In the last decade, we have observed the usage of artificial intelligence algorithms and machine learning models in industry, education, healthcare, entertainment, and several other areas. In this paper, we focus on using machine learning algorithms in the loan approval process of financial institutions. First, we briefly review some prior research papers that dealt with loan approval predictions using machine learning models. Next, we analyze the loan approval prediction dataset we downloaded from Kaggle, which was used in this paper to compare several machine learning classification models. During this analysis, we observed that credit scores and loan terms are the attributes that probably most affect the result. Next, we divided the dataset into a training set (80%) and a test set (20%). We trained 27 various machine learning models in MATLAB. Three models were optimized with Bayesian optimization to find the best hyperparameters with minimum error. We used 5-fold cross-validation for the validations to prevent overfitting during the training. In the following step, we used the test set on trained models to measure the models’ accuracy on unseen data. The result showed that the best accuracy both on validation and test data, more than 98%, was reached with neural networks and ensemble classification models.

Ladislav végh

Petroleum refineries are largest chemical industries that are responsible for emission of several pollutants into the atmosphere. Benzene and its metabolites are regarded as the most hazardous compounds that are emitted by petroleum refineries. These contribute to toxic oxidants, which cause many serious health risks to petroleum refineries workers. This study was aimed to analyze the effects of chemical exposure on hematological and biochemical parameters among workers at Zawia oil refinery and Mellituh oil and gas refinery companies. A total of 200 workers participated in this study which consisting of two equal groups (each group: n = 100). The first group consists of petroleum refineries workers and the second group consists of non-oil work civil servants serving were recruited as exposed and control subjects, respectively. The results of blood picture, liver enzymes and kidney functions were compared between the groups. Mean white blood cells counts, platelet counts, and hematocrit count were significantly higher, while the mean red blood cells count was insignificantly changed in petroleum refineries workers. While the mean hemoglobin and corpuscular hemoglobin concentration levels were significantly lower, whereas the mean corpuscular volume and mean corpuscular hemoglobin levels were insignificantly changed in petrol refineries workers. Liver enzymes and renal functions were significantly higher in petrol refineries workers. The present findings indicate that occupational exposure to benzene causes significant alterations in hematological and biochemical parameters and workers are at high risk of developing blood, hepatic or renal related disorders. Protection and frequent medical attention should be given to petroleum refineries workers.

Mediterranean journal of pharmacy and pharmaceutical sciences

Coronaviruses are closely related virus causing several types of respiratory tract infections ranging from common cold to more severe diseases such as Middle East Respiratory Syndrome (MERS) and severe acute respiratory syndrome (SARS). There are many other ways in which Covid-19 will impact the existing public health issues. With the rising number of covid19 cases, it has been reported that people with the weaker immune system are at higher risk. We identified the mechanism of action of cyclophosphamide and its impact on the lung. Pulmonary side effects associated with cyclophosphamide are rare and dose-related. They manifest as early-onset pneumonitis, in patients with symptoms especially like cough and dyspnea. Acrolein in cyclophosphamide is the main component linked with the toxic effect. We hypothesize that use of cyclophosphamide, an antineoplastic agent and immunosuppressive agent used in treating many cancers and autoimmune disorders (like rheumatoid arthritis and ANCA vasculitis), induces severe lung toxicity which can be one of the contributing factors for the increased risk of COVID 19 complication. These factors are to be recognized to improve prevention and control of the disease.

Ankul singh

This paper centers around how innovations adds to enhancing interoperability between IoT gadgets, and making effectively utilization of IoT gadgets. The proposed stage innovation gives semantic-based IoT data administrations, and semantic interoperability of IoT gadgets. This administration stage can be material to a great deal of semantic IoT administrations: gathering imperceptible data in genuine condition by brilliant gadgets, giving keen life benefits by sharing, taking an interest, circulating open detecting data.

Dr h shaheen

"Chemical Pharmacognosy" explores natural drug discovery, traversing from traditional remedies to modern therapeutics. This interdisciplinary approach aids biodiversity exploration, supports conservation, and validates Traditional, Complementary and Alternative Medicine. The significance extends to drug formulation, quality control, and combating drug resistance. Symbolizing a holistic journey, it bridges traditional wisdom with scientific innovation, playing a pivotal role in harnessing nature's chemical diversity for human health and guiding drug development.

