The Dangerous Middle: Situational Awareness and Worker Perception of Beetle Kill

ABSTRACT

Forest workers, including loggers, foresters, and wildland firefighters, are regularly exposed to some of the most fatal occupational environments in the United States. These hazardous work environments may become even more complex and dynamic when subject to bark beetle outbreaks that have resulted in significant tree mortality. The impacts of tree death from bark beetles are significant, with the cumulative 17-year (2000–2016) footprint for bark beetle caused tree mortality estimated at 54 million acres. However, how workers think about and act in these environments is understudied. This study, therefore, approaches the issue of beetle kill and forest worker safety by examining the perspectives or workers themselves. Its contribution is to leverage ethnographic research to provide insights that can generate new research questions, better inform outreach, and ultimately improve worker safety outcomes. The resulting insights show that beetle kill was understood by workers as a hazard that increased the complexity and dynamism of the work environment, making situational awareness both more necessary and more difficult to maintain. While much research about situational awareness focuses on hazardous situations, it is suggested that building adequate situational awareness should also include broader considerations of organizational communication, as well as training and experience considered over the course of entire careers.     

Body weight regulation in ground squirrels and hypothalamically lesioned rats: slow and sudden set point changes

Golden-mantled ground squirrels. Citellus lateralis, have a near annual cycle in body weight. In the present experiments their weights were temporarily forced off the usual levels either by food deprivation during a phase of weight gain or by offering extra palatable food during a phase of weight loss. When these treatments ceased the weights returned to levels appropriate for that time of year rather than to pretreatment values. Therefore the cycle of body weight in uniform and ad lib conditions reflects an underlying cycle in slowly climbing or sliding set points for body weight. In contrast to fattening ground squirrels, lesioned rats in the dynamic phase of hypothalamic hyperphagia did not compensate well for weight losses incurred during food deprivation. Weight gain during the dynamic phase appears to be roughly proportional to the discrepancy between actual and set weights, the latter being suddenly much elevated by the lesion.     

Forces and moments on the human leg in the frontal plane during static bipedal stance.

An experimental apparatus was assembled that permitted measurement of the vertical and lateral ground reaction forces as the hip is abducted, resulting in foot separations ranging from 0.25 to 71 cm, with the knee in 0 degree flexion. Twelve healthy volunteers (8 men and 4 women) were tested. The hip joint was located by means of center of rotation measurements on each subject's legs, and the location of the knee joint was determined using anatomical measurements. It was observed that the mediolateral force was nonzero and directed toward the body midline, even when the subject's feet were placed together. With the feet placed at shoulder width, the population mean mediolateral force was 3% of body weight. It was determined that simplifying assumptions based upon either "zero lateral force," or "zero hip moment," produced errors, when compared with our measured values, over various ranges of foot separation, with the zero hip moment assumption providing accuracy over a broader range. The inclination of the tibial plateau, with respect to the long axis of the tibia, that would produce minimal mediolateral shear at the knee is presented. Research and clinical applications of our results and techniques are discussed.     

Time-integrated propulsive and braking impulses do not depend on walking speed

BackgroundEnhancing propulsion during walking is often a focus in physical therapy for those with impaired gait. However, there is no consensus in the literature for assessing braking and propulsion. Both are typically measured from the anterior-posterior ground reaction force (AP-GRF). While normalization of AP-GRF force by bodyweight is commonly done in the analysis, different methods for AP-GRF time axis normalization are used.Research questionDoes walking speed affect propulsion and/or braking, and how do different methods for calculating propulsion and braking impact the conclusion, in both healthy adults and those with lower limb impairment?MethodsWe investigated three different analysis methods for assessing propulsion. 1. BW-TimeIntegration: Bodyweight (BW) normalized time integration of AP-GRF (units of BWs). 2. BW-%StanceIntegration: BW normalized AP-GRF is resampled to percent stance phase prior to integration (units of BW%Stance). 3. BW-Peak: BW normalized peak force (units of BW). We applied these methods to two data sets. One data set included AP-GRFs from trials of slow, self-selected, and fast walking speeds for 203 healthy controls (HCs); a second data set included subjects with lower limb orthopedic injuries.ResultsUsing the BW-TimeIntegration method, we found no effect of walking speed on propulsion for HCs. Time integration over the longer stance phase of slower walking balanced the lower magnitude AP-GRFs of slower walking, resulting in a time-integrated impulse that was the same regardless of walking speed. In contrast, the other two methods that are not time integration methods found that propulsion increased with walking speed. Similarly, in the gait pathology data set, differences in results were found depending on the analysis method used.SignificanceFor many gait studies concerning propulsion and/or braking, the impulse measure used should be related to the body’s change of momentum, necessitating an analysis method with a time integration of the AP-GRF.     

