hypothermia

体温过低
  • 文章类型: Journal Article
    许多接受大腹部手术的患者在围手术期经历了无意的低体温。本研究旨在确定与术后低体温相关的危险因素及其与术后并发症的关系。
    这项回顾性队列研究使用了首尔国立大学Bundang医院的数据,韩国的一所大学医学中心,2018年1月1日至2022年12月31日。我们纳入了年龄≥18岁的患者,他们在手术室接受了2小时以上的选择性腹部大手术。将患者分为低温组(体温<36.5℃)和非低温组(体温≥36.5℃)。
    研究样本包括30,194名患者,我们将21,293和8,901分为低温和非低温组,分别。与术后低体温发生相关的一些因素包括手术类型。在多变量逻辑回归模型中,低体温组比非低体温组高9%(比值比[OR],1.09;95%置信区间[CI],1.01-1.19;P=0.040)。在术后并发症中,低体温组的急性肾损伤发生率高14%(OR,1.14;95%CI,1.04-1.25;P=0.007)比非低体温组。
    在恢复期的前30分钟内出现术后低体温与术后并发症的出现显着相关,尤其是急性肾损伤.然而,需要进一步的研究来验证这些发现.
    UNASSIGNED: Many patients who undergo major abdominal surgery experience inadvertent hypothermia during the perioperative period. This study aimed to identify risk factors related to postoperative hypothermia and their association with postoperative complications.
    UNASSIGNED: This retrospective cohort study used data from Seoul National University Bundang Hospital, a tertiary university medical center in South Korea, between January 1, 2018 and December 31, 2022. We included patients aged ≥18 years who underwent elective major abdominal surgery for more than 2 hours in the operating room. The patients were categorized into the hypothermia (body temperature <36.5℃) and non-hypothermia (body temperature ≥36.5℃) groups.
    UNASSIGNED: The study sample comprised 30,194 patients, and we classified 21,293 and 8,901 into the hypothermic and non-hypothermic groups, respectively. Some factors associated with the occurrence of postoperative hypothermia included the type of surgery. In the multivariable logistic regression model, the incidence of postoperative complications was 9% higher in the hypothermia group than in the non-hypothermic group (odds ratio [OR], 1.09; 95% confidence interval [CI], 1.01-1.19; P = 0.040). Among postoperative complications, the hypothermic group showed a 14% higher incidence of acute kidney injury (OR, 1.14; 95% CI, 1.04-1.25; P = 0.007) than the non-hypothermic group.
    UNASSIGNED: The appearance of postoperative hypothermia during the first 30 minutes of the recovery period was significantly associated with the appearance of postoperative complications, especially acute kidney injury. However, further studies are required to validate these findings.
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    文章类型: Journal Article
    雪崩死亡在捷克共和国非常罕见。由于两个捷克山脉中存在雪崩场,一些法医部门的法医病理学家可能会遇到这种意外死亡的特定机制。作者总结了1993年至2015年期间捷克共和国境内雪崩死亡的法医学方面。在研究期间记录了十例雪崩死亡。研究小组由9名男性和1名女性受害者组成。死者的平均年龄为27.9岁。滑雪者或滑雪登山者在雪崩中死亡5例(50%),登山者中有两种情况(20%),单板滑雪者在一个案例中(10%),越野滑雪者在一个案例中(10%),在一个案例中,这是儿童在雪山上玩耍的死亡(10%)。死亡原因是4例(40%)窒息,钝性外伤4例(40%),在其余两个案例中,被困人员在医院的雪崩中获救数小时后得以幸存;两名受害者随后因长期窒息和体温过低而长期休克(20%)死亡。从雪崩坠落到被困人员获救的时间间隔在几分钟到3小时之间。在任何研究病例中均未检测到酒精或药物的存在。
    Avalanche fatalities are quite rare in the Czech Republic. Due to the presence of avalanche fields in the two Czech mountains, forensic pathologists at some forensic medicine departments may encounter this specific mechanism of accidental death. The authors summarize medicolegal aspects of deaths in avalanches in the territory of the Czech Republic for the twenty-three-year period between 1993-2015. Ten avalanche fatalities were recorded during study period. The studied group consisted of nine male and one female victims. The average age of the deceased was 27.9 years. Skiers or ski-alpinists died in the avalanche in five cases (50%), climbers in two cases (20%), snowboarders in one case (10%), cross-country skiers in one case (10%) and in one case it was a fatality of child playing on a snowy hill (10%). The cause of death was suffocation in four cases (40%), blunt trauma in four cases (40%), and in the remaining two cases it was the survival of trapped persons several hours after being rescued from the avalanche in the hospital; both victims subsequently died as a result of prolonged shock (20%) due to a combination of prolonged suffocation and hypothermia. The time interval from the fall of the avalanche to the rescue of the trapped person was in the range of minutes to 3 hours. The presence of alcohol or drugs was not detected in any studied case.
