Hand Hygiene

手部卫生
  • 文章类型: Journal Article
    世界卫生组织和疾病控制和预防中心(CDC)已经制定了指南,建议在手套摘除后,医护人员的手卫生习惯的表现。然而,完成频繁的卫生习惯会导致过敏和不良皮肤反应。这个双盲,随机研究旨在通过开发和评估一种改良的手套去除技术来解决这一问题,该技术可将常规静脉切开术过程中的污染风险降至最低。此外,这项研究使用荧光检测来比较与CDC推荐技术和使用荧光检测的改良技术相关的污染频率.招募了100名医护人员,并将其分为两组:一组遵循CDC技术,而另一组实施了修改后的技术。参与者收到教学视频并在监督下练习。随后,他们使用覆盖有荧光霜作为污染标记的模拟臂进行血液收集。取下手套后,在黑光下评估手部污染。改良组的手套移除所需的中位时间比遵循CDC技术的组长4秒(p<0.001)。使用CDC推荐的技术,在2%(1/50)的受试者中观察到污染,而改良技术未检测到污染(p≥0.05)。遵循CDC技术的小组和使用改良手套去除技术的小组都证明了在放血期间防止污染的潜力,从而减少手部卫生的需要以及污染和不良皮肤反应的发生。这些发现促使人们进一步探索正确摘除手套是否可以减少每次摘除手套后完成手部卫生习惯的频率。特别是在放血的背景下。然而,重要的是要注意,仍然建议移除手套后的手部卫生,以防止污染。需要进一步的研究来验证这些发现。
    The World Health Organization and the Centers for Disease Control and Prevention (CDC) have established guidelines recommending the performance of hand hygiene routines for healthcare workers following glove removal. However, the completion of frequent hygiene routines can cause allergic and adverse skin reactions. This double-blind, randomized study aimed to address this concern by developing and evaluating a modified glove removal technique that minimizes contamination risk during routine phlebotomy procedures. Furthermore, this study used fluorescent detection to compare the frequency of contamination associated with the CDC-recommended technique and the modified technique using fluorescent detection. One hundred healthcare personnel were enrolled and divided into two groups: one group followed the CDC technique, while the other group implemented the modified technique. Participants received instructional videos and practiced under supervision. They subsequently performed blood collection using a simulation arm covered with fluorescent cream as a contamination marker. After removing gloves, hand contamination was assessed under a black light. The median time required for glove removal in the modified group was four seconds longer than that in the group that followed the CDC technique (p < 0.001). Contamination was observed in 2% (1/50) of subjects using the CDC-recommended technique, while no contamination was detected with the modified technique (p ≥ 0.05). Both the group that followed the CDC technique and the group that used modified glove removal techniques demonstrated the potential to prevent contamination during phlebotomy, thereby reducing the need for hand hygiene and the occurrence of contamination and adverse skin reactions. These findings prompt further exploration into whether proper glove removal can reduce the frequency of completing a hand hygiene routine after each glove removal, specifically within the context of phlebotomy. However, it is essential to note that hand hygiene following glove removal is still recommended to prevent contamination. Further research is warranted to validate these findings.
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  • 文章类型: Journal Article
    医疗机构(HCF)的手部卫生仍然是一项重大的公共卫生挑战。全球水资源基线估计,环卫,HCFs中的卫生(WASH)表明,26%的HCFs无法获得改善的水源。在这项研究中,我们试图评估Ndejje部门公共和私人医疗机构的医护人员洗手覆盖率和相关因素的比例,MakindyeSsabagabo市,Wakiso区.
