A New Achievable Scheme for Interference Relay Channels

We establish an achievable rate region for discrete memoryless interference relay channels that consist of two source-destination pairs and one or more relays. We develop an achievable scheme combining Han-Kobayashi and noisy network coding schemes. We apply our achievability to two cases. First, we characterize the capacity region of a class of discrete memoryless interference relay channels. This class naturally generalizes the injective deterministic discrete memoryless interference channel by El Gamal and Costa and the deterministic discrete memoryless relay channel with orthogonal receiver components by Kim. Moreover, for the Gaussian interference relay channel with orthogonal receiver components, we show that our scheme achieves a better sum rate than that of noisy network coding.Comment: 18 pages, 4 figure

Unsupervised Statistical Feature-Guided Diffusion Model for Sensor-based Human Activity Recognition

Recognizing human activities from sensor data is a vital task in various domains, but obtaining diverse and labeled sensor data remains challenging and costly. In this paper, we propose an unsupervised statistical feature-guided diffusion model for sensor-based human activity recognition. The proposed method aims to generate synthetic time-series sensor data without relying on labeled data, addressing the scarcity and annotation difficulties associated with real-world sensor data. By conditioning the diffusion model on statistical information such as mean, standard deviation, Z-score, and skewness, we generate diverse and representative synthetic sensor data. We conducted experiments on public human activity recognition datasets and compared the proposed method to conventional oversampling methods and state-of-the-art generative adversarial network methods. The experimental results demonstrate that the proposed method can improve the performance of human activity recognition and outperform existing techniques

Factors associated with discharge of children from the emergency department after interfacility transfer

Purpose To investigate the factors associated with discharge of children from the emergency department (ED) after interfacility transfer. Methods We reviewed consecutive children who visited the ED via interfacility transfer from January 2014 to December 2015. The children were divided into two groups according to whether they were discharged from the ED or not (the discharge and admission groups), and their characteristics were compared. Multivariable logistic regression analysis was performed to identify the factors associated with discharge of children from the ED after interfacility transfer. Results Of the 999 transferred children, 426 (42.6%) were discharged. Compared to the admission group, these children showed older age, more frequent transfers from clinics and arrivals between 16 h and 20 h, shorter stay in the ED, and less frequent surgical abdomen. We found that age (3 to 6 years; adjusted odds ratio [OR], 1.8; 95% confidence interval [CI], 1.3-2.6, compared with 0 to 2 years), diagnosis (trauma; OR, 2.4; 95% CI, 1.5-4.0, compared with gastrointestinal diseases), and referring hospital (primary clinic; OR, 5.4; 95% CI, 3.1-9.4, compared with tertiary hospitals) were the factors. Conclusion The children who aged 3 to 6 years, had trauma or underwent transfers from primary clinics were more likely to be discharged at the ED. Considering these factors, we should reduce unnecessary transfers

Epidural cement leakage through pedicle violation after balloon kyphoplasty causing paraparesis in osteoporotic vertebral compression fractures - a report of two cases

Kyphoplasty is advantageous over vertebroplasty in terms of better kyphosis correction and diminished risk of cement extravasations. Literature described cement leakage causing neurological injury mainly after vertebroplasty procedure; only a few case reports show cement leakage with kyphoplasty without neurological injury or proper cause of leakage. We present a report two cases of osteoporotic vertebral compression fracture treated with kyphoplasty and developed cement leakage causing significant neurological injury. In both cases CT scan was the diagnostic tool to identify cause of cement leakage. CT scan exhibited violation of medial pedicle wall causing cement leakage in the spinal canal. Both patients displayed clinical improvement after decompression surgery with or without instrumentation. Retrospectively looking at stored fluoroscopic images, we found that improper position of trocar in AP and lateral view simultaneously while taking entry caused pedicle wall violation. We suggest not to cross medial pedicle wall in AP image throughout the entire procedure and keeping the trocar in the center of pedicle in lateral image would be the most important precaution to prevent such complication. Our case reports adds the neurological complications with kyphoplasty procedure and suggested that along with other precautions described in the literature, entry with trocar along the entire procedure keeping the oval shape of pedicle in mind (under C-arm) will probably help to prevent such complications

Appropriateness of transport of children via emergency medical service providers according to the decision-maker on referred hospitals

