Miracle-dz/UniFAR-FTUs huggingface dataset:
Studies of short-term load forecasting model based on LSTM-NBEATS

Due to the current rising in oil prices and energy scarcity, the role of short term load forecasting is critical in basic functioning and scheduling of power systems. The forecasting accuracy of a single model always has its limitations. Therefore, the LSTM-NBEATS model, a combined model combining LSTM and NBEATS by a MAPE (mean absolute percentage error) weighting method is proposed. This model is easy to realize and train, and does not rely on complicated feature engineering. It is applied to hourly load datasets from three European countries, Macedonia (MK), Latvia (LV), and Poland (PL). In this paper, experimental results show that in short term load forecasting the model proposed performs effective.
Body Composition and Strength Symmetry of Kettlebell Sport Athletes

Simple Summary Segmental and total body composition, along with hand grip strength, are associated with performance, success, and health in athletes. Body composition and strength symmetry may be modulated by physical activity. Specific bioelectrical impedance vector analysis (BIVA) is an accurate, easy-to-use, and economical tool for evaluating body composition, suitable for sports applications. In this study, we evaluated hand grip strength, body composition, and body symmetry in a sample of elite athletes of both sexes practicing kettlebell sport (KBs), which is an increasingly practiced sport based on the repetition of jerk or snatch exercises realised using both upper limbs. The results suggest that kettlebell sport is associated with high muscle mass, and body composition and strength symmetry, especially in the upper body. As previously detected in other elite athletes, body symmetry could be related to the bilateral use of the limbs. Abstract Kettlebell sport (KBs) is increasingly popular, but very few studies have been focused on this discipline. This research aims to investigate the effects of KBs on body composition, strength symmetry, and segmental body composition symmetry in a sample of Italian elite athletes. Data were collected from a sample of 16 athletes of both sexes (11 men and 5 women; 34.5 ± 9.0 years of age). Anthropometric (height, weight, arm, thigh, calf, and waist circumferences), hand grip strength, and total and segmental bioelectrical variables were taken. Body composition was analysed by using specific bioelectrical impedance vector analysis (BIVA). Paired t-tests and confidence ellipses were applied to analyse bilateral differences. Elite athletes of both sexes showed high values of phase angle, indicative of high body cell mass and quality and proxy of muscle mass. Hand grip strength and body composition were symmetrical, with the only exception of a higher %FM in the right leg (Zsp: t = 3.556; p = 0.003). In conclusion, this study suggests that KBs contributes to muscle mass improvement, body composition, and strength symmetry, especially in the upper body.
The diverse roles of macrophages in metabolic inflammation and its resolution

Macrophages are one of the most functionally diverse immune cells, indispensable to maintain tissue integrity and metabolic health. Macrophages perform a myriad of functions ranging from promoting inflammation, through inflammation resolution to restoring and maintaining tissue homeostasis. Metabolic diseases encompass a growing list of diseases which develop from a mix of genetics and environmental cues leading to metabolic dysregulation and subsequent inflammation. In this review, we summarize the contributions of macrophages to four metabolic conditions–insulin resistance and adipose tissue inflammation, atherosclerosis, non-alcoholic fatty liver disease and neurodegeneration. The role of macrophages is complex, yet they hold great promise as potential therapies to address these growing health concerns.
Role of gut symbionts of insect pests: A novel target for insect-pest control

Insects possess beneficial and nuisance values in the context of the agricultural sector and human life around them. An ensemble of gut symbionts assists insects to adapt to diverse and extreme environments and to occupy every available niche on earth. Microbial symbiosis helps host insects by supplementing necessary diet elements, providing protection from predators and parasitoids through camouflage, modulation of signaling pathway to attain homeostasis and to trigger immunity against pathogens, hijacking plant pathways to circumvent plant defence, acquiring the capability to degrade chemical pesticides, and degradation of harmful pesticides. Therefore, a microbial protection strategy can lead to overpopulation of insect pests, which can drastically reduce crop yield. Some studies have demonstrated increased insect mortality via the destruction of insect gut symbionts; through the use of antibiotics. The review summarizes various roles played by the gut microbiota of insect pests and some studies that have been conducted on pest control by targeting the symbionts. Manipulation or exploitation of the gut symbionts alters the growth and population of the host insects and is consequently a potential target for the development of better pest control strategies. Methods such as modulation of gut symbionts via CRISPR/Cas9, RNAi and the combining of IIT and SIT to increase the insect mortality are further discussed. In the ongoing insect pest management scenario, gut symbionts are proving to be the reliable, eco-friendly and novel approach in the integrated pest management.
Theoretical photometric and spectroscopic properties of stellar accretion disks with application to cataclysmic variables.