    采用定量和定性数据收集方法进行了描述性横断面研究。使用自我管理的开放式纸质问卷和焦点小组讨论(FGD)指南,共采访了350名医护人员。使用STATA14.2和ATLAS分析数据。ti版本8软件。
    350名(92.6%)的医护人员来自私人医疗机构。我们发现,洗手设施覆盖率为97.7%。洗手的比例很好,并且对洗手持积极态度。在私人和公共卫生设施中,成为护士与洗手密切相关。
    高洗手比例归因于COVID-19指南和执法,这引发了对标准操作程序的遵守。
    UNASSIGNED: Hand hygiene in health care facilities (HCFs) remains a significant public health challenge. Global baseline estimates on water, Sanitation, and Hygiene (WASH) in HCFs indicate that 26% of HCFs lack access to an improved water source on the premises. In this study, we sought to assess the proportion of handwashing coverage and the associated factors among healthcare workers in public and private healthcare facilities in Ndejje division, Makindye Ssabagabo municipality, Wakiso district.
    UNASSIGNED: A descriptive cross-sectional study with both quantitative and qualitative methods of data collection was conducted. A total of 350 healthcare workers were interviewed using a self-administered structured open-ended paper questionnaire and Focus Group Discussions (FGD) guide. Data was analysed using STATA 14.2 and ATLAS. ti version 8 software.
    UNASSIGNED: The majority of 350 (92.6%) of healthcare workers were from private health facilities. We found out that the proportion of handwashing facilities coverage was 97.7%. The proportion of handwashing was good coupled with a positive attitude towards handwashing. Being a nurse was highly associated with washing hands in both private and public health facilities.
    UNASSIGNED: High hand washing proportion was attributed to the COVID-19 guidelines and enforcement which sparked adherence to the standard operating procedures.
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  • 文章类型: Journal Article
    手部卫生被认为是防止微生物交叉传播和减少医疗保健相关感染发生率的主要措施。
    评估即使在拉沙热之后,牙科卫生工作者的卫生知识和实践。
    这项基于问卷调查的描述性横断面研究是在江户州的四家公立医院进行的。所有数据都是在获得伦理许可后使用自我管理的结构化问卷收集的。
    在分发的120份问卷中,有108份被填写并返回,回复率为90.0%。对受访者手部卫生知识的整体评估显示,41.7%的受访者具有良好的手部卫生知识,37.0%有优秀的知识,17.6%的中度和3.7%的手卫生知识薄弱。手卫生实践的总体评估显示,58.3%的受访者的手卫生实践是公平的,而37.0%的手卫生实践较差。只有少数(5.6%)的受访者有良好的手卫生习惯。
    拉沙热的爆发似乎并未对受访者的手卫生行为产生积极影响。虽然在这项研究中手卫生知识令人满意,这种做法仍然有很多不足之处。
    UNASSIGNED: Hand hygiene is recognized as the leading measure to prevent the cross-transmission of microorganisms and to reduce the incidence of healthcare-associated infections.
    UNASSIGNED: To assess the knowledge and practice of hygiene among dental health workers even in the wake of Lassa fever.
    UNASSIGNED: This questionnaire-based descriptive cross-sectional study was carried out in four public hospitals in Edo state. All data were collected using a self-administered structured questionnaire after obtaining ethical clearance.
    UNASSIGNED: 108 of the 120 questionnaires distributed were filled and returned giving a response rate of 90.0%. Overall assessment of respondents\' knowledge of hand hygiene revealed that 41.7% of the respondents possessed a good knowledge of hand hygiene, 37.0% had excellent knowledge, 17.6% had moderate and 3.7% had a weak knowledge of hand hygiene. Overall assessment of the practice of hand hygiene showed that the hand hygiene practice of 58.3% of respondents was fair while 37.0% practiced hand hygiene poorly. Only a few (5.6%) respondents had good hand hygiene practices.
    UNASSIGNED: The outbreak of Lassa fever does not seem to positively influence the practice of hand hygiene among the respondents. While knowledge of hand hygiene is satisfactory in this study, the practice still leaves much to be desired.