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  • 文章类型: Journal Article
    在先天性心脏病(CHD)手术期间,体温管理至关重要。通常测量膀胱(Tves)和鼻咽(TNPH)温度。而Tves对温度变化反应缓慢,TNPH具有出血的风险。零热通量(ZHF)温度监测系统SpotOn™(TspotOn),和tcore™(tcore)非侵入性地测量温度。我们评估了非侵入性设备的准确性和精确度,并将Tves与TNPH进行比较以估计温度。在这项针对儿童和成人患者的前瞻性观察研究中,TSpotOn的准确性和精确性,tcore,和Tves使用Bland-Altman方法进行分析。计算差异比例(PoD)和Lin的一致性相关系数(LCC)。47名患者的数据产生了匹配的测量集:TspotOn与1073TNPH,874用于Tcore与TNPH,和1102用于Tvesvs.TNPH。TSpotOn的精度为-0.39°C,-0.09°C(对于T型),Tves为0.07°C。TspotOn的Precision温度在-1.12至0.35°C之间,-0.88至0.71°C,Tves的温度为-1.90至2.05°C。对于TSpotOn,PoD≤0.5°C为71%,71%为Tcore,Tves的60%。TSpotOn的LCC为0.9455,0.9510为Tcore,和0.9322为Tves。低于25.2°C(TSpotOn)或27.1°C(Tcore)的温度无法无创地记录,但只有Tves.试验注册德国临床试验注册,DRKS00010720.
    During surgery for congenital heart disease (CHD) temperature management is crucial. Vesical (Tves) and nasopharyngeal (TNPH) temperature are usually measured. Whereas Tves slowly responds to temperature changes, TNPH carries the risk of bleeding. The zero-heat-flux (ZHF) temperature monitoring systems SpotOn™ (TSpotOn), and Tcore™ (Tcore) measure temperature non-invasively. We evaluated accuracy and precision of the non-invasive devices, and of Tves compared to TNPH for estimating temperature. In this prospective observational study in pediatric and adult patients accuracy and precision of TSpotOn, Tcore, and Tves were analyzed using the Bland-Altman method. Proportion of differences (PoD) and Lin´s concordance correlation coefficient (LCC) were calculated. Data of 47 patients resulted in sets of matched measurements: 1073 for TSpotOn vs. TNPH, 874 for Tcore vs. TNPH, and 1102 for Tves vs. TNPH. Accuracy was - 0.39 °C for TSpotOn, -0.09 °C for Tcore, and 0.07 °C for Tves. Precisison was between - 1.12 and 0.35 °C for TSpotOn, -0.88 to 0.71 °C for Tcore, and - 1.90 to 2.05 °C for Tves. PoD ≤ 0.5 °C were 71% for TSpotOn, 71% for Tcore, and 60% for Tves. LCC was 0.9455 for TSpotOn, 0.9510 for Tcore, and 0.9322 for Tves. Temperatures below 25.2 °C (TSpotOn) or 27.1 (Tcore) could not be recorded non-invasively, but only with Tves. Trial registration German Clinical Trials Register, DRKS00010720.
