Improving machine learning classification models for anaemia type prediction by oversampling imbalanced complete blood count data with smote-based algorithms

Computer-assisted disease diagnosis is cost-effective and time-saving, increasing accuracy and reducing the need for an additional workforce in medical decision-making. In our prior research, we trained, tested, and compared the accuracies of nine optimizable classification models to diagnose and predict eight anaemia types from Complete Blood Count (CBC) data. This study aimed to improve these classification models by oversampling the original imbalanced dataset with four algorithms related to the Synthetic Minority Over-sampling Technique (SMOTE). The results showed that the validation accuracy increased from 99.22% (Ensemble model) to 99.57% (Tree model), and most importantly, the False Discovery Rate (FDR) for the anaemia type with the highest FDR decreased from 23.1% to 1.5%.

Ladislav Végh Ladislav végh

Chemical characterizations and anti-sickling potential of methanol extract of justicia carnea (flamingo plant)

Justicia carnea, a plant rich in bioactive compounds, has traditionally been used as a haemoglobin booster by herbal practitioners in rural areas of Edo State of Nigeria. In this study, the methanol leaves extract of Justicia carnea was investigated for its antisickling potential in hemoglobin SS (HbSS) in-vitro by sodium metabisulphite assay and characterized by Gas Chromatography-Mass Spectrometry (GC-MS) and High-Performance Liquid Chromatography (HPLC). Terpenoids, saponins, glycosides, phenolics, flavonoids and alkaloids were present except tannins. Photomicrograph examinations revealed a reduction of sickle cells with a percentage decrease from 37.50%, and 22.22% down to 3.85% with 100 mg/mL crude extract of Justicia carnea at three durations, respectively. Detected compounds from Gas Chromatography-Mass Spectrometry included hexadecanoic acid methyl ester (Retention time (Rt): 21.46, 05.99%) and 9,12-octadecadienoic acid, methyl ester (Rt: 23.567, 02.59%) while the major constituent was phytol (Rt: 23.741, 67.28%). While kaempferol (Rt: 17.23, 16.72%) was the major component from High-Performance Liquid Chromatography quantification among resveratrol (Rt: 3.7, 13.85%), gallic acid (Rt: 5.88, 3.55%), Justicinol (Rt: 11.85, 01.34%) and phytic acid (Rt 5.06, 01.43 %). These compounds have been cited as physiological agents that reduce inflammation, and oxidative stress and potentially prolong the lifespan of cells across species. The antisickling results from this study corroborate and support the traditional use of the plant in treating patients with sickle cell anemia.

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

Prescribing patterns in systemic hypertension and pharmaco-economics (cost effectiveness and cost minimisation analyses) of the commonly prescribed antihypertensives in a district hospital in enugu state, southeast nigeria

Background: Prescribing patterns in systemic hypertension vary from place to place. Studies have shown that cost could be one of the factors responsible for non-adherence to treatment among hypertensive patients. Nigerian pharmacoeconomics studies have not provided a general guide on cost-effective prescribing for hypertensive patients in the country. The aim of the study was to examine the prescribing patterns, do cost effectiveness and cost minimisation analyses of the commonly prescribed antihypertensives, and determine if cost is a major reason many of the hypertensive patients of the District Hospital are usually lost to follow up. Methods: 5267 adult (≥18 years) non-antenatal patients’ cards of 2016 were reviewed for hypertension. Examination of the prescriptions, cost-effectiveness and cost-minimisation analyses of the commonly prescribed antihypertensives were done. Results: 12.6% of the patients were hypertensive. 73% of these hypertensive patients were treated pharmacologically. 40.8% adhered to treatment. 73% of the adherent ones responded to treatment. Amlodipine was the most expensive prescribed antihypertensive (N22). Amiloride-hydrochlorothiazide with the largest cost effectiveness ratio (CER) (9) was the most cost effective of all the combinations. Lisinopril- hydrochlorothiazide (N17) was preferable to the triple combination of lisinopril-amlodipine-hydrochlorothiazide (N39), and amlodipine-hydrochlorothiazide (N32) in cost minimisation. Conclusions: Cost of drugs probably had played a significant role in non-adherence to treatment among hypertensive patients in the District Hospital in 2016, since moduretic with the largest CER (9) and nifedipine with the greatest BP reduction when combined with hydrochlorothiazide (56/22 mm Hg) were rarely prescribed.