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  • 文章类型: Journal Article
    目的:我们的目的是对国际护理教科书中包含的手卫生信息和斯洛文尼亚护理教科书中与护理程序相关的等效内容进行彻底比较。
    背景:手卫生习惯对于预防医疗保健相关感染至关重要,每年影响数百万患者。“手部卫生的五个时刻”背后的想法是鼓励评估成功并提高自我效能。
    方法:比较国际护理教科书中的手卫生内容与斯洛文尼亚护理教科书中的内容。
    方法:在2023年3月至2024年3月之间进行了一项研究,以比较国际护理教科书中的手卫生内容。这项研究包括来自美国和英国的教科书,以及斯洛文尼亚(SI)教科书。最后阶段涉及将手卫生绩效实践与世卫组织“手卫生五个时刻”进行比较。
    结果:该研究回顾了三本教科书中的470个护理程序,确定四个常见的:女性留置导尿,小口径饲管插入,灌肠给药和皮下注射。美国教科书的步数最高,而英国的教科书是最低的。不建议在所有护理程序中使用清洁防护手套,仅适用于小口径饲管插入和灌肠给药。美国教科书省略了女性留置导尿管程序的12个步骤,而英国的教科书包括10个步骤。SI教科书省略了8个步骤。
    结论:手卫生对于预防和控制医疗保健感染至关重要。研究发现,在这些护理程序中,手卫生的频率存在差异。世卫组织的“手部卫生五个时刻”指南并未得到普遍接受,在患者接触之前经常观察到卫生不足。未来的研究应该回顾国外的教科书并更新现有的教科书。
    OBJECTIVE: Our aim was to conduct a thorough comparison between the hand hygiene information included in international nursing textbooks and the Slovenian nursing textbook\'s equivalent content as it relates to nursing procedures.
    BACKGROUND: Hand hygiene practices are crucial in preventing healthcare-associated infections, which affect millions of patients annually. The idea behind \"Five Moments for Hand Hygiene\" is to encourage assessing success and boosting self-efficacy.
    METHODS: Comparison of hand hygiene content in international nursing textbooks with the content in a Slovenian nursing textbook.
    METHODS: A study was conducted between March 2023 and March 2024 to compare hand hygiene content in international nursing textbooks. The study included textbooks from the USA and UK, as well as Slovenian (SI) textbooks. The final phase involved comparing hand hygiene performance practices against the WHO Five Moments for Hand Hygiene.
    RESULTS: The study reviewed 470 nursing procedures across three textbooks, identifying four common ones: female indwelling urinary catheterisation, small-bore feeding tube insertion, enema administration and subcutaneous injections. The USA textbook had the highest number of steps, while the UK textbook had the lowest. Clean protective gloves are not recommended for all nursing procedures, only for small-bore feeding tube insertion and enema administration. The US textbook omitted 12 steps for the female indwelling urinary catheter procedure, while the UK textbook included 10 steps. The SI textbook omitted 8 steps.
    CONCLUSIONS: Hand hygiene is crucial for healthcare infections prevention and control. The study found differences in the frequency of hand hygiene in these nursing procedures. WHO\'s Five Moments for Hand Hygiene guidelines are not universally accepted, with inadequate hygiene often observed before patient contact. Future research should review foreign textbooks and update existing ones.
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  • 文章类型: Journal Article
    背景:手卫生本科培训是感染控制的基石。几项研究表明,过度自信在手卫生习惯中的影响,这会损害元认知。我们假设过度自信可能在护理专业学生的早期教育阶段普遍存在,并且可以通过频繁的交互式学习形式来减少这些影响。比如学习小组。
    方法:我们对196名德国护理专业学生进行了多中心横断面调查问卷,包括一般,外科,和麻醉护理专业。
    结果:在所有专业和教育年限的护理专业学生中都观察到过度自信。聚类分析显示了三种不同类型的学习者:两种以过度自信为特征,一种表现出合理的自信。此外,适度分析表明,提供反馈和促进关于学生学习成就的元认知可以减轻过度安置,特别是通过互动教学形式的频繁实施。
    结论:尽管有一些限制,这些发现突出了护理专业学生过度自信效应的普遍性,存在不同的学习概况,以及将反馈纳入有关手部卫生的交互式学习格式的重要性。因此,教育工作者需要接受培训和监督,以提供这些学习格式,并有效地向学生提供反馈。
    BACKGROUND: Undergraduate training in hand hygiene is a keystone of infection control. Several studies have shown overconfidence effects in hand hygiene practices, which can impair metacognition. We hypothesized that overconfidence might be prevalent in the early education stages of nursing students and that these effects could be reduced through frequent interactive learning formats, such as learning groups.
