Miracle-dz/UniFAR-FTUs huggingface dataset:
Auto-Prep: Efficient and Automated Data Preprocessing Pipeline

Data preprocessing is crucial in the Machine Learning pipeline because the models’ learning ability directly affects the quality of data and the underlying information acquired from this stage. Nevertheless, surprisingly, there are many alternatives for each transformation task, which makes an inexperienced user overwhelmed. A simple Python-based Auto-preprocessing architecture for Automated Machine Learning is developed to offer automated, interactive, and data-driven support to help the users perform data preprocessing tasks efficiently. The suggested method provides valuable insights into a dataset and can handle standard data preprocessing tasks adeptly. Initially, it detects the data problem and presents it to the end-user using compelling visualizations. Then, it recommends the most effective data cleaning and preparation method to the user after evaluating the state-of-the-art candidate techniques. For evaluation, the proposed architecture is employed on ten different and diverse datasets for automatic data preprocessing before passing it to an ML algorithm. The results are then compared with the results generated by the same ML algorithm but implemented on manually preprocessed data. The results have shown that not only did this approach make the whole process uncomplicated and facile, but it was also able to improve the performance of the model significantly.
A Unified Blocking Analysis for Parallel Tasks With Spin Locks Under Global Fixed Priority Scheduling

Spin locks are widely used in embedded systems to coordinate mutually exclusive accesses to shared resources from different tasks. Although the design and analysis of locking protocols have been intensively studied for sequential real-time tasks, there have been few works on this topic for parallel real-time tasks. In this paper, we study the analysis of parallel real-time tasks modeled by directed acyclic graphs (DAGs) under global fixed priority scheduling using both preemptable and non-preemptable spin locks to protect accesses to shared resources in three commonly used request serving orders (unordered, FIFO-order and priority-order). In particular, we develop a general schedulability analysis framework where the blocking time caused by resource contention is formally defined, so that the blocking analysis can be performed independently and easy to combine with the traditional interference analysis techniques. Moreover, we present a unified blocking analysis technique where the blocking time is analyzed in a scalable manner based on a linear-programming (LP) approach, making our method flexible and extendable. We conduct comprehensive experiments to evaluate our method with other the-state-of-the-art approaches for scheduling real-time parallel tasks using semaphores and spin locks.
Miniaturized Lossy-Layer Scheme For Designing a Frequency Selective Rasorber

This letter proposes a miniaturized frequency selective rasorber (FSR) based on parallel-plate capacitors that can be applied in antenna systems to delay the appearance of grating lobes. Compared with traditional solutions, the lossy-layer unit-topology is rearranged to balance a more efficient capacitor <italic>C</italic><sub>1</sub>, fewer resistive lumped elements, and a large inductance <italic>L</italic><sub>1</sub> in series. Furthermore, the lossless layer is constructed using a third-order frequency selective surface with parallel-plate capacitors. These approaches achieve a rasorber unit size of only 0.035<italic>λ</italic><sub>L</sub>, where <italic>λ</italic><sub>L</sub> is the wavelength of the lowest absorption frequency. Under normal incidence, the 1 dB transmission band with a bandwidth of 40.9% is obtained at 6 GHz, whereas an absorption rate of over 90% covers 1.5 to 4.05 GHz. Moreover, the FSR exhibits high stability for the dual-polarization and oblique incidence up to 30°. Prototypes were fabricated and measured, verifying the feasibility of the miniaturized design.
Predictive Coding in Auditory Cortical Neurons of Songbirds

The inferential basis of perception is thought to arise in the sensory cortex through prediction of future events that aid processing efficiency. Predictive coding (PC), a theoretical framework in which the brain compares a generative model to incoming sensory signals, seeks to explain this inferential process. There is little understanding, however, of how PC might be implemented at a mechanistic level in individual neurons within the auditory system. Here, we examined responses of single neurons in caudomedial nidopallium (NCM) and caudal mesopallium (CM), analogs of higher order auditory cortex, in anesthetized European starlings listening to conspecific songs. We trained a feedforward temporal prediction model (TPM) to define a “latent” predictive feature space and its corresponding feature space representing prediction error. We show that NCM spiking responses are best modeled by the predictive features of spectrotemporal song, while CM responses capture both predictive and error features. This provides strong support for the notion of a feature-based predictive auditory code implemented in single neurons in songbirds.
Innovative online learning in entrepreneurship education: The impact of embedding real-life industry practice in the virtual learning environment