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  • 文章类型: Case Reports
    此病例报告重点介绍了间歇性血液透析(IHD)在加温一名71岁的严重低温女性患者中的有效使用,该患者的直肠温度为25°C,血液动力学不稳定。病人,长时间暴露于因饮酒而加剧的感冒后发现失去知觉,最初通过主动的外部复温方法显示出核心温度的一些改善。然而,很快,她的温度稳定在27°C。患者因年龄原因被认为不适合进行体外膜氧合(ECMO)或体外循环(CPB)。并启动了紧急IHD。这种方法导致核心温度以大约2.0°C/hr的速度稳定增加,随着乳酸性酸中毒的正常化,肌酐磷酸激酶,和纠正电解质不平衡,最终她在医院呆了七天后完全康复并出院。在回顾了这起案件以及以前的类似案件之后,本病例报告强调IHD的有效性和安全性,随时可用,以及对血流动力学不稳定但没有心脏骤停或肾功能不全的中度至重度低温患者进行复温的侵入性较小的方法。当侵入性较小的冷却设备(ArticSun/CoolGard)不可用或更多侵入性的体外生命支持选项(ECMO/CPB)未指示或不可用时,IHD尤其有用。IHD还可以帮助改善并发电解质失衡和/或毒素积聚。报告进一步强调了监测潜在并发症的必要性,如透析后低磷血症和反弹高钾血症,在成功复温之后。
    This case report highlights the effective use of intermittent hemodialysis (IHD) in warming a 71-year-old female patient with severe hypothermia who presented with a rectal temperature of 25 °C and signs of hemodynamic instability. The patient, found unconscious after prolonged exposure to cold exacerbated by alcohol consumption, initially showed some improvement in core temperature through active external rewarming methods. However, soon, her temperature plateaued at 27 °C. Patient was deemed unsuitable for extracorporeal membrane oxygenation (ECMO) or cardiopulmonary bypass (CPB) due to her age, and urgent IHD was initiated. This approach resulted in a stable increase in core temperature at approximately 2.0 °C/hr, along with normalization of lactic acidosis, creatinine phosphokinase, and correction of electrolyte imbalances, culminating in her full recovery and discharge after seven days in the hospital.After reviewing this case alongside similar ones from before, this case report highlights the efficacy and safety of IHD as an efficient, readily available, and less invasive method for rewarming moderate to severe hypothermic patients who are hemodynamically unstable patients but do not have cardiac arrest or renal dysfunction. IHD is especially useful when less invasive cooling devices (Artic Sun/ CoolGard) are not available or more invasive extracorporeal life support options (ECMO/ CPB) are either not indicated or unavailable. IHD can also help improve concurrent electrolyte imbalances and/or toxin buildup. The report further emphasizes the necessity of monitoring for potential complications, such as post-dialysis hypophosphatemia and rebound hyperkalemia, following successful rewarming.
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  • 文章类型: Journal Article
    全球气候的异常变化,导致极端天气,极大地威胁到参与户外活动的个人的安全。低温引起的昏迷或死亡经常发生在临床和法医环境中。尽管如此,由于低温引起的中枢神经系统损伤的确切机制尚不清楚,阻碍了有针对性的临床治疗方法和特定法医诊断指标的发展。搜索GEO数据库以识别与体温过低相关的数据集。后生物信息学分析,DEGs,与铁中毒相关的DEGs(FerrDEGs)相交。然后进行GSEA以阐明Ferr相关基因的功能。在这项研究中进行的动物实验表明,低温,与对照治疗相比,可以诱导铁死亡相关基因如PPARG的显著改变,SCD,ADIPOQ,脑皮质神经细胞中的SAT1、EGR1和HMOX1。这些变化导致铁离子积累,脂质过氧化,和铁死亡相关蛋白的显著表达。铁死亡抑制剂Ferrostatin-1(Fer-1)的应用有效地调节了这些基因的表达,减少脂质过氧化,并提高铁死亡相关蛋白的表达。严重的低温会破坏大脑皮层神经细胞的代谢,导致铁凋亡相关基因的显著改变。这些遗传变化通过多种途径促进铁死亡。
    Abnormal shifts in global climate, leading to extreme weather, significantly threaten the safety of individuals involved in outdoor activities. Hypothermia-induced coma or death frequently occurs in clinical and forensic settings. Despite this, the precise mechanism of central nervous system injury due to hypothermia remains unclear, hindering the development of targeted clinical treatments and specific forensic diagnostic indicators. The GEO database was searched to identify datasets related to hypothermia. Post-bioinformatics analyses, DEGs, and ferroptosis-related DEGs (FerrDEGs) were intersected. GSEA was then conducted to elucidate the functions of the Ferr-related genes. Animal experiments conducted in this study demonstrated that hypothermia, compared to the control treatment, can induce significant alterations in iron death-related genes such as PPARG, SCD, ADIPOQ, SAT1, EGR1, and HMOX1 in cerebral cortex nerve cells. These changes lead to iron ion accumulation, lipid peroxidation, and marked expression of iron death-related proteins. The application of the iron death inhibitor Ferrostatin-1 (Fer-1) effectively modulates the expression of these genes, reduces lipid peroxidation, and improves the expression of iron death-related proteins. Severe hypothermia disrupts the metabolism of cerebral cortex nerve cells, causing significant alterations in ferroptosis-related genes. These genetic changes promote ferroptosis through multiple pathways.
