In this study, we implement a lightweight CNN for sarcasm detection using audio input. To achieve this goal, we propose DepthFire block. We propose a lightweight version of the traditional Depthwise convolution layer that focuses on reduced memory. Unlike the traditional depthwise convolution layer that focuses on reducing the memory requirements of the entire architecture, our solution offers a specific and targeted approach that specifically reduces the memory requirements of the depthwise convolution layer through parameter reduction.We evaluated the impact of its energy consumption and the performance of our proposed solution with other existing solutions and on different activations, pooling functions and datasets.We further tested the applicability of the solution on 2D input.And our solution obtained 82.98 percent model size reduction as compared to MobileNetV2 and 58.94 percent as compared to MobileNetV3 small with a energy reduction of 56.48 percent on CIFAR10 dataset.

Jiby mariya jose

In the modern world, Tuberculosis (TB) is regarded as a serious health issue with a high rate of mortality. TB can be cured completely by early diagnosis. For achieving this, one tool utilized is CXR (Chest X-rays) which is used to screen active TB. An enhanced deep learning (DL) model is implemented for automatic Tuberculosis detection. This work undergoes the phases like preprocessing, segmentation, feature extraction, and optimized classification. Initially, the CXR image is preprocessed and segmented using AFCM (Adaptive Fuzzy C means) clustering. Then, feature extraction and several features are extracted. Finally, these features are given to the DL classifier Deep Belief Network (DBN). To improve the classification accuracy and to optimize the DBN, a metaheuristic optimization Adaptive Monarch butterfly optimization (AMBO) algorithm is used. Here, the Deep Belief Network with Adaptive Monarch butterfly optimization (DBN-AMBO) is used for enhancing the accuracy, reducing the error function, and optimizing weighting parameters. The overall implementation is carried out on the Python platform. The overall performance evaluations of the DBN-AMBO were carried out on MC and SC datasets and compared over the other approaches on the basis of certain metrics.

Dr h shaheen

As one of the flow-based passive sorting, the hydrodynamic filtration using a microfluidic-chip has shown to effectively separate into different sizes of subpopulations from cell or particle suspensions. Its model framework involving two-phase Newtonian or generalized Newtonian fluid (GNF) was developed, by performing the complete analysis of laminar flow and complicated networks of main and multiple branch channels. To predict rigorously what occurs in flow fields, we estimated pressure drop, velocity profile, and the ratio of the flow fraction at each branch point, in which the analytical model was validated with numerical flow simulations. As a model fluid of the GNF, polysaccharide solution based on Carreau type was examined. The objective parameters aiming practical channel design include the number of the branches and the length of narrow section of each branch for arbitrary conditions. The flow fraction and the number of branches are distinctly affected by the viscosity ratio between feed and side flows. As the side flow becomes more viscous, the flow fraction increases but the number of branches decreases, which enables a compact chip designed with fewer branches being operated under the same throughput. Hence, our rational design analysis indicates the significance of constitutive properties of each stream.

Myung-suk chun

The general meaning of a word is the representation of the type from it, in linguistic contexts and certain grammatical forms and this meaning is opposed to the individualized meaning, the separation of a unique item of the type, distinguishable from others. The general meaning seems like a grammatical meaning that is not formally sufficiently marked, but the indefinite articles and the suffixes, in addition to other grammatical meanings, can also express a general meaning in certain contexts. A definite meaning of the noun is generally considered the meaning of the noun in the definite form and indefinite meaning the one of the indefinite noun. But how does the general meaning relate to them? Nouns with general meaning, whether in the indefinite form or in the definite form are meaningfully definite. Both the speaker and the listener know the class that the general noun marks. Despite the formal indefiniteness / definiteness, nouns with a general meaning are semantically definite.