Applied areas of entrepreneurship are growing in popularity due to the ongoing need for students to gain specialised skills to find employment after graduation. This study explores how educational scaffolding can facilitate the delivery of online experiential activities to improve the entrepreneurial learning experience and the performance of music management students by using information and communications technology tools within the virtual learning environment. A case study methodology was adopted to present two scenarios of innovative online learning delivered in a postgraduate programme in music management. This research takes into consideration the difficult transitional journey for some students from studying to being immediately thrust into the workplace, which often requires different types of knowledge, experience, skills and competences. The findings show that, by strengthening industry links, tutors can build a portfolio of online practical activities that represent the ‘real-life’ industry, helping to forge long-term, collaborative partnerships to facilitate learners’ acquisition of more meaningful knowledge and opportunities.
Clinical Results of Flow Diverter Treatments for Cerebral Aneurysms under Local Anesthesia

Flow diverters (FD) have become the mainstay for the endovascular treatment of unruptured intracranial aneurysms (UIA). Most FD procedures are performed under general anesthesia, and the influence of local anesthesia (LA) on outcomes remains unknown. This study evaluated the results of FD placement under LA. Data of patients treated for FD under LA between August 2016 and January 2022 were analyzed retrospectively. A good outcome was defined as a modified Rankin scale score of 0–2. Major stroke, steno-occlusive events of FD, mortality, and satisfactory aneurysm occlusion were also evaluated. In total, 169 patients undertook 182 treatments (139 [82%) female, mean age 61 ± 11 years). The median maximum aneurysm size was 9.5 mm (interquartile range 6.1-14 mm). A flow re-directed endoluminal device and pipeline embolization device were used in 103 (57%) and 78 (43%) treatments. One patient (0.59%) experienced major stroke, and steno-occlusive events were observed in four patients (2.4%). A good outcome at 90 days was obtained in 164 patients (98%), and one patient died (0.59% mortality). During the median follow-up period of 345 days (interquartile range 176–366 days), satisfactory aneurysm occlusion was observed in 126 of 160 aneurysms (79%). Our results suggest that FD placement under LA is a safe and effective treatment for UIA.
Effect of noise on the pull-in dynamics of an electrostatic microswitch

The goal of this research is to investigate the effects of noise on the pull-in dynamics of a micro-electromechanical switch. We take into account thermal noise and noise present in the voltage source. Thermal noise is modeled as white noise. First, we study its effect on the linear response of the system. Then, we study the uncertainty in pull-in time caused by thermal noise. We show that thermal noise does not have a significant effect on the pull-in dynamics. For noise in voltage we study the models of Johnson and flicker noise. We see that, as these noise sources are coupled with non-linear electrostatic force, they enhance the stability of the system and thus delay the occurrence of pull-in. We further see that this noise enhanced stability is aided by the damping forces.
A Study of Sr Sorption Behavior in Claystone from a Candidate High-Level Radioactive Waste Geological Disposal Site under the Action of FeOOH Colloids