Emmanuel umegbolu

The religious practices of vietnamese catholic youth: the case of the diocese of xuan loc

Every religion includes a whole series of beliefs and practices and we should start by concentrating our attention on religious practices to understand a religion. This paper intended to clarify the religious practices of Vietnamese Catholic Youth. Based on the theory of Glock and Stark and by using survey method, descriptive statistics, this is the first study to demonstrate the religious practices of youths in a diocese of Vietnam. This issue considered as an interesting research topic in the context of Vietnamese research because it explores youths lives from a different perspective by focusing on the micro level of analysis. The respondents in this study were total of 388 young adults between 18 and 30 years of ages from 24 parishes who were randomly selected through Probability Proportional to size sampling method. The findings of the research indicate that the ritualistic dimension of religiosity among Vietnamese Catholic youth is still so high in the context of change in Vietnam

Le Minh Tien Le minh tien

Telemedicine and ai in remote patient monitoring

This article explores how telemedicine, especially with the help of artificial intelligence (AI), is transforming healthcare. It covers its applications in monitoring patients, managing chronic diseases like diabetes, and improving cardiovascular care. The importance of wearable devices and non-invasive blood glucose monitoring is highlighted. The article emphasizes how AI-driven remote patient monitoring can enhance healthcare by providing early intervention, reducing hospitalizations, and offering personalized care.

Dhruvitkumar Talati Dhruvitkumar talati

Anti-inflammatory potential of medicinal plants

Inflammation is said to be a healthy component of the body immune system's reaction. Inflammation is characterised by four key symptoms: pain, redness, heat or warmth and swelling. As secondary metabolites, plants may produce a wide range of phytochemical compounds, which possess anti-inflammatory characteristics. Herbal remedies are important therapies for a wide range of ailments all over the world. There are around 7 500 species of medicinal plants, including representatives from over 17 000 flowering plant species. Even when synthetic chemistry has developed out their expectations, the use of natural ingredients in the manufacture of drugs used in contemporary medicine is unparalleled. By interfering with the biology of inflammation, anti-inflammatory medications may assist to minimise tissue damaging and increase patient’s comfort. Because of the bulky figure of species reachable for study, the effective development of novel naturally taking place anti-inflammatory drugs is mostly dependent on a multidisciplinary approach to discovering new chemicals. Despite the statistic that many review papers have been produced in this field, the conventional of them simply examined the issue from an area perspective. Several non-steroidal anti-inflammatory drugs have been shown to reduce inflammation and pain by decreasing the isoform of the cyclooxygenase enzyme's digestion of arachidonic acid, hence lowering prostaglandin production. Non-steroidal anti-inflammatory drugs have a host of harmful effects. There are, however, medicinal herbs with anti-inflammatory pharmacological properties that have few or no negative effects.

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

Correlation between chest ct severity scores and the clinical parameters of adult patients with covid-19 pneumonia

Purpose. Our aim is to correlate the clinical condition of patients with COVID-19 infection with the 25-point CT severity score by Chang et al. (devised for assessment of ARDS in patients with SARS in 2005). Materials and Methods. Data of consecutive symptomatic patients who were suspected to have COVID-19 infection and presented to our hospital were collected from March to April 2020. All patients underwent two consecutive RT-PCR tests and had a noncontrast HRCT scan done at presentation. From the original cohort of 1062 patients, 160 patients were excluded leaving a total number of 902 patients. Results. The mean age was 44.2 ± 11.9 years (85.3% males, 14.7% females). CT severity score was found to be positively correlated with lymphopenia, increased serum CRP, d-dimer, and ferritin levels (p < 0.0001). The oxygen requirements and length of hospital stay were increasing with the increase in scan severity. Conclusion. The 25-point CT severity score correlates well with the COVID-19 clinical severity. Our data suggest that chest CT scoring system can aid in predicting COVID-19 disease outcome and significantly correlates with lab tests and oxygen requirements.