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  • 文章类型: Journal Article
    目的:了解新生儿重症监护病房护士对早产儿低体温预防全过程的知识水平和临床实践。
    方法:在山东省23家医院进行了多中心描述性横断面研究,涉及254名新生儿重症监护病房护士。
    方法:采用基于循证知识和临床实践的早产儿低体温预防问卷和一般资料问卷收集数据。采用SPSS和EXCEL24.0数据库进行数据统计和分析。
    结果:近三分之一的护士不清楚在分娩管理和复苏过程中亚低温和保温措施的定义。羊水蒸发正确率知识较低。医院级别和护士文化程度越高,职称,工作经验,和位置,知识水平越高。护士的临床实践在体温评估工具方面有所不同,测量地点,和早产儿的测量频率。
    结论:新生儿重症监护病房的护士需要运用循证知识并进行实践干预,以确保早产儿从分娩室安全过渡到新生儿重症监护病房。
    结论:很少有研究评估新生儿护士关于预防早产儿从分娩室到新生儿重症监护病房的低体温的知识和实践。该研究发现了温度管理中的不足和问题,这些不足和问题可以归因于护士的知识水平。这些发现将有助于改善目前的课程,教学策略,和护士的知识水平,预防婴儿过早的低体温。
    本研究坚持STROBE观察性研究声明,并获得山东大学第二医院伦理委员会的批准(KYLL-2023LW045)。另外22家三级和二级医院,作为我们的联盟成员,承认我们在联盟中的主席地位,并愿意加入我们的学术活动。联盟单位之间道德备案的相互责任。
    从山东省23所三级和二级公立医院招募了254名护士。没有公众或患者参与。课题组成员利用问卷之星平台编制电子问卷,包括获得知情同意,采取预防措施完成问卷,并使用上述测量工具。项目研究小组联系了山东省23个新生儿重症监护室的护士长。在获得护士长的同意后,他们被要求将电子问卷的要求和链接发送到他们的微信管理群。护士通过每个问题,并做出选择,其中有两个选项\'同意\'或\'不同意。\'根据他们的回答,护士被评估为“掌握”或“未掌握”每个项目。每个“掌握”项目(正确答案)得分为4分;一个“未掌握”项目(错误答案)得分为0分。总分范围从0到100。
    OBJECTIVE: To investigate the knowledge level and clinical practice of neonatal intensive care unit nurses on the whole process of hypothermia prevention in preterm infants.
    METHODS: A polycentric descriptive cross-sectional study was conducted in 23 hospitals in Shandong province involving 254 neonatal intensive care unit nurses.
    METHODS: An evidence-based knowledge and clinical practice questionnaire on hypothermia prevention in preterm infants and a general information questionnaire were used to collect data. SPSS and EXCEL 24.0 database were used for data statistics and analysis.
    RESULTS: Nearly one-third of nurses were unclear about the definition of mild hypothermia and heat preservation measures during labour management and resuscitation. Knowledge about the correct rate of amniotic fluid evaporation was low. The higher the hospital level and nurses\' education level, professional title, work experience, and position, the higher the knowledge level. The clinical practice of nurses differed in terms of body temperature assessment tools, measurement sites, and measurement frequency for premature infants.
    CONCLUSIONS: Nurses in neonatal intensive care units need to apply evidence-based knowledge and carry out practice interventions to ensure preterm infants\' safe transition from the delivery room to the neonatal intensive care unit.
    CONCLUSIONS: There have been few studies evaluating neonatal nurses\' knowledge and practices with regards to the preventing hypothermia of premature infants from delivery room to neonatal intensive care unit. The study identifies the deficiencies and problems in temperature management that can be attributed to the knowledge level of nurses. The findings will help improve the current curriculum, teaching strategies, and the nurses\' knowledge levels, preventing premature hypothermia in infants.