Colloids have a significant influence on the migration of nuclides in claystone, which is an important geological barrier. The sorption of strontium on claystone in the presence of FeOOH colloids was investigated in samples from the Suhongtu site, a candidate high-level radioactive waste disposal site in China. The effects of colloid amount, solid content, and pH were investigated by batch tests, and the sorption reaction mechanism was analyzed by kinetic modeling and microscopic characterization techniques. The results indicate that the sorption of Sr by claystone increased with the solids content, and the claystone had a stronger Sr sorption capacity under alkaline conditions. The Sr sorption kinetics were best described by the pseudo-first-order and pseudo-second-order models, which revealed that the progress is affected by physical diffusion and chemical sorption. Furthermore, the microscopic characterization results demonstrate that cation exchange reactions and surface complex reactions are the main sorption mechanisms for Sr sorption on claystone. Ca and Mg plasmas in claystone minerals can have cation replacement reactions with Sr, and functional groups such as -OH and [CO3]2− can have complexation reactions with Sr to adsorb Sr on the surface of the claystone. Additionally, the presence of the FeOOH colloid inhibited the sorption effect of claystone slightly. The FeOOH colloid could occupy sorption sites on the claystone surface, which reduces the activity of the functional groups and inhibits the sorption of Sr on claystone.
Choroidal Changes in Blood Flow in Patients with Intermediate AMD after Oral Dietary Supplement Based on Astaxanthin, Bromelain, Vitamin D3, Folic Acid, Lutein, and Antioxidants

Background and Objectives: The aim of this study was to investigate the impact of oral administration of the combination of astaxanthin (AXT), lutein, folic acid, vitamin D3, and bromelain with antioxidants on choroidal blood flow in patients with age-related intermediate macular degeneration (AMD). Materials and Methods: Patients affected by intermediate AMD and treated with daily oral nutritional supplement with AXT, bromelain, vitamin D3, folic acid, lutein, and antioxidants for a period of at least 6 months were included in this retrospective study. A control group homogenous for age and sex was also included in the analysis. All participants underwent a complete ophthalmologic examination, spectral domain optical coherence tomography (SD-OCT), and optical coherence tomography angiography (OCTA) evaluation. Outcome measures were choroidal thickness (CHT) and choriocapillary vessel density (CCVD) after six months of AXT assumption. Results: CCVD values showed statistically significant difference between cases and controls at baseline (p < 0.001) and in the cases during follow-up (p < 0.001). The CHT measurements showed statistically significant difference between cases and controls (p = 0.002) and in the cases during follow-up (p < 0.001). Conclusions: The combined use of structural OCT and OCTA allows for a detailed analysis in vivo of perfusion parameters of the choriocapillaris and choroid and evaluation of changes of choroidal blood flow after oral nutritional supplements that affect blood flow velocity.
Multi-spin giants

We examine spherical p-branes in AdS_m x S^n, that wrap an S^p in either AdS_m (p=m-2) or S^n (p=n-2). We first construct a two-spin giant solution expanding in S^n and has spins both in AdS_m and S^n. For (m,n)={(5,5),(4,7),(7,4)}, it is 1/2 supersymmetric, and it reduces to the single-spin giant graviton when the AdS spin vanishes. We study some of its basic properties such as instantons, non-commutativity, zero-modes, and the perturbative spectrum. All vibration modes have real and positive frequencies determined uniquely by the spacetime curvature, and evenly spaced. We next consider the (0+1)-dimensional sigma-models obtained by keeping generally time-dependent transverse coordinates, describing warped product of a breathing-mode and a point-particle on S^n or AdS_m x S^1. The BPS bounds show that the only spherical supersymmetric solutions are the single and the two-spin giants. Moreover, we integrate the sigma-model and separate the canonical variables. We quantize exactly the point-particle part of the motion, which in local coordinates gives Poschl-Teller type potentials, and calculate its contribution to the anomalous dimension.
Anemia Is a Strong Predictor of Wasting, Disease Severity, and Progression, in Clinical Tuberculosis (TB)

