Skin temperature

皮肤温度
  • 文章类型: Journal Article
    背景:从有和没有2型糖尿病(DM2)的个体的红外(IR)图像中提取的辐射信息的定量解释是一个尚待解决的问题。考虑到DM2是世界范围内的健康问题并且开始向糖尿病足病(DFD)发展,这是特别有价值的。由于DM2会引起血管和神经水平的变化,由于这种改变,外皮肤上的代谢热分布被改变。这种贡献特别令人感兴趣的是下肢皮肤热模式上显示的那些改变。这种改变的核心是导致全身体温调节的血管和神经网络的恶化。在这种情况下,IR成像被引入作为一种可能的辅助工具,以在足够早的阶段帮助DM2的临床诊断,以防止DFD的发展。
    方法:下肢的红外图像是从一组临床诊断有和没有DM2的个体中获得的。患者的其他纳入标准应无任何可见伤口或组织相关创伤(例如,受伤,水肿,等等),也没有非代谢合并症。使用评估下肢温度分布的时空演变的指标对所有图像和数据进行同等处理和分析。我们研究了诱导外部刺激后个体腿的时间反应。为此,我们结合了不对称和热响应指数(ATR)和热响应指数(TRI)的信息,使用不同时间的图像计算,改善先前使用ATR和TRI分别获得的结果。
    结果:提出了从具有和不具有DM2的个体的下肢红外图像中提取的信息的新颖表示。此表示是使用前视图和后视图(PV)的ATR和TRI指数构建的,单独和结合来自两种观点的信息。在所有情况下,每个索引和每个视图的信息呈现线性属性,允许所述信息在明确定义和有限的空间中被定量地解释。这个代表,建在极坐标空间中,允许获得86%的灵敏度值,97%,97%,特异性值为83%,72%,前视(AV)为78%,PV,以及合并后的观点,分别。此外,观察到,定义这个新表示空间的角度变量允许显着(p<0.01)区分组,虽然与感兴趣的临床变量相关,如葡萄糖和糖化血红蛋白。
    结论:ATR和TRI指数之间存在的线性特性允许对从具有和不具有DM2的个体下肢的IR图像中提取的信息进行定量解释,并允许构建表示空间,以消除解释中可能的歧义,在简化它的同时,使其易于临床使用。
    BACKGROUND: The quantitative interpretation of the radiometric information extracted from infrared (IR) images in individuals with and without type 2 diabetes mellitus (DM2) is an open problem yet to be solved. This is of particular value given that DM2 is a worldwide health problem and onset for evolution toward diabetic foot disease (DFD). Since DM2 causes changes at the vascular and neurological levels, the metabolic heat distribution on the outer skin is modified as a consequence of such alterations. Of particular interest in this contribution are those alterations displayed over the skin\'s heat patterns at the lower limbs. At the core of such alterations is the deterioration of the vascular and neurological networks responsible for procuring systemic thermoregulation. It is within this context that IR imaging is introduced as a likely aiding tool to assist with the clinical diagnosis of DM2 at stages early enough to prevent the evolution of the DFD.
    METHODS: IR images of lower limbs are acquired from a cohort of individuals clinically diagnosed with and without DM2. Additional inclusion criteria for patients are to be free from any visible wound or tissue-related trauma (e.g., injuries, edema, and so forth), and also free from non-metabolic comorbidities. All images and data are equally processed and analyzed using indices that evaluate the spatial and temporal evolution of temperature distribution in lower limbs. We studied the temporal response of individuals\' legs after inducing an external stimulus. For this purpose, we combine the information of the asymmetry and thermal response index (ATR) and the thermal response index (TRI), computed using images at different times, improving the results previously obtained individually with ATR and TRI.
    RESULTS: A novel representation of the information extracted from IR images of the lower limbs in individuals with and without DM2 is presented. This representation was built using the ATR and TRI indices for the anterior and posterior views (PVs), individually and combining the information from both views. In all cases, the information of each index and each view presents linearity properties that allow said information to be interpreted quantitatively in a well-defined and limited space. This representation, built in a polar coordinate space, allows obtaining sensitivity values of 86%, 97%, and 97%, and specificity values of 83%, 72%, and 78% for the anterior view (AV), the PV, and the combined views, respectively. Additionally, it was observed that the angular variable that defines this new representation space allows to significantly (p < 0.01) differentiate the groups, while correlating with clinical variables of interest, such as glucose and glycated hemoglobin.