Dr. salman ahmed

The current study explored the anti-emetic activity of six aromatic medicinal plants viz Carissa carandus L.. Cichorium intybus Cinnamomum tamala L.. Lallemantia royleana Benth. Matricaria chamomilla L., and Piper metysticum G. Forst . Anti-emetic activity was assessed using a chick as an anti-emetic model. The ethanol extracts of these plants were administered at 150 mg/kg BW orally. Lallemantia royleana and Piper metysticum showed a significant (P <0.001 ) decrease in retches induced by copper sulphate pentahydrate given orally at 50 mg/kg BW. Domperidone was given at 100 mg/kg as a reference drug.

Dr. salman ahmed

Comparative analysis of plant diversity with reference to Chamundi hills, in Mysore District of Karnataka State

Veerabhadraswamy al

In the Indo-Pak subcontinent, the traditional systems of medicine, both Ayurvedic and Unani, are primarily based on herbs and herb-based preparation for therapy. Therefore, the importance of the herbal identification process remains critical in achieving the desired and successful therapeutic effect. To support the manufacturers and practitioners of both systems, many herbs are still collected from wild sources, as herbal farming is not very developed in this part of the world. During a survey program conducted in different areas of Pakistan, significant lacks and gaps were noted to be present in the identification & characterization of herbs, which needs to be addressed and fulfilled as many species look alike apparently or physically but have different biological or pharmacological activity. Based on this objective and approach, Centella asiatica was selected for the pharmacognostic and preliminary phytochemical investigation to establish a better correlation and to provide useful methods in its identification as the use of Centella asiatica is very common in Pakistan and other South Asian countries for CNS disorders therapy. Therefore, this study aimed to develop & report some and rapid identification methods for Centella asiatica. The present study includes physical, physicochemical, preliminary phytochemical and fluorescence analysis. For the first time, in the present study, NIR and FT-IR spectra of Centella asiatica have been reported for identification. The findings of the present study are quite promising and can be helpful for the manufacturers and researchers in the identification and development of Centella asiatica-based new drugs or formulations.

Dr. salman ahmed

The article analyzes the main problems of making an assessment of public administration activities, gives important question and makes main ways of experiences of assessing criteria of public administration. This the article is also devoted to the analysis of the essence of efficiency and quality of public administration in the world and studies the main conceptual models of efficiency of public administration, the definition of types of efficiency and identification of the main problems when forming criteria for evaluation of efficiency and quality of the government

Ikboljon odashev mashrabjonovich

The purpose of this study was to determine the attitudes, expectations, experiences, and barriers that physicians in Tripoli hospitals experienced when working alongside Clinical Pharmacists (CPs). A descriptive self-administered questionnaire was used for the study, and participants were selected from several Tripoli hospitals. Most of the respondents agreed that CPs are an essential part of patient care teams and that they have the legal authority to review a patient's medication regimen and response. More than half of respondents believe CPs must be responsible for the medications they prescribe to patients. Half of the respondents agreed that CPs should be encouraged to play a more active role in hospitals and other healthcare facilities. The majority of participants agreed that CPs should participate in managing drug side effects and almost half agreed that CPs can contribute to decisions about drug interactions. By a low agreement rate, 42.7% of respondents thought CPs were specially qualified to counsel patients on drug therapy. A similar low trend was observed, with 40.9% agreeing to provide pharmacists with additional responsibility and authority in clinical departments, in contrast, 54.5% expressed their concern about the clinical responsibility of CPs in clinical practice. A minority of physicians agreed that Physicians should consult pharmacists in selecting the best pharmacological treatment. At the same time, the majority think that pharmacists lack clinical skills and 61.8% feel that physicians are unable to communicate effectively with CPs. 43.6% acknowledged that the traditional opposition between the two professions was a barrier to interprofessional collaboration while the absence of pharmacy space in clinical settings was cited by 39.1%. A majority of respondents agreed that physicians and pharmacists may improve their interprofessional collaboration by raising their awareness about it. A minority of respondents thought that laws and regulations governing physician collaboration should be put in place to promote effective collaboration between physicians and CPs. The study discovered that although most physicians endorse the introduction of clinical pharmacy services in hospitals and believe that physicians and pharmacists can collaborate on many tasks, respondents were not as impressed with the CPs' performance and believed that they lacked the professionalism required to carry out clinical responsibilities successfully. To facilitate the growth of clinical pharmacy services, laws and regulations must be put in place.