Anglisticum

Background: In a Benghazi medical center, this observational study assessed the role of laparoscopic cholecystectomy (LC) in the early stages of acute gallbladder illness. Materials and Methods: From January 2022 to December 2022, all emergency and urgent admissions for acute gallbladder disease were identified, and additionally, data from hospital medical records were then evaluated retrospectively. Results: Out of a total of 334 patients with gallstone diseases, we found 321 individuals (206 with acute biliary colic, 115 with acute calculous cholecystitis), and 13 with acalculous cholecystitis. Early laparoscopic surgery for acute calculous cholecystitis had a greater conversion rate than procedures for acute biliary discomfort (19% vs. 4%; p=0.002). When surgery was performed 72 h from the onset of the symptoms for patients with acute calculous cholecystitis, the conversion rate was considerably lower (one out of 25) than when surgery was postponed past 72 h (14 out of 53) or later performed electively (seven out of 23) (p=0.014). In comparison to elective surgery for acute biliary colic (three of 66), elective surgery for prior acute cholecystitis was linked to a higher conversion rate (seven of 22 patients) (p=0.002). Conclusion: LC for acute calculous cholecystitis needs to be done within 72 h of the onset of symptoms, and it is worthwhile.

Karishma

Toxicity of different insecticides was evaluated against 2nd and 3rd instar larvae of Helicoverpa armigera under laboratory conditions by leaf dipping method. The insecticides viz., thiodicarb 75WP, novaluron 10EC, spinetroam 11.7EC, indoxacarb 15.8EC, quinalphos 25EC, rynaxypyr 18.5SC, emamectin benzoate 5SG and cypermethrin 25EC were tested. Spinetoram was found most effective in managing the 2nd instar larvae of H. armigera and it was followed by novaluron 10EC and indoxacarb 15.8EC as compared to cypermethrin 25EC. Emamectin benzoate 5SG @ 1 x 10-7 to 1 x 10-9 per cent concentrations recorded 100% mortality against 2nd instar larvae and LC50 values for 3rd instar larvae was 0.00000000045%. Insecticides novaluron 10EC, spinetoram 11.7EC and cypermethrin 25EC did not show promising and consistent results against 3rd instar larvae of H. armigera at 24 hrs. The LT50 of novaluron 10EC at 0.00005% concentration was 19.861 hrs and it was 28.144 hrs at 0.000001% against 2nd instar larvae of H. armigera

Dr. babu lal jat

The presented mathematical model is used to form machine cells, optimize costs of exceptional elements and design the shop floor layout for various demands of components. The complete similarity measure algorithm forms machine cells and part families in a refined form. Later, exceptional elements are eliminated in linear programming optimization model by using machine duplication and part subcontract. Then the shop floor layout is designed to have optimized material movements between cells and within a cell. The performance evaluation of cell formation algorithm is done on case studies of various batch sizes to give the process capability compared with other similar methods. The result from a linear programming optimization model is cost savings, machines duplicated, parts subcontracted, inter intra cellular movements. Finally, the output of inbound facility design is the floor layout which has machine cell clusters with optimized floor area.

S ramesh

Field studies were carried out in wet seasons of 2014 and 2015 in rice fields of College Farm, Rajendranagar, Hyderabad to understand the abundance and biodiversity of spiders in varied rice cultivation systems. Design of the experiment was split plot with three main modules, viz., transplanted, broadcasted and drum sown rice and subtreatments under each main module included three plant protection methods viz., organic protection, farmers’ practices and ‘no protection’ practices. Results showed that predator numbers in ‘no protection’ and organic protection plots of all main treatments were more than in farmers’ practices indicating the impact of the chemical pesticides. A total of 22 genera of spiders belonging to 12 families were recorded which comprised of seven guilds based on their hunting strategies and microhabitats. Shannon diversity index ranged between 1.83 and 2.26 and Pielou’s evenness index was 0.59-0.72 in two years of study indicating a stable ecosystem and even species distribution in rice crop at Rajendranagar. Study of the guild assemblage indicated that orb-weavers constituted 28.1% of the population, ground runners 23.51%, space web builders 18.38%, sheet-web builders 13.12%, stalkers 8.04% and ambushers made upto 0.38% of the spider population. Understanding the vertical stratification of various spider genera on the plant gave further insight into the prey preferences of these predators.

