Enhancing viral pneumonia diagnosis accuracy using transfer learning and ensemble technique from chest x-ray images

Pneumonia is an acute pulmonary infection that can be caused by bacteria, viruses, or fungi. It infects the lungs, causing inflammation of the air sacs and pleural effusion: a condition in which the lung is filled with fluid. The diagnosis of pneumonia is tasking as it requires a review of Chest X-ray (CXR) by specialists, laboratory tests, vital signs, and clinical history. Utilizing CXR is an important pneumonia diagnostic method for the evaluation of the airways, pulmonary parenchyma, and vessels, chest walls among others. It can also be used to show changes in the lungs caused by pneumonia. This study aims to employ transfer learning, and ensemble approach to help in the detection of viral pneumonia in chest radiographs. The transfer learning model used was Inception network, ResNet-50, and InceptionResNetv2. With the help of our research, we were able to show how well the ensemble technique, which uses InceptionResNetv2 and the utilization of the Non-local Means Denoising algorithm, works. By utilizing these techniques, we have significantly increased the accuracy of pneumonia classification, opening the door for better diagnostic abilities and patient care. For objective labeling, we obtained a selection of patient chest X-ray images. In this work, the model was assessed using state-of-the-art metrics such as accuracy, sensitivity, and specificity. From the statistical analysis and scikit learn python analysis, the accuracy of the ResNet-50 model was 84%, the accuracy of the inception model was 91% and lastly, the accuracy of the InceptionResNetv2 model was 96%.

Dr. Chandrashekhar Uppin Dr. chandrashekhar uppin

Strain improvement studies for the production of l-asparaginase by beauveria bassiana ss18/41

Strain improvement studies were conducted for the production of L-asparaginase from a marine fungus Beauveriabassiana SS18/14 by employing physical and chemical mutagens, in a systemic manner to obtain mutants that have higher L-asparaginase production. The wild strain produced 6.32 IU/mL of L-asparaginase activity while the UV mutant UVF-4 yielded 8.34 IU/mL and nitrous acid mutant UVF4-N-2 exhibited 10.44 IU/mL enzyme activity. The overall strain improvement programme increased L-asparaginase activity 1.65 times with respect to the parent wild strain

Dr.P.V.Kamala Kumari Dr.p.v.kamala kumari

Implementation of javanese krama learning in improving students' ability to speak politely at mima 35 nurul ulum ambulu

This study examines Javanese Krama's learning in improving students' ability to speak politely at MIMA 35 Nurul Ulum Ambulu. This research approach is a descriptive qualitative approach, and the type of research used is phenomenology. Data collection techniques using interviews, observation, and documentation. While the data analysis using the model of Miles, Huberman, and Johnny Saldana consists of data condensation, data presentation, and conclusion. The results of this study are 1) Planning for learning the Javanese Krama language to improve the ability of students to speak politely at MIMA 35 Nurul Ulum Ambulu, namely: the teacher prepares a Learning Implementation Plan, prepares to memorize material for the Javanese Krama language vocabulary for students. 2) Implementation of Javanese Krama language learning in improving the ability of students to speak politely at MIMA 35 Nurul Ulum Ambulu, namely: opening, core, and closing activities. Then the habit of using Javanese manners during learning hours and outside the classroom. 3) Evaluation of Javanese Krama language learning in improving the ability of students to speak politely at MIMA 35 Nurul Ulum Ambulu, namely: in the classroom using daily questions, PTS and PAS. Meanwhile, habituation outside of learning hours is by assessing students' speech and manners. 4) The implications of learning Javanese Krama in improving the ability of students to speak politely at MIMA 35 Nurul Ulum Ambulu have a positive impact on students becoming accustomed to using Javanese Krama when communicating with teachers both in attitude and speech.