Kamal Singh Kamal singh

Evaluating the differential efficacy of disinfectants against microbial forms using logarithmic reduction analysis

Background: Effective disinfection protocols are crucial in healthcare and pharmaceutical settings to mitigate infection and cross-contamination risks, especially with a growing immunocompromised population. Disinfectant efficacy varies, and understanding microbial resistance profiles is essential. This study aimed to evaluate the differential efficacy of ethanol (ET), isopropyl alcohol (IPA), and a peracetic acid-hydrogen peroxide (PA+HP) blend against diverse microbial forms (bacterial spores, fungal spores, and vegetative yeast cells) and to analyze differences in susceptibility. Methods: The efficacy of ET, IPA, and PA+HP was evaluated against Bacillus subtilis (bacterial spores), Aspergillus niger (fungal spores), Candida albicans, and Kocuria rosea (vegetative yeast cells). Logarithmic reduction (LR) values from 10 replicates per group were analyzed using nonparametric (Friedman test with Dunn’s post-hoc) and two-way omnibus tests. Results: The Friedman test revealed significant differences across microbial groups (p < 0.0001). B. subtilis showed maximal susceptibility (LR = 6.70 ± 0.00), while A. niger exhibited minimal susceptibility (LR = 3.77 ± 0.21). ET outperformed IPA against C. albicans (LR = 5.43 vs. 4.91, p = 0.0232). The microbial group accounted for 92.36% of the variance (p < 0.0001). Conclusions: Microorganism-specific disinfection strategies were emphasized by the findings. A routine disinfectant evaluation program is crucial to mitigate microbial infection and crosscontamination risk in healthcare settings. The study highlights the importance of selecting appropriate disinfectants based on microbial resistance profiles.

Karishma Karishma

Covid-19 - pushes marketers to sell differently to global millennials in emerging markets

CoronaVirus’ is a hard hit on both Millennial consumers and marketers. It forced consumers and marketers to do the usual activities of buying and selling differently. Panic buying and herd mentality was widely noticed among millennials. Their unusual buying behavior which reflects behavior during a crisis is highly influenced by environmental stimuli. From this study, it is found that there has been a significant buying behavioral shift of global millennials in emerging markets (BRIC – Brazil, Russia, India, China; CIVETS – Columbia, Indonesia, Vietnam, Egypt, Turkey, South Africa). It is evident that the initial marketing attempts of marketers failed during COVID-19 due to the lack of understanding of the significance of environmental and marketing stimuli in consumers’ purchase decisions. This study brings out the various positive substantial changes brought about through internetization in marketing goods and services to millennial customers during the pandemic. The pandemic enabled a rapid digital revolution in buying and selling using digital/online platforms. The study suggests the application of the Black Box Model by marketers in marketing and selling decisions. The Internet has been the most important tool used by customers and sellers to access what they need. This study is useful to marketers and upcoming entrepreneurs to understand that it is the consumer’s buying behavior that triggers and pushes marketers to sell differently.

Sridevi Sridevi

Medication adherence in type 2 diabetes mellitus patients at several public health centers in banyumas regency