Mediterranean journal of pharmacy and pharmaceutical sciences

This study aims to creating an application in the widespread Excel spreadsheet program, using the common feed materials used in poultry rations include maize, wheat, barley, soybean meal, wheat bran, sunflower oil, protein concentrate, limestone, salt, diCalcium Phosphate, premix of vitamins and minerals, anti-coccidial, where the function property in Excel program, especially the sum - product function, can be used to create an application for formulating rations in a trial and error method until reaching the desired goal in terms of its nutrient content: (dry matter, crude protein, lysine, methionine, methionine and cysteine, calcium, available phosphorus, crude fiber, ether extract, linoleic acid, chlorine, sodium, arginine, phenylalanine, phenylalanine and tyrosine, threonine, tryptophan, leucine, Valine, histidine, glycine, glycine and Serine, as well as soluble carbohydrates, ash)%, in addition to estimate the cost of the ration

Rafea mohammedtaher khulel

Melilotus officinalis (L.) Pallas. is used traditionally to treat hypertension and chronic venous insufficiency. The high prevalence of hypertension and the side effects of antihypertensive drugs potentiate us to evaluate Melilotus officinalis. The hypotensive effect of Melilotus officinalis butanol fraction (MOBF) was investigated in anaesthetised normotensive rats. The doses of 60, 80 and 100 mg/ kg, i.v., produced a significant (P<0.05) decrease in blood pressure. The statistically non-significant reduction in blood pressure was shown by 20 and 40 mg/ kg, i.v. These results suggest that Melilotus officinalis exhibited a hypotensive effect in normotensive rats. However, further evaluation of compound-related activity is required.

Dr. salman ahmed

Nigeria is well known as a religious country where practically the citizens belong to one form of religion or the other unfortunately, the degrees of religious practces have not transformed into quality social, political, and economic lives for the people in terms of good governance, better standard of living, high ethical standards among others. It is descriptive research done as an exploratory paper in a mixed-method approach where some research questions were answered. Since ethical standards are predicated on simply knowing and doing what is good in doing to others what you will want done to you, people who claim to be religious as Nigerians should do better in this regard and many more given their faith. The effort to achieve this social rebirth can be achieved through social- entrepreneurship efforts this paper is advocating.

Olaosebikan johnson olusola (phd)

cASUARINA EQUSITIFOLA IS A FAST GROWING EVERGREEN TREE GROWN BY FARMERS UNDER AGROFORESTRY SYSTEMS IN tAMILNADU state of Southern India

Dr. saranya devi k

Metronidazole-induced neurotoxicity is a rising challenge in managing susceptible infections. The mechanisms involved in metronidazole-induced neurotoxicity are not fully unraveled. This study aimed to explore the effect of metronidazole on iron homeostasis in SH-SY5Y neuroblastoma cells. Confluent SH-SY5Y neuroblastoma cells were treated with different concentrations of 1.0, 10, 25, 50, 100, and 250 µM of metronidazole only or in combination with 20 µM iron. DMSO or culture media was used as control. Viability and ferritin assays were conducted on the treated cells. The treatments were for 24 hours, 48 hours, and 72 hours, respectively. In the viability assay, doses of metronidazole reduced the viability of SH-SY5Y neuroblastoma cells in a time and concentration-dependent manner. After 24-hour treatment, 250 µM metronidazole significantly reduced cell viability while 50 µM, 100 µM and 250 µM metronidazole reduced considerably viability only after 48-hour and 72-hour compared with control. Different doses of metronidazole 50 µM, 100 µM, and 250 µM in 20 µM iron reduced viability in a time-dependent manner in all the test periods. Metronidazole also induced a time- and concentration-dependent increase (p<0.05) in cellular iron uptake in the 48-hour and 72-hour treated cells in concentrations above 25 µM metronidazole. It is concluded that metronidazole induces a time and concentration-dependent iron overload and consequent cell death in SH-SY5Y neuroblastoma cells and this may contribute to the mechanism of metronidazole-induced neurotoxicity.

Mediterranean journal of pharmacy and pharmaceutical sciences

The research paper aims to find out the relevance of the existing support system for accelerating women entrepreneurship development and how these entrepreneurial support services of various Institutions expedite the process of social inclusion of women. The study has been conducted in the West Tripura District between January to August 2022. A total of 385 women entrepreneurs who were trained under government institutions were considered as the sample size. The primary data was collected directly from the field on basis of secondary information from Government Departments. The purposive sampling method has been deployed to identify the respondents for conducting the sample survey .

Md. abdur rahman choudhury