Gorthi anitha

Living with epilepsy, its unpredictable seizures, and its comorbid conditions present many challenges over the time. Continued educational efforts can play a key role in helping people learn to live with epilepsy and understand epileptic medications over the life span. The aim of this study is to assess the impact of pharmacist-initiated education on patients with epilepsy. Prospective and observational pilot study to evaluate the impact of educational interventions during February and March, 2019 was conducted. A total of seven patients with epilepsy was included in this study. They received ordinary consultation care in National Centre of Epilepsy at Ali Omar Askar Hospital in Tripoli, Libya. Knowledge assessment questionnaire was assessed initially and patients were subjected to pharmacist-initiated education and they have given follow up reporting card. A follow up for one month has continuously been done and final evaluation included: knowledge assessment questionnaire, adverse drug reactions and epileptic attacks reporting. All the patients completed the pre and post education questionnaire. There was no significant difference between the patients’ knowledge before and after interventional questionnaire except for only two patients which is statistically significant (P=0.03) and (P=0.02) whose knowledge was significantly enhanced by post education. Thus, there are a lot of opportunities and challenges for pharmacists to play a role in epileptic care and education as patients with epilepsy are not knowledgeable about their illness regardless of age, educational background or duration of epilepsy. This role must be highly enforced and implemented in patients with epilepsy.

Mediterranean journal of pharmacy and pharmaceutical sciences

Hypertriglyceridemia-induced acute-pancreatitis (HTG-AP) is an important etiology of acute pancreatitis (AP). The treatment includes general management of AP with bowel rest, analgesia, and venous thromboembolism prophylaxis. Specific treatment of HTG-AP focuses on reducing serum triglyceride (TG) levels. Various modalities have been used, including heparin infusion, insulin infusion, plasmapheresis, and double filtration plasmapheresis (DFPP). However, the extent to which TG reduction translates into a clinical response remains unclear. This review highlights the emerging evidence on the management of HTG-AP. Insulin therapy and plasmapheresis remain treatment options to reduce TG. DFPP is an emerging treatment modality to reduce TG levels in patients with AP. However, to what extent this translates into a better clinical response is yet to be answered in large and prospective study designs.

Karishma

Iatrogenic splenic infarction is a rare clinical entity that can result from various abdominal surgical and invasive procedures. We report a case of iatrogenic splenic infarction in a 29-year-old female who presented with hemoptysis and was found to have pulmonary sequestration. During the embolization of the anomalous artery supplying the pulmonary sequestration, she developed severe pain and was found to have a splenic infarction, caused by a part of the coil that dislodged during the procedure. The patient showed good response to conservative management and was discharged in good condition.

Karishma

The analgesic activity Of the crude hexane and ethanol extracts of the leaves and male flowers of Luffa cylindrica (L.) Roem., (sponge gourds) was carried out at dose of 500 mg /kg b.w., (p.o.) in mechanically induced pain in rats by using analgesy-meter. These extracts produced significant analgesic effect results of the present study revealed the analgesic properties of the leaves and male flowers of Luffa cylindrica.

Dr. salman ahmed

The aim of this study is to identify the move from cultural to creative cultural tourism as new model for meeting tourists' demands for creative experiences. Hence, traditional cultural tourism must reinvent itself as creative tourism for those creative tourists seeking more interactive experiences. This new trend in creative cultural tourism has emerged from the changes in the production of cultural tourist commodities, the skilled tourist activities, and new consumption patterns. Moreover, creative cultural tourism can solve those problems experienced by traditional cultural tourists. A literature review confirmed that a move to creative cultural tourism, or intangible heritage (i.e., linguistic diversity or gastronomy), from tangible cultural attractions (i.e., museums, monuments, and so forth) increases the attractiveness of tourism destinations. In addition, this study explains the transformation from traditional cultural to creative cultural tourism.