EDUCARE: Journal of Primary Education Educare: journal of primary education

Fake news detection using machine learning ensemble methods

The advent of the World Wide Web and the rapid adoption of social media platforms (such as Facebook and Twitter) paved the way for information dissemination that has never been witnessed in the human history before. With the current usage of social media platforms, consumers are creating and sharing more information than ever before, some of which are misleading with no relevance to reality. Automated classification of a text article as misinformation or disinformation is a challenging task. Even an expert in a particular domain has to explore multiple aspects before giving a verdict on the truthfulness of an article. In this work, we propose to use a machine learning ensemble approach for the automated classification of news articles. Our study explores different textual properties that can be used to distinguish fake contents from real. By using those properties, we train a combination of different machine learning algorithms using various ensemble methods and evaluate their performance on 4 real world datasets. Experimental evaluation confirms the superior performance of our proposed ensemble learner approach in comparison to individual learners. The advent of the World Wide Web and the rapid adoption of social media platforms (such as Facebook and Twitter) paved the way for information dissemination that has never been witnessed in human history before. Besides other use cases, news outlets benefitted from the widespread use of social media platforms by providing updated news in near real-time to its subscribers. The news media evolved from newspapers, tabloids, and magazines to a digital form such as online news platforms, blogs, social media feeds, and other digital media formats. It became easier for consumers to acquire the latest news at their fingertips. Facebook referrals account for 70% of traffic to news websites. These social media platforms in their current state are extremely powerful and useful for their ability to allow users to discuss and share ideas and debate over issues such as democracy, education, and health. However, such platforms are also used with a negative perspective by certain entities commonly for monetary gain and in other cases for creating biased opinions, manipulating mindsets, and spreading satire or absurdity. The phenomenon is commonly known as fake news.

Kamal Singh Kamal singh

Tetra-block: ultrasound femoral, lateral femoral-cutaneous, obturator, and sciatic nerve blocks in lower limb anesthesia: a case series

The gold standard anesthesiologic procedure for urgent femur fracture surgery is Spinal Anesthesia. It is not always feasible because of patients' severe comorbidities and difficulties in optimizing drug therapy in the appropriate time frame such as discontinuation of anticoagulant drugs. The use of four peripheral nerve blocks (tetra-block) can be a winning weapon when all seems lost. We present, in this case series, three Caucasian adult femur fractures (an 83-year-old woman, a 73-year-old man, and a 68-year-old woman) with different and major comorbidities (cardiac or circulatory disorders on anticoagulants therapy that were not discontinued on time; breast cancer and others) underwent the same anesthesiologic approach in the urgent setting. Ultrasound peripheral nerve blocks, that is femoral, lateral femoral cutaneous, obturator, and sciatic with parasacral approach were successfully performed in all patients who underwent intramedullary nailing for intertrochanteric fracture. We evaluated the adequacy of the anesthesia plane, postoperative pain control with the VAS scale, and the incidence of postoperative side effects. Four peripheral nerve blocks (Tetra-block) can be alternative anesthesiologic management in urgent settings, in patients where drug therapy cannot be optimized, as in antiplatelet and anticoagulant therapy.

Dario Cirillo Dario cirillo

Surface modification of anhydrous borax with stearic acid by wet coating method

The wet coating of anhydrous borax powders with stearic acid (SA) to reverse their inherent hydrophilic surface properties was investigated. The coating procedure was based on the results from a previous study that revealed that the stearic acid solution (2 wt. % SA) mixed for 60 minute at 750 rpm on the magnetic stirrer was sufficient for the surface modification of anhydrous borax. For the experiments, stearic acid powders were first dissolved in water at 80 °C. The mixture obtained by adding anhydrous borax powders to this solution was vigorously mixed on a magnetic stirrer to initiation and completion the surface modification. Each of these solutions was then filtered using a filter paper to separate the undissolved particles, and the residue on paper was dried at 50 °C for 48 h until constant weighing was obtained. Wettability has been accepted as a key parameter for success in wet coating treatment. This parameter gained via the experimental characterization technique was used for an evaluation of the powder properties. The degree of wettability of anhydrous borax powders was measured and compared both after their surfaces were coated with stearic acid and after they were treated with water for a certain period of time in an aqueous environment. The stearic acid coating made the powder hydrophobic and this property was highly preserved after washing.