We present the results of an exploratory calculation of the theoretical photometric and spectroscopic properties of viscous accretion disks in cataclysmic variable systems. We use the theoretical . cap alpha. -model disks of Shakura and Sunyaev along with LTE model atmosphere calculations for plane-parallel geometry to obtain both continuum fluxes and hydrogen absorption line profiles for a variety of disk models. Our results are presented for mass-transfer rates ranging from 10/sup -9/ to 10/sup -7/ Msun yr/sup -1/, inclination angles ranging from 0/sup 0/ to 75/sup 0/, and outer-disk radii ranging from 8.6 x 10/sup 9/ to 2.0 x 10/sup 10/ cm. We tabulate line profiles and equivalent widths of H.cap alpha. , H.beta. , and H.gamma. ; the Balmer jump; bolometric correction; and both broad-band and Stroemgren colors for most models. These results are then applied to a preliminary analysis of the H.gamma. absorption line profile in the novalike variable CD --42/sup 0/14462. The lack of agreement between the observed and theoretical profiles suggests that the observed line profile is predominantly pressure-broadened. This may possibly indicate that, in contrast of the results of our calculations, the observed profile originates in the innermost region of the disk and that this region contributes significantly to themore » visual light from the system. « less
Low Behavioral Intention to Use Any Type of HIV Testing and HIV Self-Testing among Migrant Male Factory Workers Who Are at High Risk of HIV Infection in China: A Secondary Data Analysis

This study investigated the prevalence of and factors associated with behavioral intention to take up any type of HIV testing and HIV self-testing (HIVST) in the next six months among male migrant workers, who were at high risk of HIV infection, in Shenzhen, China. This was a secondary data analysis. A total of 363 subjects who had sexual intercourse with non-regular female sex partners and/or female sex workers in the past six months were selected. Logistic regression models were fitted for data analysis. About 16.5% of participants reported having used HIV testing in their lifetime and 12.7% for HIVST. Among the participants, 25.6% and 23.7% intended to take up any type of HIV testing and HIVST in the next six months, respectively. Significant factors associated with the behavioral intention to take up HIV testing and HIVST included individual-level factors based of the Health Belief Model (e.g., perceived benefit, perceived cue to action, perceived self-efficacy) and interpersonal-level factors (e.g., frequency of exposure to health-related content or HIV and STI-related content on short video apps). This study provided practical implications for designing interventions to increase the uptake of HIV testing and HIVST among migrant workers.
Sex Differences in the Expression of Neuroimmune Molecules in the Spinal Cord of a Mouse Model of Antiretroviral-Induced Neuropathic Pain

Nucleoside reverse transcriptase inhibitors (NRTIs), drugs used to treat HIV infection, can cause neuropathic pain (NP) and neuroinflammation. An NRTI, 2′-3′-dideoxycytidine (ddC), was reported to induce mechanical allodynia and increase proinflammatory cytokines in the brains of female mice. In some models of NP, microglia activation is important for NP pathophysiology in male mice, while T cells are important in female mice. Age-matched female and male mice (BALB/c strain) treated intraperitoneally once daily with ddC for 5 days developed mechanical allodynia. Treatment with ddC increased Cd11b, H2-Aa, Cd3e, Mapk1, Il1b, Tnf, and Il10 mRNA levels in the spinal cords of female, but not male, mice, whereas there was no alteration found in Gfap and Mapk14 transcripts in both sexes on day 7 after ddC administration. The protein expression of CD11b and phospho-p38 MAPK was significantly increased in the spinal cords of ddC-treated female, but not male, mice, whereas Iba1 protein was elevated in ddC-treated male mice. There was no change in GFAP, CD3e, and phospho-p44/42 MAPK protein levels in both sexes. Thus, changes in neuroimmune cells and molecules in the spinal cords during ddC-induced neuroinflammation were sex-dependent, with female mice being more prone to neuroimmune changes than male mice.
Potential bio-herbicide from Streptomyces sp. KR0005 to control weeds in a horticultural field