Diabetes mellitus (DM) is considered as ”the mother of all diseases" because it causes many complications. Knowing and measuring medication adherence may have a greater effect on DM patients. Several studies in Indonesia used a questionnaire scale to measure adherence, however they do not validate the study population, so it could still be found anomalous correlation analysis between adherence and clinical data even though it measured in the same country and scale. This study measure the adherence level of type 2 diabetes patients, evaluates the validity of the medication adherence scale, and analyze the correlation with the clinical outcome of type 2 diabetes patients in four health centers in Banyumas district. The study uses a cross-sectional design in Prolanis type 2 DM patients of January -April 2020. The adherence is measured by MARS-10, backward-forward translation method followed by content and internal validation. Clinical outcome is evaluated based on fasting blood glucose measurement. The results of the MARS-10 Gregory index analysis showed content validity in the high category (IG ≥ 0.8). The content validity showed the results of 9 questions with the value of r count> r table (n = 30, r table = 0.361). Reliability analysis showed Cronbach's Alpha 0.747> 0.6. The measurement showed 80.3% were adherent patients and 19.3% were non-adherent patients. Correlation analysis showed that there was no significant relationship (p> 0.05) between patient adherence and clinical outcome. Those results showed that type 2 diabetes mellitus patients in 4 health centers were categorized as adherent but not correlated with the clinical outcome. This was enabled due to the clinical outcome was simultaneously influenced by several factors: general factors, individual factors, and unpredictable factors.

Much Ilham Novalisa Aji Wibowo Much ilham novalisa aji wibowo

A screening of obsessive compulsive disorder in pharmacy students

Obsessive-compulsive disorder (OCD) is a mental disorder that causes repeated unwanted thoughts or sensations, or do something over and over again. It is affecting all ages in the world. It is unusual for symptoms to begin after the age of 35 and half of people develop problems before 20. This making university students a target of OCD. This study investigates the prevalence of symptoms of OCD and identifies possible risk factors among pharmacy students of University of Tripoli, Libya. 80 pharmacy students registered in the final academic year 2019/2020 were enrolled in this study. All the participants were females ranging of 22 to 24 years old of a same environmental background. This study is based on a validated questionnaire for screening of OCD as mentioned by the American Psychiatric Association without modification. A total of 63 students have returned the questionnaire (response rate, 78.8%). The study shows that OCD symptom is relatively common among pharmacy students. The most common symptoms are losing something of importance (71%) and checking things over and over or repeat actions many times to be sure they are done properly (63%). Among OCD symptoms, the most common associated trigger factors were stress and phobia which representing 62% of the participated students. This study indicates that pharmacy students are at risk of being susceptible to getting OCD. OCD affects academic performance and quality of student life, therefore, a psychological and health services for university students should be implanted.

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

Re-inforcement pembelajaran pai dalam pembinaan kesehatan mental siswa di sd negeri sekarputih 1 tegalampel bondowoso

Pendidikan agama Islam sebagai upaya mengembangkan, mendorong serta membimbing peserta didik hidup lebih dinamis dengan berdasarkan nilai-nilai agama islam dan terbentuk pribadi peserta didik insane kamil. Rumusan dalam dalam peneltian ini: 1) Bagaimana peran PAI dalam pembinaan kesehatan mental siswa di SDN Sekarputih 1 Tegalampel Bondowoso? 2) Bagaimana peran PAI dalam pembinaan kesehatan pikiran/intelektual siswa di SDN Sekarputih 1 Tegalampel Bondowoso? Metode penelitian ini menggunakan pendekatan kualitatif deskriptif dan jenis penelitian studi kasus. Metode pengumpulan data dengan metode observasi, metode wawancara dan metode dokumentasi. Sedangkan analisis data menggunakan model analisis interaktif Milles, Huberman dan Saldana dengan tiga Langkah dalam proses analisis data yaitu: kondensasi data, penyajian data dan penarikan kesimpulan. Untuk memeriksa keabsahan data ini, menggunakan tehnik triangulasi yaitu triangulasi tehnik, triangulasi metode dan triangulasi data. Berdasarkan hasil penelitian ini dapat disimpulkan: (1) Peran PAI dalam pembinaan kesehatan mental siswa di SDN Sekarputih 1 Tegalampel Bondowoso yaitu: (a) Agama sebagai pembimbing dalam kehidupan peserta didik. (b) Agama sebagai penolong dalam menghadapi kesulitan untuk memecahakan masalah yang di alami siswa. (c) Agama sebagai penentram bathin. (2) Peran PAI dalam pembinaan kesehatan intelektual/kesehatan pikiran di SDN Sekarputih 1 Tegalampel Bondowoso yaitu: (a) Guru membimbing peserta didik secara akademis di dalam sekolah maupun di luar sekolah. (b) Kajian-kajian keagamaan oleh guru PAI sebelum atau sesudah mata pelajaran dimulai. (c) Membudayakan siswa untuh silaturrahim kerumah guru. (d) Bimbingan secara intelektual kepada dengan teori-teori keagamaan yang memadai, agar siswa tidak sekuler dalam berperilaku sehari-hari.