Journal of Characterization Journal of characterization

Implementasi quantum teaching pada pembelajaran tematik kelas v mi mambaul ulum kandangrejo

The Quantum Teaching learning model is a modification of the various interactions that exist in and around the moment in learning. This study aims to find out more about how to apply Quantum Teaching in measuring students' abilities including cognitive, affective and psychomotor aspects. This research method uses qualitative research methods with the type of research field research. Data collection techniques using observation techniques, interviews, and documentation. While the data analysis is a qualitative analysis model of Miles and Huberman and Saldana which consists of data collection, data condensation, data presentation and drawing conclusions. The results of this study are: (1) Implementation of Quantum Teaching in Class V Thematic Learning at MI Mambaul Ulum Kandangrejo cognitive aspects, namely students are able to think more critically and broadly, students are able to do assignments or exercises and can understand learning well, students able to provide questions and answers properly and appropriately. (2) Implementation of Quantum Teaching in Class V Thematic Learning at MI Mambaul Ulum Kandangrejo aspects in the affective aspect, namely: the curiosity of students increases, students become more focused, students' attitudes become more confident and courageous. (3) Implementation of Quantum Teaching in Class V Thematic Learning at MI Mambaul Ulum Kandangrejo psychomotor aspects, namely: students are able to practice well the learning media is provided, students are able to name the names and parts of the circulatory organs, students are able to show the circulatory organs blood using the medium.

EDUCARE: Journal of Primary Education Educare: journal of primary education

Role of pharmacy students in fostering rational use of dietary supplements: knowledge, attitude, and practice study

Dietary supplements are extensively consumed, but irrational use is a health hazard. Pharmacy students, being future healthcare providers, can facilitate rational use. The present study evaluated the knowledge, attitudes, and practices of pharmacy students at Srinivas College of Pharmacy, Mangalore, about dietary supplements and their role as an advocate, in addition to mental health correlations. 250 students selected through stratified random sampling took part in a cross-sectional mixed-methods study. A 30-question instrument (Cronbach's alpha=0.85) measured demographics, dietary supplement usage, knowledge, attitude, practices, and mental health was evaluated with the depression, anxiety, and stress Scale-21 (DASS-21). The data were collected during January-March 2025 and were analyzed with the chi-square test, logistic regression, and Pearson correlation tests. 35.0% (n=88) used dietary supplements regularly, with a preference for multivitamins (50%) and protein supplements (30%). Knowledge was moderate (60% risk aware), attitudes favorable (70% in favor of counseling), but practice restricted (25% informed peers). Everyday use of dietary supplements escalated stress probability (OR=2.5, 95% CI: 1.8-3.4, p<0.001), with correlation (r=0.38, p<0.01). In conclusion, students have promise as dietary supplement champions but require additional training to close knowledge-practice gaps and mitigate mental health risks. Curriculum and policy interventions are needed to enhance students' abilities in encouraging rational dietary supplement use and identifying potential mental health effects.

Mediterranean Journal of Pharmacy and Pharmaceutical Sciences Mediterranean journal of pharmacy and pharmaceutical sciences

Antibiotic stewardship in a vietnamese public security hospital: addressing antimicrobial resistance challenges through the aware framework

Antimicrobial resistance poses a critical threat to global health, exacerbated by inappropriate antibiotic usage. This study evaluates antibiotic consumption at Hospital 199, a public security hospital in Vietnam, using the defined daily dose per 100 bed-days and the World Health Organization AWaRe classification framework. Data were collected retrospectively from inpatient departments over 2022, analyzing prescribing trends to assess stewardship effectiveness and identify areas for improvement. The findings reveal a total antibiotic usage rate of 60.8 defined daily dose per 100 bed-days, predominantly driven by watch antibiotics (63.8%), followed by access antibiotics (36.2%), and minimal use of reserve antibiotics (0.0003%). Critical care departments, such as anesthesiology and intensive care, reported the highest consumption (190.54 DDD/100 bed-days), which may reflect the complexity of care provided and potential empirical prescribing practices, or an elevated infectious burden. β-lactam antibiotics accounted for 59.4% of total use, with third-generation cephalosporins representing the largest subgroup at 40.2% of defined daily doses. While adherence to stewardship principles was evident in the limited use of reserve antibiotics, the reliance on broad-spectrum agents highlighted systemic challenges, including empirical prescribing practices and limited diagnostic capacity. This study highlights the need for targeted interventions to promote access to antibiotics, reduce over-reliance on watch agents, and enhance diagnostic support. By aligning local practices with World Health Organization guidelines, Hospital 199 demonstrates its potential to combat antimicrobial resistance effectively. These findings offer insights for similar low- and middle-income settings, contributing to global efforts to mitigate resistance and optimize antibiotic stewardship.