    CONCLUSIONS: The linearity properties that exist between the ATR and TRI indices allow a quantitative interpretation of the information extracted from IR images of the lower extremities of individuals with and without DM2, and allow the construction of a representation space that eliminates possible ambiguities in the interpretation, while simplifying it, making it accessible for clinical use.
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  • 文章类型: Journal Article
    正中神经阻滞的准确性通常通过测试fetlock和prong的内侧和背侧的皮肤敏感性来评估。本研究评估了在麻醉前后使用两种不同的红外(IR)热像仪(高端[FLIRP640]和智能手机IR热像仪[FLIROne®])获得的皮肤表面温度的主观和客观分析。正中神经。在用2%盐酸甲哌卡因进行正中神经阻滞后0、30、60和90分钟获得热像图。使用FLIRP640相机对热成像图像的主观分析发现,基于对正中神经预期皮段内皮肤温度的评估,评估人员对神经阻滞的存在具有>50%的一致性(p<0.01)。客观分析发现,使用FLIROne®在背侧fetlock治疗的腿部皮肤温度升高,在60分钟时,背骨和中骨,和在90分钟时的侧向踏板(p<0.05)。治疗过的腿,使用FLIRP640相机成像,在60分钟时,胎锁内侧的皮肤温度升高,在90分钟时,外侧的皮肤温度升高(p<0.05)。用P640相机获得的图像具有更高的分辨率和更精细的热细节。与使用P640相机获得的图像相比,使用FLIROne®相机获得的图像具有更宽的温度范围和总体更高的温度测量值(p<0.001)。使用FLIROne®相机时,应谨慎解读马的皮肤温度。此外,FLIROne®装置检测到治疗和未治疗的腿部皮肤表面温度升高,不应用于正中神经阻滞的评估.红外热成像似乎可用于通过观察神经周麻醉后皮肤表面温度的升高来确定高区域神经阻滞的存在,例如正中神经阻滞。有必要进行更大样本量的进一步研究,以及研究使用热成像技术评估其他区域神经阻滞。
    Accuracy of a median nerve block is normally assessed by testing skin sensitivity on the medial and dorsal aspects of fetlock and pastern. The present study evaluated subjective and objective analysis of skin surface temperature obtained with two different infrared (IR) thermography cameras (a high-end [FLIR P640] and a smartphone IR thermography device [FLIR One®]) before and after anaesthesia of the median nerve. Thermographic images were obtained at 0, 30, 60 and 90 minutes after performing a median nerve block with 2% mepivacaine hydrochloride. The subjective analysis of thermographic images using the FLIR P640 camera found assessors had >50% agreement for the presence of a nerve block (p<0.01) based on assessment of skin temperature within the expected dermatome of the median nerve. The objective analysis found skin temperature increases in the treated leg using the FLIR One® in the dorsal fetlock, dorsal pastern and medial pastern at 60 minutes, and the lateral pastern at 90 minutes (p<0.05). The treated leg, imaged using the FLIR P640 camera, had increases in skin temperature at the medial aspect of the fetlock at 60 minutes and lateral pastern at 90 minutes (p<0.05). Images obtained with the P640 camera had higher resolution and finer thermal detail. The images obtained with the FLIR One® camera had a wider temperature range with overall higher temperature measurements than the images obtained using the P640 camera (p<0.001). Skin temperatures in horses should be interpreted with caution when using the FLIR One® camera. Furthermore, the FLIR One® device detected an increase in skin surface temperature in both treated and non-treated legs and should not be used for assessment of a median nerve block. Infrared thermography appears to be useful for determining the presence of a high regional nerve block such as the median nerve block by observing increased temperatures of the skin surface after perineural anaesthesia. Further studies with a larger sample size as well as investigating the use of thermography for assessment of other regional nerve blocks are warranted.