    METHODS: We conducted a multicenter cross-sectional questionnaire with 196 German nursing students, including general, surgical, and anesthetic nursing specializations.
    RESULTS: Overconfidence was observed in nursing students across all specialties and years of education. The cluster analyses showed three different types of learners: two characterized by overconfidence and one demonstrating justifiable confidence. Furthermore, the moderation analysis indicated that providing feedback and promoting metacognition regarding students\' learning achievements could mitigate overplacement, particularly through the frequent implementation of interactive teaching formats.
    CONCLUSIONS: Despite some limitations, these findings highlight the prevalence of overconfidence effects in nursing students, the presence of different learning profiles, and the importance of incorporating feedback within interactive learning formats concerning hand hygiene. Accordingly, educators need to be trained and supervised to deliver these learning formats and provide feedback to students effectively.
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  • 文章类型: Journal Article
    BACKGROUND: Central line-associated bloodstream infections (CLABSIs) are among the most epidemiologically relevant health care-associated infections. The aseptic non-touch technique (ANTT) is a standardized practice used to prevent CLABSIs. In a pediatric hospital, the overall CLABSI rate was 1.92/1000 catheter days (CD). However, in one unit, the rate was 5.7/1000 CD.
    METHODS: Nurses were trained in ANTT. For the implementation, plan-do-study-act (PDSA) cycles were completed. Adherence monitoring of the ANTT and epidemiological surveillance were performed.
    RESULTS: ANTT adherence of 95% was achieved after 6 PDSA cycles. Hand hygiene and general cleaning reached 100% adherence. Port disinfection and material collection had the lowest adherence rates, with 76.2% and 84.7%, respectively. The CLABSI rate decreased from 5.7 to 1.26/1000 CD.
    CONCLUSIONS: The implementation of ANTT helped reduce the CLABSI rate. Training and continuous monitoring are key to maintaining ANTT adherence.
    UNASSIGNED: Las infecciones relacionadas con catéteres venosos centrales son unas de las infecciones asociadas a la atención de salud con mayor relevancia epidemiológica. La técnica aséptica «no tocar» es una práctica estandarizada que se utiliza para prevenir estas infecciones. En un hospital pediátrico, la tasa de infecciones relacionadas con catéteres venosos centrales fue de 1.92/1000 días de catéter. Sin embargo, en una de las unidades la tasa fue de 5.7/1000 días de catéter.
    UNASSIGNED: Se capacitaron enfermeras en la técnica aséptica «no tocar». Para la implementación se cumplieron ciclos de planificar-hacer-estudiar-actuar (PHEA). Se realizaron seguimiento de la adherencia a la técnica y vigilancia epidemiológica.
    RESULTS: Se logró una adherencia a la técnica aséptica «no tocar» del 95% después de seis ciclos. La higiene de manos y la limpieza general alcanzaron un 100% de cumplimiento. La desinfección de los puertos y la recolección de material alcanzaron la menor adherencia, con un 76.2% y un 84.7%, respectivamente. La tasa de infecciones relacionadas con catéteres venosos centrales disminuyó de 5.7 a 1.26 por 1000 días de catéter.