Mediterranean Journal of Pharmacy and Pharmaceutical Sciences Mediterranean journal of pharmacy and pharmaceutical sciences

Phytochemical evaluation & pharmacological screening of didymocarpus pedicellata and ashwagandha for antiurolithiatic activity

The kidney stones are one of the most widely spreading disorders in the world. The present study was undertaken to evaluate the efficacy of ethanolic extract of Didymocarpuspedicellata and Ashwagandha for its antiurolithiatic activity in rats. Urolithiasis was induced in adult male albino wistar rats by 0.75% of ethylene glycol for 28 days. The effect of the oral administration of the ethanolicextracts has been studied and is compared with the effect of oral administration of Cystone(Himalaya) as a standard on Wistar rat. Ethylene glycol feeding resulted in hyperoxaluria as well as increased renal excretion of calciumand phosphate. Supplementation with ethanolic extract of the plants significantly reduced the elevated urinary oxalate, showing a regulatory action on endogenous oxalate synthesis. Both the plant extract showed significant antiurolithiatic activity

Zeenath Banu Zeenath banu

Bacterial load on suture material after surgical removal of third molars – a comparative clinical studies between silk suture vs antibacterial suture

Oral cavity harbors a complex network of microorganisms which are in steady state of equilibrium with another microflora. Surgical removal of third molar is a very common procedure in oral surgery and suturing of surgical site is a crucial component determining success of wound healing. These suture materials sometime act a nidus of infection because of potential adherence of bacteria to its rough surfaces which may lead to surgical site infection. AIM- The aim of this study was to compare bacterial load on normal silk suture over antibacterial suture following third molar removal in 50 healthy individuals free of any systemic and local pathology. MATERIALS AND METHODS – A microbiological analysis using culture sensitivity test of distal most suture was evaluated after 7 days of procedure. RESULT - In relation to the colony count silk group showed higher number of colonization with a median of 80,000 cfu/ml. Relatively on the other side, antibacterial showed significant decrease in number of colonization with a median of 11,000 cfu/ml (p value < 0.0005). CONCLUSION – Antibacterial sutures group showed statistically significant reduction in bacterial count and can be possible alternative in patients who are unable to maintain good oral hygiene.

Manish anand

Association between streptococcus bovis and colorectal cancer among libyan patients

Streptococcus bovis/gallolyticus was considered as lower grade pathogen involved in endocarditis. Recent accumulating evidence has suggested that Streptococcus bovis/gallolyticus plays an important role in the initiation and development of colorectal cancer. This study was aimed to address the association between Streptococcus bovis/gallolyticus and colorectal cancer among Libyan patients, to determine the dominant biotype of Streptococcus bovis/gallolyticus associated with colorectal cancer patients and to evaluate the antibiotic susceptibly patterns of isolated strains. The study involved 20 colorectal cancer patients, 20 patients with large adenomas polyp and 20 people with healthy colonic mucosa as a control group. All the candidates were subjected to colonoscopy and histopathological examinations and conformation. The suspected and normal cases were then diagnosed according to the protocol used by the medicine specialist and grouped in accord with the study aim. All biopsies were handled and treated to isolate the suspected positive colonies of Streptococcus bovis/gallolyticus. Of the 20 colorectal cancer patients, seven patients (35%) were found to be Streptococcus bovis/gallolyticus carriers, (95% CI 1.22 - 1.72, p < 0.05). Nine patients (45%) were diagnosed colorectal cancer positive at age above 60 years old, eight patients (40%) at age 40 - 60 years old and three patients (15%) at age bellow 40 years old. Also, nine out of 20 patients (45%) with large adenomas polyp were found to be Streptococcus bovis/gallolyticus carriers, (95% CI 2.16 - 2.71, p < 0.05). Of the 20 healthy people with colonic mucosa, Streptococcus bovis/gallolyticus never been isolated. Streptococcus. bovis biotype II/I and Streptococcus. equinis were both susceptible to the above mentioned antibiotic classes, although Streptococcus bovis biotype I was highly resistance to most clinically used antibiotics. However, there was strong relationship between Streptococcus bovis/gallolyticus and colorectal cancer or large polyp formation. However, it is not well understood whether the bacterium has a pathogenic role in the initiation and progression of neoplasia or just an epiphenomenon of colorectal neoplasms.