    UNASSIGNED: This study adhered to the STROBE statement for observational studies and obtained approval (KYLL-2023LW045) from the ethics committee of The Second Hospital of Shandong University. The other 22 third- and second-level hospitals, as our alliance members, recognized our chairperson status within the alliance and were willing to join our academic activities. Mutual responsibility for ethical filing between alliance units.
    UNASSIGNED: 254 nurses were recruited from 23 tertiary and secondary public hospitals in Shandong province. No public or patient involvement. Members of the research group used the Questionnaire Star platform to prepare the electronic questionnaire, including obtaining informed consent, taking precautions for questionnaire completion, and using the aforementioned measurement tools. The project research team contacted the head nurses of 23 neonatal intensive care units in Shandong Province. After obtaining consent from the head nurses, they were asked to send the requirements and link of the electronic questionnaire to their WeChat management group. The nurses go through each question and make a choice which has two options of \'agree\' or \'disagree.\' Based on their answers, nurses were evaluated as having \'mastered\' or \'not mastered\' each item. Each \'mastered\' item (correct answer) was given a score of 4; an item \'not mastered\' (incorrect answer) was given a score of 0. The total score ranged from 0 to 100.
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  • 文章类型: Journal Article
    目的:大量出血的创伤患者通常是体温过低的重症监护病房。在院前环境中,主动加温毯已显示出减少体温过低的希望,但对他们在医院的使用知之甚少。这项试点评估的目的是了解Ready-Heat®毯在1级创伤中心的可行性,以改善大量出血创伤患者的体温过低管理。
    方法:这是一个前瞻性的,观察,在一个1级创伤中心进行的15例患者的可行性研究。如果患者出现在创伤湾,并且激活了大出血方案,则有资格入选。主要结果指标(可行性)包括:应用于患者的毯子;创伤舱的温度记录,以及下一阶段或最后阶段的护理;并在到达下一个阶段的护理后保留在患者身上。次要结果指标(安全性)包括皮肤刺激和寒冷不适。如果15名患者中有10名符合所有四个可行性标准,则认为使用Ready-Heat®毯是可行的。
    结果:将Ready-Heat®毯放置在所有患者身上,平均敷毯时间为24(±13.4)分钟。13名患者(86.7%)符合所有四个可行性标准。最初的挑战是在前五名患者中确定的,包括适当的毯子应用,在随后的护理阶段保持病人的毯子,无法获得温度记录。
    结论:Ready-Heat®毯被证明对该患者人群是可行的。有必要对低温预防和治疗进行更大规模的研究。
    背景:NCT04399902。
    2020年5月22日。
    OBJECTIVE: Massively bleeding trauma patients often arrive to intensive care units hypothermic. Active warming blankets have shown promise in reducing hypothermia in the pre-hospital setting, but less is known about their in-hospital use. The aim of this pilot evaluation was to understand the feasibility of the Ready-Heat® blanket in a level 1 trauma centre to improve the management of hypothermia in massively bleeding trauma patients.
    METHODS: This was a prospective, observational, feasibility study of 15 patients performed at a single level 1 trauma centre. Patients were eligible for enrollment if they presented to the trauma bay and a massive hemorrhage protocol was activated. Primary outcome measures (feasibility) included: blanket applied to the patient; temperature recording in the trauma bay, and next phase or final phase of care; and blanket remaining on patient upon arrival to the subsequent phase of care.Secondary outcome measures (safety) included skin irritation and cold discomfort. Use of the Ready-Heat® blanket was considered feasible if 10 of 15 patients met all four criteria for feasibility.
    RESULTS: The Ready-Heat® blanket was placed on all patients with mean time to blanket application of 24 (± 13.4) minutes. Thirteen patients (86.7%) met all four criteria for feasibility. Initial challenges were identified in the first five patients including proper blanket application, keeping the blanket on the patient through subsequent phases of care, and failure to obtain temperature recordings.
    CONCLUSIONS: The Ready-Heat® blanket proves feasible for this patient population. A larger study focusing on hypothermia prevention and treatment is warranted.
    BACKGROUND: NCT04399902.
    UNASSIGNED: May 22, 2020.