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

Analytical study of foreign direct investment in indian automobile sector

This research paper focused on the role of FDI in Indian automobile sector& dramatic changes in automobile sector after 1991’s open economy policy of Govt. This paper also attempt to splash light on some important aspects such as the journey of Indian Automobile sector from scratch to spectacular progress with combination of foreign technology & Indian talents, growth in direct & indirect employment, economic development of some important aspect in country like GDP as well technology transfer, improvement in R&D through the automobile clusters in country, focusing on potential of Indian automobile sector which is attracting Foreign investment.As well the policy support (Automobile mission plans 2006-16, 2016-2026, NATRiPS, Make in India Mission) by the Central & State Government for establishment of production facilities attracted automakers worldwide. As FDI is key driver not only in terms of inflow of FOREX but changes in the attitude of Government, Customers, &Automakers itself.

ANSHUMAN VIJAY MAGAR Anshuman vijay magar

Carbon footprint is an indicator of sustainability in rice-wheat cropping system: a review

Intensively cultivated rice-wheat cropping system of the Indo Gangetic plain (IGP) is a potential source of greenhouse gas (GHG) emissions.Agriculture sector emits GHGs like methane (CH4) and nitrous oxide (N2O). The total amount of GHGs emitted by a product is known as its carbon footprint (CFP).Quantification of CFP of crops will help in identifying management practices to reduce CFP of crop production. Studies related to assessing of CFP of agricultural products are lacking. The present review paper was aimed to discuss about the studies done on GHG emission from rice-wheat cropping system of the Indo Gangetic plains. The paper elaborates on what is CFP, how to calculate CFP of rice-wheat cropping system with the help of different case studies. The paper provides insights about certain agricultural management practices which can help in reducing CFP of rice-wheat cropping system. Discussion from this paper signifies the importance of carbon footprint assessment in maintaining the sustainability of rice wheat cropping system.

Dr.renu dhupper

Hr analytics: a study on training and development of it employees with special reference to chennai city

The Training and Development is considered as most important task to reach organizational goals. HR Analytics in Training of employees helps to understand better what is required among their Employees to increase Motivation and Skills which ultimately improves the employee Performance. HR Analytics is a method used to measure and organize information related to employee that give clean insights about the requirement of an employee. It also helps the Organisations to maintain record and analyse information of specific employee with specific skill sets, this helps in motivating, gaining efficiency and improving talent quality. For every organization, their employees are very precious asset. Thus, it is extremely essential to analyse, assess, and predict employee requirements. In this competitive world where new innovations come as a hurdle, it is very important to implement the new technology in organisation. This paper highlights the importance of providing training to the employees in organisation and its influence on employee’s better performance, organisational achievement and employees satisfaction.

Js

Information systems and technology in business

Management information systems are computer systems within an organisation that incorporate both hardware and software operations. It involves using business processes, people, and technology to collect, record, process, and store essential data that is significant to decision-making processes (Hartanto and Asmuni, 2017, 11). Management information systems are also used to coordinate, analyse, control, and visualise crucial organisational information. The ultimate goal of using MIS within the corporate environment is to increase value creation and profit earnings for businesses.