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  • 文章类型: Journal Article
    以前的研究表明,正念程序可能是有用的,在很大一部分人口中,在练习至少8周时减少压力。本研究的目的是探讨一次正念练习在减轻女性癌症幸存者压力方面的作用。应用了两项重复测量研究;在第一项研究中,它是单独执行的,而在第二个,它是在一组中进行的。实施了社会心理措施,皮肤温度被记录为自主神经活动的标志。结果表明,只有在进行正念运动时,皮肤温度才会升高(p<0.05)。在同情期间具有较大的效应大小(d>0.8),暗示同情下降。此外,女性癌症幸存者群体的心理社会功能与非临床人群相似.这些数据是在多迷走神经理论的背景下讨论的,生物心理社会功能的理论模型,并且提供了关于正念和同情心对减轻压力和诱导女性癌症幸存者积极影响的证据。
    Previous studies have suggested that mindfulness programs can be useful, in a significant sector of the population, to reduce stress when practiced for at least 8 weeks. The objective of the present investigation was to explore the effect of a single session of mindfulness practice in reducing stress in female cancer survivors. Two repeated measures studies were applied; in the first one, it was performed individually, while in the second one, it was performed in a group. Psychosocial measures were administered, and skin temperature was recorded as a marker of autonomic nervous activity. The results indicate that only when the mindfulness exercise was presented did the skin temperature increase (p < 0.05), with a large effect size (d > 0.8) during compassion, suggesting sympathetic decline. Furthermore, the psychosocial functioning of the group of female cancer survivors was like that of the non-clinical population. The data are discussed in the context of Polyvagal Theory, a theoretical model of biopsychosocial functioning, and evidence is provided on the effect of mindfulness and compassion on reducing stress and inducing positive affect in female cancer survivors.
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  • 文章类型: Journal Article
    睡眠质量(SQ)是整体健康的关键方面。睡眠质量差可能会导致认知障碍,情绪障碍,和慢性疾病的风险增加。因此,评估睡眠质量有助于识别有风险的个体并制定有效的干预措施.SQ已被证明即使在觉醒期间也会影响心率变异性(HRV)和皮肤温度。从这个角度来看,使用可穿戴设备和非接触式技术连续监测HR和皮肤温度非常适合评估客观SQ。然而,缺乏对在清醒期间评估的HRV和皮肤温度指标之间的关系进行建模以预测SQ的研究。这项研究旨在开发基于HRV和皮肤温度的机器学习模型,这些模型可以估计匹兹堡睡眠质量指数(PSQI)评估的SQ。HRV是用可穿戴传感器测量的,通过红外热成像测量面部皮肤温度。建立了基于单峰和多模态HRV和皮肤温度的分类模型。应用于多模态HRV和皮肤温度的支持向量机提供了最佳的分类精度,83.4%。这项研究可以为采用可穿戴和非接触式技术来监测人体工程学应用的SQ铺平道路。所提出的方法通过实现比现有的最先进的方法更高的分类精度来显著地推进该领域。我们的多模态方法利用了HRV和皮肤温度指标的协同作用,从而提供更全面的SQ评估。定量绩效指标,如83.4%的分类准确率,强调了我们的方法在使用觉醒期间进行的非侵入性测量准确预测睡眠质量方面的鲁棒性和潜力。
    Sleep quality (SQ) is a crucial aspect of overall health. Poor sleep quality may cause cognitive impairment, mood disturbances, and an increased risk of chronic diseases. Therefore, assessing sleep quality helps identify individuals at risk and develop effective interventions. SQ has been demonstrated to affect heart rate variability (HRV) and skin temperature even during wakefulness. In this perspective, using wearables and contactless technologies to continuously monitor HR and skin temperature is highly suited for assessing objective SQ. However, studies modeling the relationship linking HRV and skin temperature metrics evaluated during wakefulness to predict SQ are lacking. This study aims to develop machine learning models based on HRV and skin temperature that estimate SQ as assessed by the Pittsburgh Sleep Quality Index (PSQI). HRV was measured with a wearable sensor, and facial skin temperature was measured by infrared thermal imaging. Classification models based on unimodal and multimodal HRV and skin temperature were developed. A Support Vector Machine applied to multimodal HRV and skin temperature delivered the best classification accuracy, 83.4%. This study can pave the way for the employment of wearable and contactless technologies to monitor SQ for ergonomic applications. The proposed method significantly advances the field by achieving a higher classification accuracy than existing state-of-the-art methods. Our multimodal approach leverages the synergistic effects of HRV and skin temperature metrics, thus providing a more comprehensive assessment of SQ. Quantitative performance indicators, such as the 83.4% classification accuracy, underscore the robustness and potential of our method in accurately predicting sleep quality using non-intrusive measurements taken during wakefulness.