ABSTRACT Herbicidal active metabolites obtained from actinomycetes provide valuable sources in the search for new candidates. They might be striking alternatives to synthetic herbicides. In the present study, actinobacteria strains were isolated from soil samples and their herbicidal activities were screened. In the screening, Streptomyces sp. strain KR0005 broth culture exhibited the highest phytotoxic activity. Thus, it was selected for further studies. The herbicidal active compound purified from this selected strain was identified as cycloheximide (MW, 281.; C15H23NO4) based on 1H-NMR, 13C-NMR, 2D-NMR, and high-resolution electrospray ionisation mass spectrometry analyses. Dose–response experiments revealed that the GR50 value of Digitaria ciliaris was 1.37 g L−1 to Streptomyces sp. strain KR0005 culture filtrate. In general, the inclusion of v/v 0.1% of LES270 (Alcohols, (C12-14), ethoxylated, mono ethers with sulphuric acid, sodium salts) and SF90 (Alcohols, C12-14-secondary, ethoxylated) surfactants resulted in a 14.3% decrease and a 24.1% increase in herbicidal activity, respectively, compared with Tween-20 (Polyoxyethylene sorbitan monolaurate). Mode of action experiments revealed that the KR0005 culture filtrate acted as both photosynthesis and cell membrane integrity inhibitors in a dose-dependent manner. However, further studies such as mutation and/or specific culture conditions are needed to increase the herbicidal activity of this selected strain.
SECONDARY ELECTRONS IN CLUSTERS OF GALAXIES AND GALAXIES

We investigate the role of secondary electrons in galaxy clusters and in ultra-luminous infrared galaxies (ULIGs). The radio emission in galaxy clusters and ULIGs is believed to be produced by the synchrotron radiation of relativistic electrons. Nonetheless, the sources of these relativistic electrons are still unclear. Relativistic secondary electrons can be produced from the hadronic interactions of cosmic-ray nuclei with the intra-cluster media (ICM) of galaxy clusters and the dense molecular clouds of ULIGs. We estimate the contribution of the secondary electrons in galaxy clusters and ULIGs by comparing observational results with theoretical calculations for the radio emission in these sources. We find that the radio halos of galaxy clusters can not be produced from the secondary electrons; on the other hand, at least for some ULIGs, the radio emission can be dominated by the synchrotron emission of the secondary electrons.
H,-OPTIMAL ESTIMATION: A TUTORIAL

The different aspects of H, -estimation of linear, time-varying processes are considered, in both the continuous- and the discrete- time cases. The connection with differential-games is explained and the uniqueness and robustness issues are discussed. Four illustrative examples are given that demonstrate the various estimation schemes and compare the H, results with the correspondingl, solutions.
Oral Candidiasis in Adult and Pediatric Patients with COVID-19

Oral Candidiasis (OC) is an opportunistic fungal infection of the oral cavity, frequently reported under local and systemic predisposing circumstances. While the recurrence of OC HIV-infected subjects has been well described and reported, the association between oral candidiasis and the SARS-CoV-2 infection is a recent finding that still is worthy of further study. The present paper focuses on this novel association, reporting the incidence and prevalence of OC occurring during and after COVID-19 and the possible etiopathogenic mechanisms underlying the onset of OC in COVID-19 subjects. The work found that the immune inflammatory hypo reactions and immunosuppression found in children and adults with COVID-19 could favor the proliferation colonization of Candida species and the following infection. At the same time, poor oral hygiene and iatrogenic causes seem to be the main risk factors.
An Empirical Study of Leadership Styles and Employee Job Performance in the Malaysian Private Industry

The purpose of this study is to identify the relationship between leadership styles and employee job performance in the Malaysian private industry. The independent variables of this study are transformational and transactional leadership whereas the dependent variable is employee job performance. The research design of this study employs a quantitative and cross-sectional approach. An online survey questionnaire was used to collect data and yielded 384 responses. The findings of this study revealed that transformational and transactional leadership were significantly related to employee job performance. This research can provide practical implications to the organizations’ leaders and managers to exhibit appropriate leadership styles by the employee performance outcomes in the Malaysian private industry.
THE RR LYRAE STARS IN THE SMALL MAGELLANIC CLOUD.