    CONCLUSIONS: La implementación de la técnica aséptica «no tocar» ayudó en la reducción de infecciones relacionadas con catéteres venosos centrales. La capacitación y el seguimiento continuo son clave para mantener el cumplimiento de la técnica.
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  • 文章类型: Journal Article
    背景/目标:手卫生(HH)在减轻传染病传播和提高公共卫生结果方面至关重要。这项研究的重点是详细介绍意大利医疗保健机构中酒精手擦(ABHR)消费的国家监测系统,介绍为期三年的综合评估结果,从2020年到2022年。它旨在描述这一监测系统,并报告各地区/自治区(Rs/AP)的ABHR消费趋势。方法:ABHR消费数据,通过ABHR意大利国家监测系统收集,由萨尼塔高级研究所(ISS)协调,进行了分析。统计方法,例如,Mann-Whitney测试,用于评估ABHR消费趋势,表示为每1000个患者天的升(L/1000PD)。结果:结果表明,在Rs/AP和研究的年份中,ABHR消耗存在显着差异。2020年至2022年全国ABHR消费中位数有所下降,从2020年的中位数24.5L/1000PD大幅下降至2021年的20.4L/1000PD和2022年的15.6L/1000PD。结论:ABHR消费的下降引起了人们对意大利医疗机构持续坚持HH实践的担忧。这强调了系统的ABHR监测和改进的监测在提高HH合规性方面的重要作用。表明持续和战略性的努力对于维护高标准的卫生和有效应对随时间波动的ABHR使用趋势至关重要。需要进一步研究,以探索有效使用ABHR的障碍,并制定有针对性的策略来改善HH实践。
    Background/Objectives: Hand hygiene (HH) is pivotal in mitigating infectious disease transmission and enhancing public health outcomes. This study focuses on detailing the national surveillance system for alcohol-based hand rub (ABHR) consumption in healthcare facilities across Italy, presenting results from a comprehensive three-year evaluation period, from 2020 to 2022. It aims to delineate this surveillance system and report on ABHR consumption trends in various Regions/Autonomous Provinces (Rs/APs). Methods: ABHR consumption data, collected through the ABHR Italian national surveillance system, coordinated by the Istituto Superiore di Sanità (ISS), were analyzed. Statistical methods, e.g., the Mann-Whitney test, were used to assess trends in ABHR consumption, expressed in liters per 1000 patient days (L/1000PD). Results: The results show significant variation in ABHR consumption across Rs/APs and over the years studied. National median ABHR consumption decreased from 2020 to 2022, with a significant reduction from a median of 24.5 L/1000PD in 2020 to 20.4 L/1000PD in 2021 and 15.6 L/1000PD in 2022. Conclusions: The decline in ABHR consumption raises concerns about the ongoing adherence to HH practices in Italian healthcare settings. This underscores the essential role that systematic ABHR monitoring and improved surveillance play in enhancing HH compliance, suggesting that sustained and strategic efforts are fundamental to uphold high standards of hygiene and to effectively respond to fluctuating ABHR usage trends over time. Further research is needed to explore barriers to effective ABHR use and to develop targeted strategies to improve HH practices.