Mediterranean Journal of Pharmacy and Pharmaceutical Sciences Mediterranean journal of pharmacy and pharmaceutical sciences

Application of mixed hydrotropy in spectrophotometric analysis of frusemide in different formulations

The present study describes the use of an aqueous solution containing a blend of hydrotropic solubilizing agents (mixed hydrotropic substance’s solution) as a successful solvent system utilizing the concept of mixed hydrotropy for spectrophotometric analytical estimation of various conventional formulations as well as novel drug delivery systems. Frusemide, a poorly water-soluble drug, was estimated by application of mixed hydrotropic solubilization method. There was more than 15-fold enhancement in aqueous solubility of frusemide in a solution of blend of hydrotropic agents which consisted of 30% urea, 13.6% sodium acetate and 11.8% sodium citrate. This solvent mixture was employed to solubilize the drug from the fine powder of tablet formulations as well as the niosomes of frusemide. The selected λmax for spectrophotometric estimation was 333 nm. The hydrotropic agents used in the analysis and additives used in the manufacture of tablets and preparation of niosomes did not interfere in the analysis. Statistical data proved the accuracy, reproducibility and precision of the proposed method. The results suggested that proposed method is new, rapid, simple, accurate, and reproducible as well as employed aqueous solvent instead of organic solvents in estimation of drug from the dosage forms.

Archana Mehrotra Archana mehrotra

Incidence of agranulocytosis adverse effect of antipsychotic drugs in patients with schizophrenia

Schizophrenia is treated with antipsychotic drugs and is a chronic neuropsychiatric disorders. The influence of antipsychotics on the cytokine systems may be responsible for their clinical efficacy in schizophrenia. Granulocytopenia and agranulocytosis are severe side effects of antipsychotic therapy. The objective of this study was to estimate incidence of drug-associated agranulocytosis in newly diagnosed schizophrenic patients in and to evaluate the risk factors and outcomes. Seven participants groups were designed. Healthy persons as control. Schizophrenic patients before treatment. Schizophrenic patients after one-month of treatment. Schizophrenic patients after two - month of treatment. Schizophrenic patients after three - month of treatment. Schizophrenic patients after chronic treatments. Schizophrenic patients one month after chronic treatment. This study included screening for the expression and function of circulating leukocyte granulocyte-macrophage colony-stimulating factor receptor, screening of patient's biochemistry and haematology picture. Granulocyte-macrophage colony-stimulating factor expression was decreased after antipsychotic treatment for one month and continued to decrease after two months' treatment. Granulocyte-macrophage colony-stimulating factor expression starts to increase after the two-month treatment and continues increasing to controls or newly diagnosed schizophrenics or after chronic treatment. Complete blood counts were not changed compared. Liver function showed a transient increase in serum alkaline phosphatase after one and two month of treatment. All other parameters were not changed. Kidney function showed that urea and creatinine levels were within the normal range during the different treatments. Concerning lipid profile, low density lipoproteins levels were increased after one month, two months of treatment and after chronic administration of the antipsychotic drugs. It is concluded that antipsychotic treatment produces a decrease in granulocyte-macrophage colony-stimulating factor expression; the decrease reach the maximum effect after two months, then starts to increase back to normal levels. A transient increase in serum alkaline phosphatase in the first two months' treatment. Urea and creatinine levels and lipid profile were within normal range, except low density lipoproteins levels were increased during the two months treatment and after chronic administration of the antipsychotic drugs.