A typical trait of chronic tuberculosis (TB) is substantial weight loss that concurs with a drop in blood hemoglobin (Hb) levels, causing anemia. In this observational study, we explored Hb levels in 345 pulmonary TB patients. They were divided into anemic or non-anemic groups which related to clinical symptoms, anthropometric measurements, and immune status. Data was obtained in a randomized controlled trial that we previously conducted using nutritional supplementation of TB patients in Ethiopia. A post hoc analysis demonstrated that anemic patients have a higher composite clinical TB score at baseline than non-anemic patients. Consequently, Hb values were significantly lower in underweight patients with moderate to severe disease and/or cavitary TB compared to normal weight patients with mild disease or non-cavitary TB. Anemia was associated with a low body mass index (BMI), low mid-upper arm circumference (MUAC), lower peripheral CD4 and CD8 T cells counts and IFN-γ levels, and a higher erythrocyte sedimentation rate (ESR). Chronic inflammation and TB disease progression appeared to be driven by elevated systemic levels of pro-inflammatory IL-6 in anemic patients. Multivariable modeling confirmed that a low Hb and a low BMI were key variables related to an unfavorable TB disease status. Although Hb levels increased with successful chemotherapy, anemic TB patients maintained a slower clinical recovery compared to non-anemic patients during the intensive phase treatment (two months). In conclusion, anemia is a strong predictor of wasting, disease severity, inflammation, and slower recovery in patients with pulmonary TB.
Effects of Eliminating the US–China Trade Dispute Tariffs

Abstract This paper examines the economic implications of the tariff increases by the United States and by China during the Trump era trade dispute and the gains from their potential removal. The increases were dramatic, with the US raising tariffs on industrial products by a factor of six – with particularly large tariff increases on intermediate and capital goods – and China increasing its tariffs on US agricultural products more than five-fold. These changes distort trade and production decisions in both countries and undercut the global trading system. They resulted in substantial economic losses to each country, with import volumes reduced by 4.9% in China and 4.5% in the USA, and bilateral trade patterns were massively distorted. Their cost to the United States rose at the end of 2021, when the import expansion provisions of the Trump era Phase One Agreement expired. Negotiating the abolition of these costly and disruptive tariffs would generate substantial real income gains for both countries and help lower US consumer prices.
Role of Vitamin D in Liver Disease and Complications of Advanced Chronic Liver Disease

Vitamin D is a crucial nutrient with many pleiotropic effects on health and various chronic diseases. The purpose of this review is to provide a detailed report on the pathophysiological mechanisms underlying vitamin D deficiency in patients with chronic liver disease, addressing the different liver etiologies and the condition of advanced chronic liver disease (cirrhosis) with related complications. To date, patients with liver disease, regardless of underlying etiology, have been shown to have reduced levels of vitamin D. There is also evidence of the predictive role of vitamin D values in complications and progression of advanced disease. However, specific indications of vitamin D supplementation are not conclusive concerning what is already recommended in the general population. Future studies should make an effort to unify and validate the role of vitamin D supplementation in chronic liver disease.
Workplace Stress in Portuguese Oncology Nurses Delivering Palliative Care: A Pilot Study

Oncology nurses often face complex end-of-life issues, underlining their need for specific training in palliative care. In this context, nurses experience several emotional and psychological dilemmas, which are often difficult to manage and result in high levels of workplace stress. This study aimed to determine the levels and work-related factors of workplace stress among oncology nurses. A descriptive baseline study was performed as part of a large four-phase study based on quantitative data collected from Portuguese oncology nurses. Of the 32 participating nurses, most were women, and the mean age was 42.69 ± 10.04 years. Overall, nurses revealed moderate levels of stress. Younger nurses with less professional experience had difficulties dealing with issues related to death and dying. This pilot study supported the development of a program of six Stress Management Training Workshops (SMTW) to reduce stress and increase adaptative strategies. Assessing workplace stress among oncology nurses should be the focus of intervention by managers and institutional leaders.
Comparison of In Vitro and In Planta Heavy Metal Tolerance and Accumulation Potential of Different Armeria maritima Accessions from a Dry Coastal Meadow