Input representations and classification strategies for automated human gait analysis

BackgroundQuantitative gait analysis produces a vast amount of data, which can be difficult to analyze. Automated gait classification based on machine learning techniques bear the potential to support clinicians in comprehending these complex data. Even though these techniques are already frequently used in the scientific community, there is no clear consensus on how the data need to be preprocessed and arranged to assure optimal classification accuracy outcomes.Research questionIs there an optimal data aggregation and preprocessing workflow to optimize classification accuracy outcomes?MethodsBased on our previous work on automated classification of ground reaction force (GRF) data, a sequential setup was followed: firstly, several aggregation methods – early fusion and late fusion – were compared, and secondly, based on the best aggregation method identified, the expressiveness of different combinations of signal representations was investigated. The employed dataset included data from 910 subjects, with four gait disorder classes and one healthy control group. The machine learning pipeline comprised principle component analysis (PCA), z-standardization and a support vector machine (SVM).ResultsThe late fusion aggregation, i.e., utilizing majority voting on the classifier's predictions, performed best. In addition, the use of derived signal representations (relative changes and signal differences) seems to be advantageous as well.SignificanceOur results indicate that great caution is needed when data preprocessing and aggregation methods are selected, as these can have an impact on classification accuracies. These results shall serve future studies as a guideline for the choice of data aggregation and preprocessing techniques to be employed.     

Dynamically adjustable foot-ground contact model to estimate ground reaction force during walking and running

Human dynamic models have been used to estimate joint kinetics during various activities. Kinetics estimation is in demand in sports and clinical applications where data on external forces, such as the ground reaction force (GRF), are not available. The purpose of this study was to estimate the GRF during gait by utilizing distance- and velocity-dependent force models between the foot and ground in an inverse-dynamics-based optimization. Ten males were tested as they walked at four different speeds on a force plate-embedded treadmill system. The full-GRF model whose foot-ground reaction elements were dynamically adjusted according to vertical displacement and anterior-posterior speed between the foot and ground was implemented in a full-body skeletal model. The model estimated the vertical and shear forces of the GRF from body kinematics. The shear-GRF model with dynamically adjustable shear reaction elements according to the input vertical force was also implemented in the foot of a full-body skeletal model. Shear forces of the GRF were estimated from body kinematics, vertical GRF, and center of pressure. The estimated full GRF had the lowest root mean square (RMS) errors at the slow walking speed (1.0 m/s) with 4.2, 1.3, and 5.7% BW for anterior–posterior, medial–lateral, and vertical forces, respectively. The estimated shear forces were not significantly different between the full-GRF and shear-GRF models, but the RMS errors of the estimated knee joint kinetics were significantly lower for the shear-GRF model. Providing COP and vertical GRF with sensors, such as an insole-type pressure mat, can help estimate shear forces of the GRF and increase accuracy for estimation of joint kinetics.     

A Quick and Easy Approach to Prepare Ground Bone Slides from Undecalcified Skeleton

Ground bone slides are not only necessary for teaching histology of Haversian system to undergraduate and postgraduate students, but also essential for rapid pathological diagnosis in related diseases as well as to be used in polarizing microscopy and studying bone architectures from fossils. This technique is also applicable for hard tissues like teeth. Present histology manual-cum-practical literatures though prefer bone-slide preparation from decalcified skeleton, but Haversian architectures with osteons are vivid in ground bone slides. Here a technique is briefed; which have practiced well to prepare the ground bone slides with very simple, cheap and easily available equipments in a very short time, which can be adopted by anatomists, odontologists and geologists for quick making of compact bone slides without hampering the bone continuity avoiding hazardous and time consuming methods or costly equipments like freezing microtome.     

特发性肺间质纤维化患者HRCT特征分析

目的分析特发性肺间质纤维化(IPF)患者高分辨CT(HRCT)的特征。方法选择我院经支气管镜病理活检诊断为IPF的患者56例,对其进行普通CT扫描及HRCT扫描,观察其病变情况及影像表现,分析其特征。结果普通CT显示,56例患者病变部位均呈弥漫性分布,均可见胸膜下间质网状影或线影,多分布于双肺下肺野,可见囊状、蜂窝状影及磨玻璃密度影或实变影;HRCT显示,56例患者均为双肺受累,病变部位多数分布对称,病变多分布于肺尖肺底方向上(以下肺野为主)和轴位上(以周边分布为主),偶见上肺野或随机分布HRCT影像学结果均见胸膜下间质网状影或线影,多数见肺气肿以及网状或蜂窝征,部分可见磨玻璃密度和两下肺牵拉支气管扩张。结论IPF患者HRCT具有一定特征,但应注意联合各征象与其他肺部间质疾病区别,准确诊断,尽早治疗。