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  • 文章类型: Journal Article
    野外消防员(WFF)在工作期间经常面临苛刻的物理和环境条件,例如高环境温度,具有挑战性的地形,重型设备和防护装备。这些条件会导致体温调节反应紧张,导致疲劳加剧,对他们的健康和安全构成风险。这项研究检查了在炎热环境中进行身体活动时两种冷却干预措施的有效性。
    八名活跃的男性WFF参加了比赛,比较穿着冷却背心(VEST)和个人防护装备拆除(被动式)对控制条件(PPE)的影响。参与者在热条件(30°C和30%相对湿度)下以6km·h-1的速度在跑步机上行走约75分钟。在最初的20分钟活动后,每15分钟引入增量斜率增加,每个增量之间有5分钟的被动恢复。在整个方案中监测生理和感知参数。
    在皮肤温度(PPE中36.3±0.2、36.2±0.4和35.4±0.6°C,被动式和VEST,分别),生理应变指数(PPE中5.2±0.4、5.6±1.1和4.3±1.4,PASSIVEandVEST)andthermalsensing(6.6±0.6,6.4±0.7and5.3±0.7inPPE,被动式,和VEST)。然而,降温策略对心率没有显著影响,胃肠道温度或表现。
    尽管观察到对生理反应的影响,在测试的实验条件下,两种冷却策略均未有效减轻WFF的热应变。
    UNASSIGNED: Wildland firefighters (WFFs) regularly face demanding physical and environmental conditions during their duties, such as high ambient temperatures, challenging terrains, heavy equipment and protective gear. These conditions can strain thermoregulatory responses, leading to increased fatigue and posing risks to their health and safety. This study examined the effectiveness of two cooling interventions during physical activity in hot environments.
    UNASSIGNED: Eight active male WFFs participated, comparing the effects of wearing a cooling vest (VEST) and personal protective equipment removal (PASSIVE) against a control condition (PPE). Participants walked on a treadmill at a speed of 6 km·h-1 for approximately 75-min under hot conditions (30°C and 30% relative humidity). Incremental slope increases were introduced every 15 min after the initial 20 min of activity, with 5-min passive recovery between each increment. Physiological and perceptual parameters were monitored throughout the protocol.
    UNASSIGNED: Significant main effects (p < 0.05) were observed in skin temperature (36.3 ± 0.2, 36.2 ± 0.4 and 35.4 ± 0.6°C in PPE, PASSIVE and VEST, respectively), physiological strain index (5.2 ± 0.4, 5.6 ± 1.1 and 4.3 ± 1.4 in PPE, PASSIVE and VEST) and thermal sensation (6.6 ± 0.6, 6.4 ± 0.7 and 5.3 ± 0.7 in PPE, PASSIVE, and VEST). However, no significant effects of the cooling strategies were observed on heart rate, gastrointestinal temperature or performance.
    UNASSIGNED: Despite the observed effects on physiological responses, neither cooling strategy effectively mitigated thermal strain in WFFs under the experimental conditions tested.
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  • 文章类型: Journal Article
    简介:在炎热环境中操作的消防员面临着来自限制散热的防护服的挑战,导致核心温度升高,热不适,和业绩下滑。冷却背心是一种可行的解决方案。该研究的目的是比较相同量的冷却能力对上身(UB)或全身(WB)在减轻体温调节和生理压力方面的有效性。增强认知功能,减少热不适和劳累的等级,在炎热的环境中运动60分钟(40°C,相对湿度为40%),同时佩戴消防员道岔装备。方法:八名健康个体(27.5±3岁)参加了三种情况,没有冷却(对照)或使用液体灌注衬衫主动冷却(UB冷却),或用液体灌注的衬衫和裤子(WB冷却)。在每次审判中,受试者进行了三组15分钟的踩踏(20步·min-1)和5分钟的休息。结果:与完全没有冷却相比,两种冷却策略都是有益的。受试者在控制期间只能完成两次锻炼,但是他们用主动冷却完成了所有三场比赛。WB冷却提供了优于UB冷却的核心和皮肤温度,和热舒适和感觉。只有在第三次锻炼比赛中,才能最大程度地减少核心温度升高的优势。讨论:在这些条件下,主动冷却是有利的。在大强度运动中,WB冷却与UB冷却相比提供了一些好处;但是,尚不确定在轻度至中度运动中是否会观察到这些益处,这更有可能反映了实际的消防情况。MansouriF,TalebianNiaM,VillarR,CornishSM,吉斯布雷希特GG.向上-与全身冷却在运动过程中与热防护服在热。AerospMed嗡嗡声表演。2024;95(9):659-666。