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  • 文章类型: Journal Article
    目的:评估在荷兰长期护理机构(LTCF)中通过降低感染成本,成功制定改善手卫生依从性的多方面策略的成本是否超过了节省的成本。
    方法:回顾性成本分析以及阶梯式楔形集群随机对照试验。
    方法:该研究包括荷兰的14个LTCF(23个病房)。
    方法:成本分析基于干预成本与避免感染和相关治疗成本的节省。将“常规护理”期间的感染相关费用与“干预”期间的感染相关费用和干预费用以及干预后期间的费用进行比较。\"多层次分析,用周期作为固定效应的线性模型,集群LTCF的随机效应,和每个步骤的固定效果,已完成。
    结果:考虑到3个时期,总成本没有显着差异。当调整时间和聚类时,在进行手部卫生干预之前的“常规护理”期间,所有合并感染的每周平均感染相关费用最高,即每周680欧元。假设改进策略的效果将持续12个月,“干预”和“干预后”期间的每周费用分别为627欧元(95%CI,383-871)和731欧元(95%CI,508-954),分别。假设改进策略的效果将持续超过1年(即,18和24个月),“干预期”和“干预后”期间的平均成本在干预期间降至615欧元和719欧元,干预后降至609欧元和715欧元,分别。
    结论:我们多方面的手卫生改进策略可以节省成本。我们的研究结果是对LTCF中的手部卫生改善策略进行经济分析的第一项。结果需要通过进一步的经济评估来确认。
    OBJECTIVE: To evaluate whether the costs of a successful tailored multifaceted strategy to improve hand hygiene compliance outweighed the savings by reducing infection costs in Dutch long-term care facilities (LTCFs).
    METHODS: A retrospective cost analysis alongside a stepped-wedge cluster-randomized controlled trial.
    METHODS: The study included 14 LTCFs (23 wards) in the Netherlands.
    METHODS: The cost analysis was based on the costs of the intervention vs the savings from avoided infections and associated treatment costs. Infection-related costs of the \"usual-care\" period were compared with the combined infection-related costs and intervention costs from the \"intervention\" period and the costs in the \"post-intervention period.\" Multilevel analyses, with a linear model with periods as fixed effects, random effects for cluster LTCFs, and fixed effects for each step, were completed.
    RESULTS: There are no significant differences in total costs considering the 3 periods. When adjusting for time and clustering, the mean infection-related costs per week per LTCF for all the infections combined were highest during \"usual-care\" before the hand hygiene intervention was performed, namely 680 euros per week. Assuming the effect of the improvement strategy would be present for 12 months, the costs per week in the \"intervention\" and \"post-intervention\" periods were 627 euros (95% CI, 383-871) and 731 euros (95% CI, 508-954), respectively. Assuming the effect of the improvement strategy will last longer than 1 year (ie, 18 and 24 months), the average cost for the \"intervention period\" and the \"post-intervention\" period decreased to 615 euros and 719 euros during the intervention and 609 euros and 715 euros after the intervention, respectively.
    CONCLUSIONS: Our multifaceted hand hygiene improvement strategy achieves cost savings. The results of our study are the first of an economic analysis of a hand hygiene improvement strategy in LTCFs. The results need to be confirmed by further economic evaluations.
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  • 文章类型: Journal Article
    BACKGROUND: Hygienic behavior as such belongs to health behavior, acquired at home, at school, at workplace or through the mass-media.
    OBJECTIVE: The aim of the study was to analyze the perception of personal hygiene among different age groups and the sociodemographic factors related to hygiene behavior.
    METHODS: The author\'s questionnaire for children and seniors concerning selected hygienic behavior was used. The questionnaire was conducted in two groups: 200 primary school children in age: 8-11 years; 109 girls and 91 boys and 200 older people: young-old (60-74 years) and old-old (75+); 110 women and 90 men.
    RESULTS: Girls longer than boys take morning hygiene behavior, but statistically boys spend more time on evening washing, cleaning and brushing. Seniors hygienic behavior depend on age: young-old are more likely take a shower every day (51.79%) than seniors in the old-old group (29.86%). The same statistically significant difference was noticed in case of washing hands before a meal.
    CONCLUSIONS: Children care more about personal hygiene than older people. Age, not gender, is a factor determining the frequency of hygiene practices among older people. Young-old care more about personal hygiene than old-old.
    UNASSIGNED: Zachowania higieniczne należą do zachowań zdrowotnych nabywanych w domu, szkole, miejscu pracy lub za pośrednictwem środków masowego przekazu.
    UNASSIGNED: Celem pracy była analiza postrzegania higieny osobistej w różnych grupach wiekowych oraz czynników socjodemograficznych związanych z zachowaniami higienicznymi.