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  • 文章类型: Journal Article
    背景:尽管在心胸外科手术中使用基于乙二醇(GB)的解决方案的较新的加热器-冷却器技术已成为市售产品,缺乏描述其在体外循环(CPB)支持期间的有效性的临床数据.此分析旨在比较使用水基(WB)和GB加热器-冷却器系统的临床特征和手术结果。
    方法:对2022年6月至10月接受CPB的连续成年患者进行回顾性分析,比较WB或GB组。主要结局是手术死亡或主要发病率的复合。次要终点包括CPB的输血要求,患者降温和升温速率,和病例完成时的血管活性-正性肌力评分(VIS)。使用P控制图来监测复合结局的每周发生率。进行子分析以评估由胸外科医师协会(STS)索引的心脏手术病例的主要结局。
    结果:纳入167例患者进行分析;87例(52.1%)采用WB系统进行CPB,80例(47.9%)采用GB系统进行CPB。GB手术受试者较年轻(p=0.01),经历了更长的CPB时间(p=.034),并且更可能接受胸部移植或主动脉手术(p=0.015)。WB和GB组的手术死亡率或主要发病率的复合结局分别为29.9%和24%。分别(p=.372)。P控制图显示,在世界银行实践期间,每周平均发生率为30%,随着GB的实践,这一比例降至24%。在106例STS索引的心脏手术病例中,在我们的GB过渡后,平均复合结局发生率从19%下降至6%.此外,冷却,病例完成时,以患者BSA和VIS为指标的加温率无显著差异.
    结论:我们的分析表明,在我们的实践中,从WB到GB加热器-冷却器技术的安全过渡。这项早期分析表明,可以安全地采用GB加热器冷却器来减轻心脏外科手术患者非结核分枝杆菌感染的风险。
    BACKGROUND: While newer heater-cooler technologies using ethylene glycol-based (GB) solutions during cardiothoracic surgery have become commercially available, there is a paucity of clinical data describing their effectiveness during cardiopulmonary bypass (CPB) support. This analysis aimed to compare clinical characteristics and procedural outcomes using water-based (WB) and GB heater-cooler systems.
    METHODS: A retrospective analysis was performed on consecutive adult patients undergoing CPB from June to October 2022 comparing WB or GB groups. The primary outcome was a composite of operative death or major morbidity. Secondary endpoints included transfusion requirements on CPB, patient cooling and warming rates, and vasoactive-inotropic scores (VIS) at case completion. P-control charts were used to monitor the weekly incidence of the composite outcome. A sub-analysis was performed to evaluate the primary outcome for cardiac surgery cases indexed by the Society of Thoracic Surgeons (STS).
    RESULTS: There were 167 patients included for analysis; 87 (52.1%) underwent CPB with a WB system and 80 (47.9%) with a GB system. GB procedure subjects were younger (p = .01), experienced longer CPB times (p = .034), and were more likely to receive thoracic transplant or aortic surgery (p = 0.015). The composite outcome of operative mortality or major morbidity occurred in 29.9% and 24% of the WB and GB groups, respectively (p = .372). P-control charts indicated a weekly mean incidence of 30% during WB practice, which decreased to 24% with GB practice. Among 106 STS-indexed cardiac surgery cases, mean composite outcome incidence decreased from 19% to 6% following our GB transition. Additionally, cooling, and warming rates indexed to patient BSA and VIS at case completion were not significantly different.
    CONCLUSIONS: Our analysis demonstrated a safe transition from WB to GB heater-cooler technologies in our practice. This early analysis suggests that GB heater coolers may be safely adopted to mitigate the risks of nontuberculous mycobacterium infections for cardiac surgical patients.