    INTRODUCTION: Firefighters operating in hot environments face challenges from protective garments that restrict heat dissipation, resulting in increased core temperature, thermal discomfort, and performance decline. Cooling vests represent a viable solution. The study aim was to compare effectiveness of the same amount of cooling power to the upper body (UB) or whole body (WB) in alleviating thermoregulatory and physiological stress, enhancing cognitive function, and reducing ratings of thermal discomfort and exertion, during 60 min of exercise in a hot environment (40°C, 40% relative humidity) while wearing firefighter turnout gear.METHODS: Eight healthy individuals (27.5 ± 3 y) participated in three conditions with either no cooling (Control) or active cooling with a liquid perfused shirt (UB cooling), or with a liquid perfused shirt and pants (WB cooling). In each trial, subjects performed three sets of 15 min of stepping (20 steps ⋅ min-1) and 5 min of rest.RESULTS: Both cooling strategies were beneficial compared to having no cooling at all. Subjects could only complete two exercise bouts during Control, but they completed all three bouts with active cooling. WB cooling provided an advantage over UB cooling for core and skin temperature, and thermal comfort and sensation. The advantage in minimizing the increase in core temperature was only evident during the third exercise bout.DISCUSSION: Active cooling is advantageous under these conditions. WB cooling provided some benefits vs UB cooling during heavy intensity exercise; however, it is uncertain whether these benefits would be observed during light-to-moderate exercise, which more likely reflects an actual firefighting scenario.Mansouri F, Talebian Nia M, Villar R, Cornish SM, Giesbrecht GG. Upper- vs. whole-body cooling during exercise with thermal protective clothing in the heat. Aerosp Med Hum Perform. 2024; 95(9):659-666.
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  • 文章类型: Journal Article
    我们在这项研究中的目的是测试10次生物反馈(BFB)对生理,心理,和国际网球运动员的认知功能。在这项随机对照试验中,我们招募了16名国际网球运动员(11名男性,5名女性;法师=17.31,SD=0.87岁),他们被随机分配到干预组(IG;n=8)或对照组(CG;n=8)。IG中的人在四个星期内接受了10次多式联运BFB会议,而CG中的人没有接受干预。我们评估了生理,心理,以及干预前后的认知参数,发现对皮肤温度有积极影响,状态焦虑,以及IG与CG的认知表现。我们提供的初步数据表明,10次多模式BFB可改善国际网球运动员的认知功能并减少焦虑症状。未来的研究人员应该考虑增加样本量,结合一个活跃的CG,并在不同的运动学科中研究这些影响。
    Our aim in this study was to test the effect of 10 sessions of biofeedback (BFB) on physiological, psychological, and cognitive functioning of international tennis players. In this randomized controlled trial, we recruited 16 international tennis players (11 male, 5 female; Mage = 17.31, SD = 0.87 years), who were randomly assigned to either an intervention group (IG; n = 8) or a control group (CG; n = 8). Those in the IG received 10 multimodal BFB sessions over four weeks, while those in the CG received no intervention. We assessed physiological, psychological, and cognitive parameters before and after the intervention and found a positive effect for skin temperature, state anxiety, and cognitive performance in the IG versus the CG. We provide preliminary data that 10 sessions of multimodal BFB improved cognitive functions and reduced anxiety symptoms in international tennis players. Future investigators should consider increasing sample size, incorporating an active CG, and studying these effects across diverse athletic disciplines.