    UNASSIGNED: Zastosowano autorską ankietę dla dzieci i seniorów dotyczącą wybranych zachowań higienicznych. Badanie przeprowadzono w dwóch grupach: 200 dzieci ze szkół podstawowych w wieku 8-11 lat;109 dziewcząt, 91 chłopców oraz 200 osób starszych: młodszych starszych (60-74 lat) i starszych starszych (75-89); 110 kobiet i 90 mężczyzn.
    UNASSIGNED: Dziewczęta dłużej niż chłopcy przestrzegają porannych zasad higieny, jednak statystycznie chłopcy spędzają więcej czasu na wieczornym myciu i szczotkowaniu zębów. Zachowania higieniczne seniorów zależą od wieku: młodsi starsi częściej biorą prysznic codziennie (51,79%) niż starsi starsi (29,86%). Tę samą różnicę istotną statystycznie zaobserwowano w przypadku mycia rąk przed posiłkiem.
    UNASSIGNED: Dzieci bardziej niż osoby starsze dbają o higienę osobistą. Wiek jest czynnikiem determinującym częstotliwość wykonywania praktyk higienicznych wśród osób starszych. Dbanie o higienę osobistą jest na niewystarczającym poziomie, zarówno wśród dzieci w wieku szkolnym, jak i osób powyżej 60 roku życia. Treści programowe realizowane na przedmiocie edukacja zdrowotna powinny zostać uzupełnione o problematykę z zakresu zachowań higienicznych.
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  • 文章类型: Journal Article
    麻醉人员的手卫生对于预防手术室医院感染很重要;然而,一个有效的监测系统仍然难以捉摸。在这项研究中,我们利用基于手术室视频的深度学习方法来检测麻醉提供者的酒精手部卫生行为.从11月开始的四个月内收集了视频,2018年2月,2019年,在单人手术室。模拟并添加其他数据。所提出的算法利用了二维(2D)和三维(3D)卷积神经网络(CNN),顺序。首先,使用预训练的2DCNN,每个图像帧检测到出现在目标OR视频中的多人麻醉人员.在此之后,将多人的每个图像帧检测链接并传输到3DCNN,以对手部卫生动作进行分类.计算光流并将其用作附加的输入模态。准确性,评估了手卫生检测的敏感性和特异性。手卫生行为的二元分类评估显示,准确性为0.88,灵敏度为0.78,特异性为0.93,操作曲线下面积(AUC)为0.91。开发了一种基于3DCNN的算法来检测手部卫生动作。深度学习方法有可能应用于实际临床场景,以具有成本效益的方式提供连续监测。
    Hand hygiene among anesthesia personnel is important to prevent hospital-acquired infections in operating rooms; however, an efficient monitoring system remains elusive. In this study, we leverage a deep learning approach based on operating room videos to detect alcohol-based hand hygiene actions of anesthesia providers. Videos were collected over a period of four months from November, 2018 to February, 2019, at a single operating room. Additional data was simulated and added to it. The proposed algorithm utilized a two-dimensional (2D) and three-dimensional (3D) convolutional neural networks (CNNs), sequentially. First, multi-person of the anesthesia personnel appearing in the target OR video were detected per image frame using the pre-trained 2D CNNs. Following this, each image frame detection of multi-person was linked and transmitted to a 3D CNNs to classify hand hygiene action. Optical flow was calculated and utilized as an additional input modality. Accuracy, sensitivity and specificity were evaluated hand hygiene detection. Evaluations of the binary classification of hand-hygiene actions revealed an accuracy of 0.88, a sensitivity of 0.78, a specificity of 0.93, and an area under the operating curve (AUC) of 0.91. A 3D CNN-based algorithm was developed for the detection of hand hygiene action. The deep learning approach has the potential to be applied in practical clinical scenarios providing continuous surveillance in a cost-effective way.
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