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  • 文章类型: Journal Article
    提出了一种基于卷积神经网络(CNN)的具有简单身体传感器的实时低温和高温监测系统。传感器由3D打印的热致变色材料制成。由于热致变色材料的颜色随温度变化的特点,3D打印的热致变色聚乳酸(PLA)材料用于视觉监测温度变化。在本文中,我们使用了迁移学习技术,并对AlexNetCNN进行了微调。算法中使用了28-44°C之间的每种温度等级的30张图像和510张图像数据。我们使用80%和20%的数据进行训练和验证。我们通过微调的AlexNetCNN实现了96.1%的验证准确率。该材料的特性表明,它可以用于精密的温度传感和监测应用,特别是体温过低和体温过高。
    A real-time hypothermia and hyperthermia monitoring system with a simple body sensor based on a Convolutional Neural Network (CNN) is presented. The sensor is produced with 3D-printed thermochromic material. Due to the color change feature of thermochromic materials with temperature, 3D-printed thermochromic Polylactic Acid (PLA) material was used to monitor temperature changes visually. In this paper, we have used the transfer learning technique and fine-tuned the AlexNet CNN. Thirty images for each temperature class between 28-44°C and 510 image data were used in the algorithm. We used 80% and 20% of the data for training and validation. We achieved 96.1% accuracy of validation with a fine-tuned AlexNet CNN. The material\'s characteristics suggest that it could be employed in delicate temperature sensing and monitoring applications, particularly for hypothermia and hyperthermia.
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  • 文章类型: Journal Article
    背景:新生儿低体温是可预防的发病率和死亡率的主要原因,尤其是世界上最贫穷的新生儿。当袋鼠母亲护理(KMC)不足或不可用时,需要发热包裹,然而,关于这种包装的公开研究很少。DreamWarmer是一款旨在补充KMC的包装,并在正式的研究环境中得到了广泛的研究,但在现实世界中却没有得到广泛的研究。目标:我们使用实施科学方法来了解安全性,有效性,和梦暖的功能(以下,\“Warmer\”);它对临床工作流程的影响;它与KMC等其他方面的护理的相互作用;以及医疗保健提供者(HCP)和父母对Warmer的接待。方法:我们进行了前瞻性,介入,单臂,开放标签,在卢旺达农村6个地区医院和84个相关卫生中心进行的混合方法研究。我们的干预措施是提供加温器和温度调节教育课程。我们使用医疗记录比较了干预前后的数据,审计,和调查。研究结果:温暖者没有提出安全问题。它在绝大多数情况下被正确使用。平均进入温度从略低体温(36.41°C)开始升高,干预后恢复到恒温(36.53°C)(p=0.002)。在86%的使用中,患者的体温≥36.5°C。在1%的审计中,患者体温过高(37.6-37.9°C).HCP和父母都报告了与Warmer的总体积极经历。HCP受到挑战,要在需要之前做好准备。结论:Warmer在研究和现实条件下的功能相似。针对HCP和父母的持续教育对于确保提供连续的热链至关重要。让家庭参与体温调节可以减轻过度负担的HCP的负担,并提高父母的技能。体温过低是一种可预防的疾病,必须解决以优化新生儿生存和结局。
    Background: Neonatal hypothermia is a major cause of preventable morbidity and mortality, especially among the world\'s poorest newborns. A heat-producing wrap is necessary when kangaroo mother care (KMC) is insufficient or unavailable, yet there is little published research on such wraps. The Dream Warmer is a wrap designed to complement KMC and has been extensively studied in formal research settings but not in real-world conditions. Objectives: We used implementation science methodology to understand the safety, effectiveness, and functionality of the Dream Warmer (hereafter, \"Warmer\"); its effect on clinical workflows; its interaction with other aspects of care such as KMC; and the Warmer\'s reception by healthcare providers (HCPs) and parents. Methods: We conducted a prospective, interventional, one-arm, open-label, mixed-methods study in 6 district hospitals and 84 associated health centers in rural Rwanda. Our intervention was the provision of the Warmer and an educational curriculum on thermoregulation. We compared pre and post intervention data using medical records, audits, and surveys. Findings: The Warmer raised no safety concerns. It was used correctly in the vast majority of cases. The mean admission temperature rose from slightly hypothermic (36.41 °C) pre, to euthermic (36.53 °C) post intervention (p = 0.002). Patients achieved a temperature ≥36.5 °C in 86% of uses. In 1% of audits, patients were hyperthermic (37.6-37.9 °C). Both HCPs and parents reported a generally positive experience with the Warmer. HCPs were challenged to prepare it in advance of need. Conclusions: The Warmer functions similarly well in research and real-world conditions. Ongoing education directed toward both HCPs and parents is critical to ensuring the provision of a continuous heat chain. Engaging families in thermoregulation could ease the burden of overtaxed HCPs and improve the skill set of parents. Hypothermia is a preventable condition that must be addressed to optimize neonatal survival and outcome.
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