Purpose We aimed to investigate the appropriateness of transport of children via emergency medical service providers (EMSP) according to the decision-maker on referred hospitals (EMSP [EMSP group] vs. guardians [user group]). Methods We analyzed first aid records by EMSP for children aged 15 years or younger in Gyeonggi province, Korea, from January 2012 through December 2013. We obtained the following data: scene, symptom, type (high-level [regional/local emergency medical centers] or not) and location (out-of-province or not) of referred hospitals, injury, level of consciousness (alert or not), and prehospital triage results by EMSP (emergent/less emergent or not). Results A total of 50,407 children were included, of whom 37,626 (74.6%) belonged to the user group. Overall, the most common scene, symptom, and type and location of referred hospitals were home (57.0%), pain (33.3%), and inside-the-province and local emergency medical centers (44.2%), respectively. The user group showed less frequent injury (P < 0.001), decreased level of consciousness (P < 0.001), and no significant difference in the triage results (P = 0.074). This group showed more frequent transport to high-level and out-of-province emergency medical centers (P < 0.001), and longer transport (P < 0.001). Conclusion The user group showed more frequent transport to high-level or remote referred hospitals without more critical prehospital triage results. Guardian-directed transport of children might be associated with the inappropriate transport of children via EMSP

The effect of medically-attended injury experience on the use of home safety equipment

Purpose To assess the effect of medically-attended injury (MAI) on the use of home safety equipment, we analyzed the differences in parents’ perception and attitude about injury prevention, and use of home safety equipment depending on the children’s MAI experiences. Methods From March 2018 through February 2019, we surveyed parents of children aged 5 years or younger via a mobile phone. The parents were divided into the MAI and non-MAI groups. The mobile survey focused on the perception and attitude about injury prevention, and use of home safety equipment (if not used, barriers). Results Of the 204 parents, 75 (36.8%) reported their children’s MAI, comprising the MAI group. This group used the safety equipment more frequently than the non-MAI group (odds ratio, 7.03; 95% confidence interval, 3.39-14.59; P < 0.001). No significant differences between the 2 groups were found in the perception and attitude about injury prevention, barriers to the use of the equipment, and the type of the equipment in use. Conclusion Parents’ experience in their children’s MAIs was associated with the use of home safety equipment, but it did not affect their perception and attitude about injury prevention. A visit to the emergency department with MAI is an opportunity for education on injury prevention and changes of the attitude

The effects of home safety intervention on guardians’ behaviors of injury prevention in injured children: a double blind randomized controlled study

Purpose The optimal time for home safety intervention for children’s injury prevention is during the injury-related visits to emergency departments. The authors investigated the effect of home safety equipment provision on the guardians’ perception of injury prevention and attitude toward it, and the use of home safety equipment. Methods We conducted a double blind randomized controlled study on guardians of children aged 7 years or younger who visited the emergency department with accidental injuries. After completing the structured, pre-intervention survey on home safety, the guardians were randomly assigned to receive either home safety equipment (the intervention group) or stationery (the control group) in the same opaque boxes enclosing pamphlets about home safety education. After 4 weeks, the guardians were contacted for the post-intervention survey. The questionnaires for the latter survey consisted of the same contents with 2 added questions regarding the use of new home safety equipment after intervention. Logistic regressions were conducted to identify factors associated with the outcome (i.e., behavioral change). Results From April through October 2019, we approached 972 guardians. Of these, 59 guardians answered both pre- and post-intervention surveys. No differences were found in the perception and attitude, and use of home safety equipment between the intervention and control groups at the pre- and post-intervention surveys. No variables were associated with the primary outcome. Conclusion Provision of home safety equipment may be inadequate to improve guardians’ behaviors about prevention of domestic injuries

Compositional assessment of carotenoid-biofortified rice using substantial equivalence

One important aspect in assessing the safety of genetically modified (GM) crops for human consumption is characterizing their nutrient composition. A β-carotene-biofortified rice was generated by inserting phytoene synthase (Psy) and carotene desaturase (Crtl) genes isolated from Capsicum and Pantoea into the genome of a conventional variety of rice (Nakdongbyeo). Nutrients (proximates, amino acids, fatty acids, minerals, and vitamins), anti-nutritive components (trypsin inhibitors and phytic acid), and ferulic acid in GM rice were compared with those in the parent line Nakdongbyeo. Statistical comparisons to test for equivalence showed that all of the analyzed components in the GM plants were equivalent to those in its non-transgenic counterpart, and most nutritional components fell within the range of values reported for other commercial lines, indicating the safety of the GM plant.Key words: Genetically modified crop, β-Carotene, Transgenic rice, Nutrient, Substantial equivalence