">III degree</th>
<th align="center" valign="top">Absence</th>
<th align="center" valign="top">I degree</th>
<th align="center" valign="top">II degree</th>
<th align="center" valign="top">III degree</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Control group (<italic>n</italic>&#x202F;=&#x202F;67)</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">9</td>
<td align="center" valign="top">38</td>
<td align="center" valign="top">20</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">18</td>
<td align="center" valign="top">39</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">9.460</td>
<td align="center" valign="top">0.02</td>
</tr>
<tr>
<td align="left" valign="top">Experimental group (<italic>n</italic>&#x202F;=&#x202F;70)</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">14</td>
<td align="center" valign="top">38</td>
<td align="center" valign="top">16</td>
<td align="center" valign="top">15</td>
<td align="center" valign="top">33</td>
<td align="center" valign="top">22</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">38.928</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top"><italic>h</italic></td>
<td align="center" valign="top" colspan="4">2.153</td>
<td align="center" valign="top" colspan="4">26.050</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top"><italic>p</italic></td>
<td align="center" valign="top" colspan="4">0.142</td>
<td align="center" valign="top" colspan="4">&#x003C;0.001</td>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>H, Kruskal-Wallis H; <italic>p</italic>, Probability value.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec19">
<label>3.4</label>
<title>Comparison of PaO<sub>2</sub> and PaCO<sub>2</sub> before and after intervention between the two groups</title>
<p>Before the intervention, there was no statistically significant difference in PaO<sub>2</sub> and PaCO<sub>2</sub> between the two groups (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05). After the intervention, PaO<sub>2</sub> decreased in both groups. This might be related to the changes in the oxygen therapy mode and the decrease in oxygen flow during the weaning process. However, the PaO<sub>2</sub> values in the experimental group were significantly higher than those in the control group, with a statistically significant difference (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). The results showed that the artificial airway care for postoperative weaning patients with cerebral hemorrhage by FMEA could improve the PaO<sub>2</sub> of patients. There was no statistically significant difference in PaCO<sub>2</sub> between the two groups before and after the intervention (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05; <xref ref-type="table" rid="tab8">Table 8</xref>).</p>
<table-wrap position="float" id="tab8">
<label>Table 8</label>
<caption>
<p>Comparison of blood gas index PaO<sub>2</sub> AND PACO<sub>2</sub>.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" colspan="2">Item</th>
<th align="center" valign="top">Control group (<italic>n</italic> =&#x202F;67)</th>
<th align="center" valign="top">Experimental group (<italic>n</italic> =&#x202F;70)</th>
<th align="center" valign="top"><italic>t</italic></th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="2">PACO<sub>2</sub></td>
<td align="left" valign="top">Pre-intervention</td>
<td align="center" valign="top">37.64&#x202F;&#x00B1;&#x202F;4.19</td>
<td align="center" valign="top">37.09&#x202F;&#x00B1;&#x202F;3.92</td>
<td align="center" valign="top">1.054</td>
<td align="center" valign="top">0.294&#x203B;</td>
</tr>
<tr>
<td align="left" valign="top">Post-intervention</td>
<td align="center" valign="top">37.19&#x202F;&#x00B1;&#x202F;4.32</td>
<td align="center" valign="top">35.84&#x202F;&#x00B1;&#x202F;4.17</td>
<td align="center" valign="top">1.797</td>
<td align="center" valign="top">0.075&#x203B;</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">PAO<sub>2</sub></td>
<td align="left" valign="top">Pre-intervention</td>
<td align="center" valign="top">142.92&#x202F;&#x00B1;&#x202F;54.34</td>
<td align="center" valign="top">130.17&#x202F;&#x00B1;&#x202F;44.24</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top">0.348&#x2021;</td>
</tr>
<tr>
<td align="left" valign="top">Post-intervention</td>
<td align="center" valign="top">95.24&#x202F;&#x00B1;&#x202F;19.22</td>
<td align="center" valign="top">104.43&#x202F;&#x00B1;&#x202F;19.78</td>
<td align="center" valign="top">2.701</td>
<td align="center" valign="top">0.008&#x203B;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x203B; Unpaired <italic>t</italic> test; &#x2021; Mann&#x2013;Whitney test.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec20">
<label>3.5</label>
<title>Comparison of endotracheal tube duration between the two groups</title>
<p>The comparison of endotracheal tube duration between the two groups revealed a statistically significant difference. The experimental group had a significantly shorter duration of tracheal catheter placement after weaning compared to the control group (p&#x003C;0.001), indicating a highly significant reduction in tube duration in the experimental group, as shown in <xref ref-type="table" rid="tab9">Table 9</xref>.</p>
<table-wrap position="float" id="tab9">
<label>Table 9</label>
<caption>
<p>Comparison of the time to carry tracheal catheter.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Group</th>
<th align="center" valign="top">Sample size</th>
<th align="center" valign="top">Time to carry the tracheal catheter</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Control group</td>
<td align="center" valign="top">67</td>
<td align="center" valign="top">7.73&#x202F;&#x00B1;&#x202F;10.13</td>
</tr>
<tr>
<td align="left" valign="top">Experimental group</td>
<td align="center" valign="top">70</td>
<td align="center" valign="top">3.91&#x202F;&#x00B1;&#x202F;5.02</td>
</tr>
<tr>
<td align="left" valign="top"><italic>t</italic></td>
<td/>
<td align="center" valign="top">2.817</td>
</tr>
<tr>
<td align="left" valign="top"><italic>p</italic></td>
<td/>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="sec21">
<label>4</label>
<title>Discussion</title>
<sec id="sec22">
<label>4.1</label>
<title>The challenge of airway management after weaning</title>
<p>Patients after hemorrhagic stroke often experience prolonged endotracheal intubation due to some factors such as suppression of the respiratory center, neurogenic brain edema, or consciousness impairment. Although weaning from the ventilator may be attempted once weaning criteria are met, artificial airway management following ventilator weaning remains a critical component prior to extubation. Existing studies (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref27 ref28 ref29 ref30 ref31 ref32">27&#x2013;32</xref>) indicate a lack of high-quality evidence regarding airway management strategies during this phase, leading to inconsistent clinical practices. Inadequate airway care during this period can lead to extubation failure, reintubation, and prolonged intubation time.</p>