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  • 文章类型: Journal Article
    性别差异是个性化热环境控制中需要考虑的关键因素,它的出现机制在不同的热环境中可能有所不同。然而,缺乏对不同环境中体温(皮肤和核心体温)和热感知的性别差异的比较分析。稳定的环境实验(包括三个条件:16°C,20°C,和24°C)并进行了瞬态环境实验(涉及从19°C到35°C再回到19°C的全身阶跃变化),有20名年轻男性和20名年轻女性参与。在实验过程中连续记录皮肤温度和核心体温,并定期收集三种类型的热感知。结果表明:(1)热环境对女性皮肤温度的影响超过对男性皮肤温度的影响,在稳定的环境中,环境温度每升高1°C,男性的平均皮肤温度分别增加了0.28°C和女性的0.35°C;在短暂的环境中,女性意味着皮肤温度以更快的速度上升和下降。(2)男性表现出比女性更强的热调节能力,在环境温度突然升高(从19°C到35°C)时尤其明显,其中男性核心体温的降低幅度明显更大。(3)无论是在稳定或瞬态环境中,皮肤温度和远端部位的热感觉经常发生显著的性别差异,尤其是手。(4)男性通常比女性反馈更高的热舒适度和热可接受性,这表明除了生理上的性别差异,心理上的性别差异也起作用。总之,稳定的热环境的个性化设计可以关注皮肤温度的性别差异,而瞬态热环境需要同时考虑皮肤温度和核心体温。综合考虑生理和心理性别差异有助于以更高的精度创建个性化的热环境。
    Sex difference stands as a crucial factor necessitating consideration in personalized thermal environment control, with the mechanisms of its emergence potentially differing across different thermal environments. However, a comparative analysis of sex differences regarding body temperature (skin and core body temperature) and thermal perception across different environments is lacking. A stable environmental experiment (comprising three conditions: 16 °C, 20 °C, and 24 °C) and a transient environmental experiment (involving a whole-body step-change from 19 °C to 35 °C and back to 19 °C) were conducted, with participation from 20 young males and 20 young females. Skin temperature and core body temperature were continuously recorded during the experiments, and three types of thermal perceptions were regularly collected. The results showed that: (1) The impact of thermal environment on females\' skin temperature surpassed that on males, in stable environment, with every 1 °C rise in ambient temperature, the mean skin temperature increased by 0.28 °C for males and 0.35 °C for females respectively; in transient environment, females\' mean skin temperature raise and fell at a faster rate. (2) Males exhibited stronger thermal regulation abilities than females, particularly evident during sudden increase in ambient temperature (from 19 °C to 35 °C), where the reduction magnitude of males\' core body temperature was notably larger. (3) Whether in stable or transient environments, significant sex differences often occurred in skin temperature and thermal sensation at distal parts, particularly at the hand. (4) Males typically fed back higher levels of thermal comfort and thermal acceptability than females, suggesting that in addition to physiological sex differences, psychological sex distinctions also play a role. In summary, personalized design for stable thermal environment can focus on sex differences in skin temperature, while transient thermal environment requires consideration of both skin temperature and core body temperature. A comprehensive consideration of physiological and psychological sex differences aids in creating personalized thermal environments with greater precision.
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  • 文章类型: Journal Article
    当核心体温下降时,就会发生从清醒到睡眠的转变。后者是通过增加皮肤血流量促进的,将内部热量散发到睡眠者身体周围的微环境中。接近睡眠开始时皮肤血流量的增加导致远端(手和脚)和近端(腹部)温度升高约1°C和0.5°C,分别。表征整个睡眠阶段的皮肤温度变化的动力学并理解其与睡眠质量的关系需要一种不显眼地和纵向地估计皮肤温度的手段。利用来自温度传感器条(TSS)的数据,在智能床的床垫表面附近嵌入五个单独的温度传感器,我们已经开发了一种算法,以分钟长的时间分辨率来估计远端皮肤温度。来自18名参与者的数据被用来开发一种算法,该算法使用两阶段回归模型(梯度提升树,然后是随机森林)来估计远端皮肤温度。应用五折交叉验证程序来训练和验证模型,使得来自参与者的数据只能在训练集或验证集中,而不能在两者中。利用实验室内数据进行算法验证。本研究中提出的算法可以以分钟级别的分辨率估计远端皮肤温度,精度以平均一致性极限[-0.79至0.79°C]和平均测定系数R2=0.87为特征。这种方法可以使不显眼的,纵向和生态上有效收集睡眠期间的远端皮肤温度值。相对而言,样本量较小,因此需要进一步的验证工作。
    The transition from wakefulness to sleep occurs when the core body temperature decreases. The latter is facilitated by an increase in the cutaneous blood flow, which dissipates internal heat into the micro-environment surrounding the sleeper\'s body. The rise in cutaneous blood flow near sleep onset causes the distal (hands and feet) and proximal (abdomen) temperatures to increase by about 1 °C and 0.5 °C, respectively. Characterizing the dynamics of skin temperature changes throughout sleep phases and understanding its relationship with sleep quality requires a means to unobtrusively and longitudinally estimate the skin temperature. Leveraging the data from a temperature sensor strip (TSS) with five individual temperature sensors embedded near the surface of a smart bed\'s mattress, we have developed an algorithm to estimate the distal skin temperature with a minute-long temporal resolution. The data from 18 participants who recorded TSS and ground-truth temperature data from sleep during 14 nights at home and 2 nights in a lab were used to develop an algorithm that uses a two-stage regression model (gradient boosted tree followed by a random forest) to estimate the distal skin temperature. A five-fold cross-validation procedure was applied to train and validate the model such that the data from a participant could only be either in the training or validation set but not in both. The algorithm verification was performed with the in-lab data. The algorithm presented in this research can estimate the distal skin temperature at a minute-level resolution, with accuracy characterized by the mean limits of agreement [-0.79 to +0.79 °C] and mean coefficient of determination R2=0.87. This method may enable the unobtrusive, longitudinal and ecologically valid collection of distal skin temperature values during sleep. Therelatively small sample size motivates the need for further validation efforts.