Mukhles m. al-ababneh

Madrasah Ibtidaiyah Unggulan Al-Islah Muncar Banyuwangi adalah sekolah swasta yang pada bulan Januari 2018 mulai menerapkan kegiatan ekstrakurikuler tari tradisional dengan alasan untuk mengembangkan salah satu potensi yang dimiliki peserta didik yaitu kecerdasan kinestetik. Fokus penelitian ini, yaitu: 1) Bagaimana pengembangan kecerdasan kinestetik peserta didik melalui kegiatan ekstrakurikuler unsur wiraga tari tradisional di Madrasah Ibtidaiyah Unggulan Al-Islah Kecamatan Muncar Kabupaten Banyuwangi tahun pelajaran 2018/2019? 2) Bagaimana pengembangan kecerdasan kinestetik peserta didik melalui kegiatan ekstrakurikuler unsur wirama tari tradisional di Madrasah Ibtidaiyah Unggulan Al-Islah Kecamatan Muncar Kabupaten Banyuwangi tahun pelajaran 2018/2019? 3) Bagaimana pengembangan kecerdasan kinestetik peserta didik melalui kegiatan ekstrakurikuler unsur wirasa tari tradisional di Madrasah Ibtidaiyah Unggulan Al-Islah Kecamatan Muncar Kabupaten Banyuwangi tahun pelajaran 2018/2019? Hasil penelitian menunjukkan bahwa: 1) Meliputi, dengan pengenalan gerak dasar tari, pembiasaan senam pemanasan, latihan gerakan-gerakan tari tradisional dan perkembangannya dapat menguasai bagian-bagian tubuh ketika menari. 2)Meliputi, mengatur cepat lambatnya gerakan menggunakan hitungan dan perasaan, mengatur antara pergantian gerakan disaat musik yang tepat dengan menggunakan hitungan, mengatur keselarasan antara pukulan musik dengan gerakan-gerakan agar terdengar lebih mantap dengan menggunakan hitungan dan perasaan, dan perkembangannya dapat menyeimbangkan gerakan tari dengan alunan musik. 3) Dengan pembiasaan senam senyum selama beberapa menit agar terbiasa berkspresi tersenyum ketika menari, dan perkembangannya dapat terbiasa berekspresi tersenyum ketika menari.

Educare: journal of primary education

Avec une très grande intelligence narrative, Leila SLIMANI (2016) déforme les codes du polar et commence par la fin. « Le bébé est mort » la première ligne avec laquelle s’ouvre la scène du meurtre des enfants par la nourrice au visage d’ange. La finesse du détail pertinent et la construction par petites touches des personnages terriblement crédibles caractérisent la plume de Leila SLIMANI. Débarrasser de l’horreur, le lecteur se met à la recherche des failles de cette étrangère de la famille. Rien n’est en trop : dialogues, descriptions, narration haletante et histoire émouvante, ce sont les atouts de la récompense de cette œuvre par le prestigieux prix Goncourt. Inspirer par un fait divers affreux, la romancière livre une photographie d’un ordre social illégal et les forces invisibles qui couvent les relations dans notre société. Leila SLIMANI met en relief une intrigue aux conséquences dramatiques, les contraintes d’une modernité qui s’imposent, infectant la maternité des femmes assoiffées de liberté.

Assanvo

In April 2020, Food and Drug Administration (FDA) requested immediate withdrawal of all prescription and over the counter ranitidine products. Ranitidine recalled due to the presence of unacceptable level of carcinogenic substance N-nitosodimethylamine (NDMA). Several pharmaceutical manufacturers have issued ranitidine product recalls including brand and generic ranitidine. FDA alerts patients to stop using ranitidine and advised to talk with their health care professional about alternative treatments. In Libya, limited studies have been conducted to address people awareness and knowledge in this regard. The objective of this study was to assess people's awareness and behavior towards ranitidine recall and related issues. A cross-sectional study was conducted in Zawia city for two months. Online questionnaire was distributed to 300 participants. Descriptive statistics analysis using statistical package for social sciences (SPSS) version 26.0 was used. The study found that more than half of the participants and their family member were likely to utilize ranitidine inappropriately. They seem to consume ranitidine more often without medical consultation. The findings also showed that 82.5% of the participants that were using ranitidine obtained the drug from pharmacies after the date of announcing ranitidine withdrawal from the market by FDA. Furthermore, the vast majority of the participants were poorly informed or even they had no information about ranitidine toxicity and their perception of the dangers of continue use of this drug is limited. The participants argued that pharmacists do not provide slightly information about dispensed ranitidine. In conclusion, all results reported as benefits of the participants in the study whereas the participant's perception and awareness increased when a brief notification regarding the reason of ranitidine toxicity was provided.