</sec>
<sec id="sec23">
<label>4.2</label>
<title>Application of FMEA in airway care</title>
<p>This study innovatively introduced FMEA, a proactive risk management tool, to systematically optimize the artificial airway care process for postoperative weaning patients with cerebral hemorrhage. Using FMEA, we identified and quantified potential failure modes in the nursing process, implemented corrective measures, and established standardized protocols. The results demonstrated that the FMEA-based nursing protocol significantly reduced the incidence of pulmonary infection, reintubation, and aspiration. This improvement can be attributed to the refined management of key aspects such as airway humidification, oxygen therapy mode selection, aspiration prevention, and pulmonary rehabilitation, ensuring consistency and quality in care delivery. Studies by Li et al. (<xref ref-type="bibr" rid="ref33">33</xref>) and Qu et al. (<xref ref-type="bibr" rid="ref34">34</xref>) also support the efficacy of FMEA in reducing ICU-acquired infections and multidrug-resistant organism infections, aligning with our findings and underscoring the broad applicability of FMEA in nursing quality management.</p>
</sec>
<sec id="sec24">
<label>4.3</label>
<title>Broader implications and applicability of FMEA</title>
<p>This study focused on a high-risk yet often overlooked population&#x2014;postoperative weaning patients with cerebral hemorrhage&#x2014;providing both empirical evidence and a practical workflow for airway management. As a systematic and proactive methodology, FMEA has demonstrated value across various nursing contexts. Studies by Chen et al. (<xref ref-type="bibr" rid="ref35">35</xref>) and Wang et al. (<xref ref-type="bibr" rid="ref36">36</xref>) reported its successful application in preventing intraoperatively acquired pressure injuries and enteral nutrition-related diarrhea, Ding et al. (<xref ref-type="bibr" rid="ref7">7</xref>) and Liu et al. (<xref ref-type="bibr" rid="ref8">8</xref>) respectively reported their applications in bedside handover of postoperative pipeline care and proactive healthcare risk evaluation, consistent with our approach. It is worth emphasizing that the effective implementation of FMEA requires sustained quality control and multidisciplinary collaboration to ensure adherence and continuous improvement. Furthermore, our findings help address the unmet needs in neurotrauma care identified by Dasic et al. in their recently proposed management matrix for neurotrauma centers (<xref ref-type="bibr" rid="ref37">37</xref>). By employing a proactive risk management strategy (FMEA) to optimize airway management during the critical weaning-to-extubation phase, this study introduces a structured and systematic nursing framework. This approach aligns with the call for more standardized and refined clinical processes in specialized neurotrauma care. Therefore, our work not only reinforces the evidence base for postoperative intracerebral hemorrhage (ICH) management but also offers a practical methodology to improve nursing quality and patient safety, in keeping with the current priorities of neurotrauma centers.</p>
</sec>
<sec id="sec25">
<label>4.4</label>
<title>Study limitations</title>
<p>This study has several limitations. First, the data were derived from a single center in Chongqing, which may limit generalizability. Future multi-center studies with larger samples are needed to validate the effectiveness and scalability of the proposed protocol. Second, although this study focuses on key failure modes, further optimization of ancillary processes can enhance overall airway care quality.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec26">
<label>5</label>
<title>Conclusion</title>
<p>In conclusion, by introducing the FMEA model, this study developed a scientific, systematic, and operable artificial airway care protocol for postoperative weaning patients with cerebral hemorrhage. Implemented through a three-tier quality control system, this protocol significantly improved nursing quality, reduced complication rates, enhanced blood gas parameters and sputum viscosity, shortened endotracheal intubation duration, and ultimately promoted patient recovery.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec27">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="sec28">
<title>Ethics statement</title>
<p>The studies involving humans were approved by The study was conducted in accordance with the Declaration of Helsinki and ethical approval was obtained from the Second Affiliated Hospital of Chongqing Medical University, Project ID: No. 2024-EC-73. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation in this study was provided by the participants&#x2019; legal guardians/next of kin.</p>
</sec>
<sec sec-type="author-contributions" id="sec29">
<title>Author contributions</title>
<p>XT: Conceptualization, Data curation, Methodology, Project administration, Investigation, Writing &#x2013; original draft. JY: Data curation, Investigation, Writing &#x2013; original draft. YC: Investigation, Writing &#x2013; original draft, Methodology. RZ: Writing &#x2013; original draft, Software, Validation. CW: Software, Writing &#x2013; original draft, Conceptualization, Investigation. TZ: Investigation, Writing &#x2013; original draft, Data curation. XG: Data curation, Conceptualization, Methodology, Project administration, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec30">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research and/or publication of this article.</p>
</sec>
<ack>
<p>We express our gratitude to the consultant expert for their valuable comments and suggestions of an earlier version of nursing procedure. We are also grateful to the reviewers for the insightful comments and suggestions that have helped us improve the study&#x2019;s quality.</p>
</ack>
<sec sec-type="COI-statement" id="sec31">
<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 sec-type="ai-statement" id="sec32">
<title>Generative AI statement</title>
<p>The authors declare that no Gen 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 sec-type="disclaimer" id="sec33">
<title>Publisher&#x2019;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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