Mediterranean Journal of Pharmacy and Pharmaceutical Sciences Mediterranean journal of pharmacy and pharmaceutical sciences

Impact of energy drink consumption on pattern and quality of sleep among students in libyan international medical university

Consumption of energy drinks was significantly associated with sleep problems, which are progressively used regardless of negative health effects particularly among adolescents and young adults. The goal of this study is to examine the relationship between energy drinks and sleep patterns on college students by more than one parameter. Target number of students was taken to be 1 000 participants and the study reached 434 participants were invited via self-administered questionnaire at Libyan International Medical University students during 2020 and 2021 in all levels which consisted of 20 questions and the main measurements are dependency, negative effect of energy drink and effect of energy drink on sleep. The results showed that the consumption prevalence rate of energy drinks amongst participants is 59.4%. The majority of participants enrolled in this study are male (52.5%) and 47.5% were female students. In conclusion: energy drinks consumption is a risk factor of poor sleep quality between Libyan International Medical University students. An awareness must be increased about energy drinks consumption to confirm the relation to sleep quality and general health.

Mediterranean Journal of Pharmacy and Pharmaceutical Sciences Mediterranean journal of pharmacy and pharmaceutical sciences

Design and development of framework for big data based smart farming system

Improving the agricultural productivity is an imminent need to meet the food requirement of constantly growing population rate. It can be gracefully satisfied if the farming process is integrated through technologies such as big data and IoT. The integration of agricultural processes with modern technologies has emerged as the smart agriculture technology. This research work is focused on proving the suitability of the big data analytics for smart agricultural processes in terms of increasing production and quality of yields with less resources and overhead. This research paper expounds the extensive review carried out on the related works in smart agricultural farming, challenges in implementing the smart farming technologies at large scale, followed by the conceptual framework model for the effective implementation of big data together with IoT devices in smart farming.

Dr H Shaheen Dr h shaheen

Inhibition and modulation of calcium oxalate monohydrate crystals by phytic acid: an in vitro study

The aim of the study was to explore the inhibition and modulation of calcium oxalate monohydrate crystals into calcium oxalate dihydrate by phytic acid. The study was carried out on glass slides using phytic acid (1 - 5%) solutions. All tested solutions inhibited the growth and modulated calcium oxalate monohydrate crystals. Donuts, rosettes and X-shape crystals of calcium oxalate monohydrate along with their defected forms were observed. The presence of calcium oxalate dihydrate crystals as elongated rods and tetragonal bipyramidal crystals revealed the modulated forms of calcium oxalate monohydrate. Smaller zones of nucleation are declared as general patterns of growth inhibition. This study gives valuable information about calcium oxalate crystals' inhibition and modulation patterns. Further studies are required to confirm the results of the present study.

Dr. Salman Ahmed Dr. salman ahmed

Efficient and secure data transfer in iot

Nowadays, the Internet of Things (IoT) has been used widely in our daily day to day life, starting from health care devices, hospital management appliances to a smart city. Most of the IoT devices have limited resources and limited storing capability. All the sensed information must have to be transmitted and to store in the cloud. To make a decision and for making analysis all the data stored in the cloud has to be retrieved. Making certain the credibility and security of the sensed information are much necessary and very important for the use of IoT devices. We tend to examine the proposed technique to be much secure than the existing one. In IoT, if the security is not ensured, then it may result in a variety of unsought issues. This survey resembles the overall safety aspects of IoT and debates the overall issues in the security of IoT.

Jebin Bose S Jebin bose s

Entrepreneurial finance through swavalamban scheme and the participation of socially excluded people in tripura

Finance is a key component for entrepreneurial survival , growth and sustainability. Adequacy and consistency in finance is important for healthy entrepreneurial status . The participation of women, SC, ST, OBCs in the financial facilities provided by the govt through Swavalamban Scheme will invite social inclusion in the state .

Md. Abdur Rahman Choudhury Md. abdur rahman choudhury

Understanding and leading change - process of change management

The paper aims to discuss the process of change management and how change affects organizations' functioning. Using the chosen case studies about different organizations that have successfully undergone change management, the report will highlight the drivers of change and their impact on the organization's behaviour. Also, change management is not easy, and there are specific barriers that can affect the organization's smooth functioning during managing change. Also, the leadership approaches that can help the organization in change management will be discussed.

Zamzam Abdelazim Zamzam abdelazim

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