A field covering an area 1 by 1.3 deg in an outlying region of the Small Magellanic Cloud (SMC) has been searched for variable stars. Ninety-two variables are identified and periods determined for 77 of these. Seventy-six stars have periods less than a day and amplitudes of several tenths of a magnitude and are probably variables of the RR Lyrae type. It is suggested that the RR Lyrae stars are distributed rather evenly over the SMC and concentrate neither toward the central bar nor toward the center of the SMC system adopted by Westerlund.
Factors Affecting BMI Changes in Mothers during the First Year Postpartum

We tested the hypotheses that mothers of infants who exclusively breastfed would differ in the trajectories of postpartum BMI changes than mothers of infants who exclusively formula fed, but such benefits would differ based on the maternal BMI status prepregnancy (primary hypothesis) and that psychological eating behavior traits would have independent effects on postpartum BMI changes (secondary hypothesis). To these aims, linear mixed-effects models analyzed measured anthropometric data collected monthly from 0.5 month (baseline) to 1 year postpartum from two groups of mothers distinct in infant feeding modality (Lactating vs. Non-lactating). While infant feeding modality group and prepregnancy BMI status had independent effects on postpartum BMI changes, the benefits of lactation on BMI changes differed based on prepregnancy BMI. When compared to lactating women, initial rates of BMI loss were significantly slower in the non-lactating women who were with Prepregnancy Healthy Weight (β = 0.63 percent BMI change, 95% CI: 0.19, 1.06) and with Prepregnancy Overweight (β = 2.10 percent BMI change, 95% CI: 1.16, 3.03); the difference was only a trend for those in the Prepregnancy Obesity group (β = 0.60 percent BMI change, 95% CI: −0.03, 1.23). For those with Prepregnancy Overweight, a greater percentage of non-lactating mothers (47%) gained ≥ 3 BMI units by 1 year postpartum than did lactating mothers (9%; p < 0.04). Psychological eating behavior traits of higher dietary restraint, higher disinhibition, and lower susceptibility to hunger were associated with greater BMI loss. In conclusion, while there are myriad advantages to lactation, including greater initial rates of postpartum weight loss regardless of prepregnancy BMI, mothers who were with overweight prior to the pregnancy experienced substantially greater loss if they breastfed their infants. Individual differences in psychological eating behavior traits hold promise as modifiable targets for postpartum weight management.
CLoc: Confident Initial Estimation of Long-Term Visual Localization Using a Few Sequential Images in Large-Scale Spaces

Estimation of six degree-of-freedom (DoF) camera pose with images is a fundamental task for various applications, such as autonomous driving and augmented reality. The challenges in visual localization stem primarily from the scale of spaces and the changes that can happen during the long-term intervals between when the database and query images are captured. Although most sequence-based visual localization (SVL) methods rely on the outputs of one-shot visual localization (OVL) for the initial estimation of the camera pose, OVL may yield incorrect poses because of these limitations. In this study, we aim to achieve a confident initial estimation using a few sequential images. Accordingly, we propose a pipeline called CLoc that narrows down possible solution spaces with hypotheses generated by associating pose candidates of keyframes and their relative poses to determine the most probable pose of the latest keyframe. Moreover, we create publicly available visual localization datasets, including three building-scale indoor spaces. The datasets provide long-term challenges and sequential query images simultaneously, enabling the evaluation of the OVL and SVL methods in large-scale spaces. We evaluate CLoc using our datasets and a city-scale outdoor dataset and compare it with two state-of-the-art OVL methods and three SVL methods. By properly leveraging sequential data, CLoc can outperform other methods and achieves 100% accuracy in the [2 m, 10°] evaluation thresholds for all datasets.
Diarrhoeal pathogens in the stools of children living with HIV in Ibadan, Nigeria