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  • 文章类型: Journal Article
    由于有限的对流和蒸发而受损的热损失会增加热应变。我们旨在确定在热损失受损的状态下摄入冰浆以减少热疗后的热应变的有效性。十二名健康男性(年龄:25±4y)接受了热水浸泡,使直肠温度(Trec)四次升高1.82±0.08°C。在随后的60分钟的坐位恢复中,参与者在环境条件(21±1°C,39±10%相对湿度),穿着T恤和短裤(2次试验:ICE和CON)或全身运动服(2次试验:ICE-SS和CON-SS)。记录了Trec和平均皮肤温度(Tsk),并计算了储热的两室测温模型。与CON相比,ICE在20-40min时的储热较低(p≤0.044,d≥0.88),而ICE-SS在40-60min时的储热较CON-SS低(p≤0.012,d≥0.93)。在30-60min时,与CON相比,ICE中的Trec较低(p≤0.034,d≥0.65),与40min时的CON-SS相比,ICE-SS中的Trec降低的趋势(p=0.079,d=0.60)。与ICE和CON相比,ICE-SS和CON-SS的Tsk更大(p<0.001,d≥3.37)。与CON相比,ICE的Tsk较低的趋势在20-40min发现(p≤0.099,d≥0.53),ICE-SS与CON-SS无差异(p≥0.554,d≤0.43)。当通过对流和蒸发的热量损失受到影响时,冰浆的摄入可以有效地减少热量的储存。与那些穿着个人防护设备或出汗受损的人有关。受损的热损失延迟了储热的减少,可能与冰浆摄入不降低Tsk有关。
    Compromised heat loss due to limited convection and evaporation can increase thermal strain. We aimed to determine the effectiveness of ice slurry ingestion to reduce thermal strain following hyperthermia in a state of compromised heat loss. Twelve healthy males (age: 25 ± 4y) underwent hot water immersion to elevate rectal temperature (Trec) by 1.82 ± 0.08°C on four occasions. In the subsequent 60-min of seated recovery, participants ingested either 6.8 g·kg-1 of ice slurry (-0.6°C) or control drink (37°C) in ambient conditions (21 ± 1°C, 39 ± 10% relative humidity), wearing either t-shirt and shorts (2 trials: ICE and CON) or a whole-body sweat suit (2 trials: ICE-SS and CON-SS). Trec and mean skin temperature (Tsk) were recorded and a two-compartment thermometry model of heat storage was calculated. Heat storage was lower in ICE compared with CON at 20-40min (p ≤ 0.044, d ≥ 0.88) and for ICE-SS compared with CON-SS at 40-60 min (p ≤ 0.012, d ≥ 0.93). Trec was lower in ICE compared with CON from 30-60min (p ≤ 0.034, d ≥ 0.65), with a trend for a reduced Trec in ICE-SS compared with CON-SS at 40min (p = 0.079, d = 0.60). A greater Tsk was found in ICE-SS and CON-SS compared with ICE and CON (p < 0.001, d ≥ 3.37). A trend for a lower Tsk for ICE compared with CON was found at 20-40min (p ≤ 0.099, d ≥ 0.53), no differences were found for ICE-SS vs CON-SS (p ≥ 0.554, d ≤ 0.43). Ice slurry ingestion can effectively reduce heat storage when heat loss through convection and evaporation is compromised, relevant to those wearing personal protective equipment or those with compromised sweat loss. Compromised heat loss delays the reduction in heat storage, possibly related to ice slurry ingestion not lowering Tsk.
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