Mediterranean journal of pharmacy and pharmaceutical sciences

In Libya, mothers commonly use natural products for their infants. The purpose of this survey was to evaluate the level of awareness of mothers using natural products for their infants, a validated questionnaire-based survey was distributed for mothers in several hospitals, the selected random group included 152 mothers of infants aged from day one birth to one year old, an analysis of the data revealed that 68% of mothers were using natural products and the most predominant age was between 20 - 30 years, 63% were living in Tripoli and 52% were undergraduate level of education. Further statistical analysis was revealed a significant difference for measuring the degree of awareness of all the natural products combined together (p = 0.001) and a similar degree of significant difference to the degree of awareness of each natural product alone (p = 0.001). A correlation coefficient test by Spearman was preformed to evaluate if there is any association between participants’ demographic data and the question which measures the level of mothers’ awareness. The results showed that mothers have no awareness on how to use these natural products and no correlation between the participants’ demographic data and the way the mothers use these natural products, except between the fennel and the education level (p = 0.033, p < 0.05, respectively). In conclusion, mothers have no awareness on how to use natural products, an appropriate attention by health care providers should be given to nursing mothers for herbal use.

Mediterranean journal of pharmacy and pharmaceutical sciences

Background and Objectives: The complications of type 2 diabetes mellitus (T2DM) can occur in some organs, such as the heart, blood vessels, eyes, kidneys, and nerves. Stroke, one of such complications, is increasing every year. This study aims to investigate the prevalence of and risk factors for stroke among T2DM patients in Qatar. Methods: This was a secondary post hoc analysis of collected data from our previous study titled “Association of Vitamin D deficiency with dyslipidemia, glycemic control, and microalbuminuria in patients with T2DM in Qatar.” Results: The prevalence of stroke among our patients was 3.8%. A comparison between stroke and no-stroke groups showed a significant association between stroke and other diseases, namely, chronic kidney diseases (CKD) (p=0.007), coronary artery disease (CAD) (p=0.010), peripheral vascular disease (PVD) (p<0.001), retinopathy (p=0.044), prolonged duration of diabetes mellitus (DM) (p=0.041), glycated hemoglobin (HbA1c) (p=0.006), and a high serum creatinine level (p=0.003). In the multivariate analysis, we identified the following variables as independent risk factors for stroke in patients with T2DM: male gender, CKD, CAD, PVD, high HbA1c, a high creatinine level, and prolonged duration of DM. Conclusion: The prevalence of stroke among T2DM patients in Qatar was around 3.8%. The main risk factors were male gender, CKD, CAD, PVD, high HbA1c, prolonged duration of DM, and a high level of creatinine.

Karishma

For a long time, cardiovascular diseases have been the leading cause of death worldwide. Machine learning has found significant usage in the medical field as it can find patterns in data. Classification models can help cardiologists to diagnose heart diseases and minimize misdiagnosis accurately. In this paper, we explored a dataset related to heart disease and compared the accuracy of 43 machine learning classification models. The dataset for this research was downloaded from Kaggle; it contained 1190 observations, 11 features (age, sex, chest pain type, resting blood pressure, serum cholesterol, fasting blood sugar, resting electrocardiogram results, maximum heart rate achieved, exercise induced angina, oldpeak, the slope of the peak exercise ST segment) and a binary target variable (no heart disease or observed cardiovascular disease). For data exploration, preprocessing, training, testing, and predictor importance analysis, we used MATLAB R2004a software and the Classification Learner app included in this software. Before training machine learning classification models, we divided the dataset into a training set (90% of observations) and a test set (10% of observations). To prevent overfitting during the training of classification models, 10-fold cross-validation was used. The result showed that the best accuracy was reached with an optimized ensemble classification model (validation accuracy: 0.9262 and test accuracy: 0.9580). After calculating the permutation importance of each feature, we observed that the most important feature among all 11 features was the slope of the peak exercise ST segment.

Ladislav végh

Urolithiasis is a very old and common urological disorder with its worldwide prevalence, multi-factorial etiology, increased recurrent rate and severe consequences. The adverse effects of currently available antiurolithiatic agents potentiate natural product researchers to explore natural antiurolithiatic compounds with fewer side effects. The presented communication is actually a review of the antiurolithiatic effect of four hundred and fifty-seven (457) plants belonging to one hundred and eight (108) families found in different parts of the world. This review will provide helpful information for discovering natural antiurolitiatic compounds and fill the gaps in knowledge.

Dr. salman ahmed