Introduction Diarrhoea can be debilitating in young children. Few aetiological investigations in Africans living with human immunodeficiency virus (HIV) have been performed since antiretrovirals became widely available. Methods Stool specimens from children with diarrhoea living with HIV, and HIV-uninfected controls, recruited at two hospitals in Ibadan, Nigeria, were screened for parasites and occult blood, and cultured for bacteria. Following biochemical identification of at least five colonies per specimen, diarrhoeagenic Escherichia coli and Salmonella were confirmed by PCR. Data were line-listed and comparisons were made using Fisher’s Exact test. Results Only 10 children living with HIV could be enrolled during the 25-month study period and 55 HIV-uninfected children with diarrhoea were included for comparison. The most common pathogens overall were enteroaggregative E. coli (18/65, 27.7%), enteroinvasive E. coli (10/65, 15.4%), Cryptosporidium parvum (8/65, 12.3%) and Cyclospora cayetanensis (7/65, 10.8%). At least one pathogen was detected from seven of ten children living with HIV and 27 (49.1%) HIV-uninfected children. Parasite detection was associated with HIV positive status (p=0.03) with C. parvum specifically recovered more commonly from children living with HIV (p=0.01). Bacterial-parasite pathogen combinations were detected in specimens from four of ten children living with HIV but only 3(5.5%) HIV-uninfected children (p=0.009). Stools from five of ten children living with HIV and 7(12.7%) HIV-negative children (p = 0.014) contained occult blood. Discussion Even though children living with HIV present infrequently to Ibadan health facilities with diarrhoea, their greater propensity for mixed and potentially invasive infections justifies prioritizing laboratory diagnosis of their stools.
Effect of Long-Term Use of Alcohol-Containing Handwashing Gels on the Biofilm-Forming Capacity of Staphylococcus epidermidis

The spread of coronavirus disease 2019 (COVID-19) has promoted the use of hand sanitizers among the general population as recommended by health authorities. Alcohols, which are used in many hand sanitizers, have been shown to promotes the formation of biofilms by certain bacteria and to increase bacterial resistance to disinfection. We investigated the effect of continued use of alcohol-based gel hand sanitizer on biofilm formation by the Staphylococcus epidermidis resident strain isolated from the hands of health science students. Hand microbes were counted before and after handwashing, and the ability to produce biofilms was investigated. We found that 179 (84.8%) strains of S. epidermidis isolated from hands had the ability to form biofilm (biofilm-positive strains) in an alcohol-free culture medium. Furthermore, the presence of alcohol in the culture medium induced biofilm formation in 13 (40.6%) of the biofilm-negative strains and increased biofilm production in 111 (76.6%) strains, which were classified as low-grade biofilm-producing. Based on our findings, there is no clear evidence that the continued use of alcohol-based gels results in the selection of strains with the capacity to form biofilms. However, other disinfectant formulations that are more commonly used in clinical settings, such as alcohol-based hand-rub solutions, should be tested for their long-term effects.
Improving Radar-Based Estimation of Rainfall over Complex Terrain

Abstract This paper investigates a multicomponent radar-based rainfall estimation algorithm that includes optimum parameter estimation and error correction schemes associated with radar operation over mountainous terrain. Algorithm preprocessing steps include correction for terrain blocking, adjustment for rain attenuation, and interpolation of reflectivity data from polar radar coordinates to a three-level (1, 2, and 3 km) vertically integrated Cartesian grid. The error correction schemes investigated herein include a simple but efficient approach to correct for the vertical variation of reflectivity and a stochastic filtering approach for mean-field radar-rainfall bias adjustment. The primary algorithm parameters are estimated through a global optimization scheme. Eight major flood-inducing storm events observed coincidentally by a C-band weather radar and 39 rain gauge stations over an alpine region of northeast Italy are used. We describe sensitivity analysis of the parameter values obtained from glob.