The aim of the present study was to compare the tolerance to several heavy metals and their accumulation potential of Armeria maritima subsp. elongata accessions from relatively dry sandy soil habitats in the Baltic Sea region using both in vitro cultivated shoot explants and long-term soil-cultivated plants at the flowering stage as model systems. The hypothesis that was tested was that all accessions will show a relatively high heavy metal tolerance and a reasonable metal accumulation potential, but possibly to varying degrees. Under the conditions of the tissue culture, the explants accumulated extremely high concentration of Cd and Cu, leading to growth inhibition and eventual necrosis, but the accumulation of Pb in their tissues was limited. When grown in soil, the plants from different accessions showed a very high heavy metal tolerance, as the total biomass was not negatively affected by any of the treatments. The accumulation potential for heavy metals in soil-grown plants was high, with several significant accession- and metal-related differences. In general, the heavy metal accumulation potential in roots and older leaves was similar, except for Mn, which accumulated more in older leaves. The absolute higher values of the heavy metal concentrations reached in the leaves of soil-grown A. maritima plants (500 mg Cd kg−1, 600 mg Cu kg−1, 12,000 mg Mn kg−1, 1500 mg Pb kg−1, and 15,000 mg Zn kg−1) exceeded the respective threshold values for hyperaccumulation. In conclusion, A. maritima can be characterized by a species-wide heavy metal tolerance and accumulation potential, but with a relatively high intraspecies diversity.
An Analysis of The Cultural Orientation Antecedents towards Malaysian Consumption Behaviour

Purpose – The main aim of this study is to examine the relationships between Cultural Orientation (CO) variables that influence the consumption of foreign made products among Malaysian consumers. Cultural orientation variables consist of Ethnocentrism (Etn), Xenocentrism (Xen), and Cosmopolitanism (Cos). Design/methodology – A quantitative survey was administered in which questionnaire has been adopted as the instrument for this study. Selected Malaysian consumers were the population for this study and a total number of 122 prudently selected samples were analyzed. The analysis of the study is using the Statistical Package for Social Sciences (SPSS) Software. Findings – This study concluded that CO variables such as Xen and Cos examined in this study were significant and demonstrated positive relationships. Meanwhile Etn demonstrated a non-significant relationship with the consumption of foreign made products among Malaysian consumers. Practical implications – The study will add an insightful empirical finding to the existing literature in the context of cultural orientation and foreign made products consumption. The results can assist governments, businesses, and consumers to enhance the understanding on the importance of cultural orientation especially in the multicultural markets.
Clustering and Ranking of Image Search Results

In a typical content-based image retrieval (CBIR) system, query result is a set of images sorted by feature similarities with respect to the query. We introduce a new approach to CBIR result representation. We propose that CBIR system should retrieve image clusters, which elements should be sorted by the most meaningful feature similarities. Actually, this paper does not present a full approach but rather work in progress.
Ovarian Reserve and Pelvic Ultrasound Assessment in Familial Mediterranean Fever

Introduction Familial Mediterranean fever (FMF) is an inflammatory rheumatic disease that affects people in their reproductive period. The aim of this study was to investigate the number of gravida, ovarian reserve, and ovarian doppler characteristics in FMF patients. Methods The study design is cross-sectional. Between November 1, 2018, and October 31, 2019, 40 FMF patients, and 40 age-matched volunteers were included in the study. Early follicular phase follicle-stimulating hormone (FSH), luteinizing hormone (LH), estrogen (E2), progesterone, and anti-Mullerian hormone (AMH) levels, as well as ovarian volume, antral follicle count (AFC), ovarian stromal artery doppler findings, and pelvic pathologies, were evaluated. Results The number of gravida, and the AFC was significantly higher in the control group (16.00 ± 5.22) compared to the patients with FMF (13.00 ± 4.09) (p = 0.026). LH values were significantly higher in the FMF group. Thirteen patients (32.5%) received anakinra and colchicine, and 27 patients (67.5%) received only colchicine. There was no significant difference between the patients receiving anakinra, and the patients receiving colchicine in terms of AMH, FSH, AFC, and E2 values. Conclusion FMF patients were found to have low gravida and AFC, and a significant portion was observed to have pelvic fluid and hydrosalpinx. In conclusion, the presence of pelvic fluid, hydrosalpinx, and low AFC persist in FMF patients despite colchicine and/or anti-interleukin-1 treatments. The low gravida may be related to these pathologies detected in patients with FMF.