Zamzam Abdelazim Zamzam abdelazim

Dampak kualitas, persepsi konsumen dan brand image terhadap keputusan pembelian produk endorsement

Penelitian ini bertujuan untuk melihat seberapa besar dampak kualitas produk, persepsi konsumen dan brand image terhadap keputusan pembelian produk endorsement pada masyarakat di Medan dengan menggunakan word of mouth sebagai variabel moderasi. Sampel penelitian ini adalah sebesar 100 orang responden dengan teknik analisis data menggunakan analisis jalur (path analysis). Hasil dari penelitian ini menunjukkan kualitas produk, persepsi konsumen dan brand image berpengaruh terhadap keputusan pembelian produk endorsement pada masyarakat di Medan. Lebih lanjut, word of mouth tidak memoderasi kualitas produk terhadap keputusan pembelian dan juga tidak memoderasi persepsi konsumen terhadap keputusan pembelian namun word of mouth memoderasi brand image terhadap keputusan pembelian produk endorsement bagi masyarakat di Medan.

L L

Sedative-hypnotic effects of datura arborea linn extract in experimental animals

Datura arborea Linn is a sacred plant known for over 3000 years to have been used for magical and curative purposes. It was shown to have a central nervous system depressant effect. The active substances identified were tropane alkaloids: atropine, scopolamine, and hyosine. Therefore, we aimed to find out whether the ethanol extract of Datura arborea Linn has sedative and hypnotic activity. The extract was subjected to a thiopental sodium-induced sleep test and diazepam was used as a standard drug. The plant possesses sedative-hypnotic qualities, the findings indicate that doses of 35 mg/kg (2.70.24 min), 70 mg/kg (3.80.19 min), and 140 mg/kg (4.30.20 min) decreased the control's (9.2 min) latency to fall asleep. In comparison to the control, the length of sleep was increased by 23.46 minutes for 35 mg/kg (99.002.99 min), 70 mg/kg (132.605.53 min), and 140 mg/kg (118.606.04 min), respectively. The present study established the acute toxicity of Datura arborea Linn to be less than 600 mg/kg in mice. This study indicated that the ethanol extract of Datura arborea Linn has a sedative-hypnotic activity in the diazepam-induced sleep test. It is safe to suggest that the extract acts via either β-receptor by causing hyperpolarization or a decrease in spike activity in the cell, leading to relaxation, but these effects were not blocked by β-antagonist or α2-receptor to decrease acetylcholine release, leading to relaxation of the smooth muscle.

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

Training &development initiative for entrepreneurship promotion by tgb -resti : an analysis from state level bankers committee database

Rural Self Employment Training Institutes (RSETIs) functions as a structural framework for skill development & entrepreneurship development training laid down by Ministry of Rural Development, Government of India in the year 2009. The concept of RSETI is bagged from the RUDSETIs (Rural Development & Self Employment Training Institutes), the brain child of Dr. D. Veerendra Heggade. RSETIs have 65 approved courses as per National Skill Qualification Framework (NSQF) under which they offer different types of Entrepreneurship Development Programme (EDP). All the programmes are short term residential training with 2 (two) years hand holding support. State Level Bankers Committee data revealed that through the RSETI training, huge number of unemployed youths started their own enterprise with or without bank finance and also getting the scopes of Self-employment. This particular study took a humble effort to publicize the role of TGB-RSETI in Tripura in respect to unemployment reduction through entrepreneurship development. The entire study is based on secondary data (2009-10 to 2022-23) retrieved from SBLC, Tripura website data.

Md. Abdur Rahman Choudhury Md. abdur rahman choudhury

Primary hydatid cyst of the small intestine masquerading as intestinalhydatid cyst

Hydatid disease or hydatidosis is a worldwide zoonosis disease caused by the tapeworm of Echinococcus granulosus and still widely endemic in Tunisia especially in rural areas where the sheep-dog cycle is dominant. It is an important public health problem in the pediatric age group causing significant morbidity and mortality. We report a case of primary hydatid cyst of the small intestine in a child and we want to highlight the difficulty that we meet in the diagnosis despite the contribution of imaging.

Sameh Sameh

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