Scrub typhus is a common disease caused by Orientia tsutsugamushi in the tropical/ temperate zone. It usually shows the skin lesions, including eschar, but erythema multiforme is rare.

The stock market is very volatile and hard to predict accurately due to the uncertainties affecting stock prices. However, investors and stock traders can only benefit from such models by making informed decisions about buying, holding, or investing in stocks. Also, financial institutions can use such models to manage risk and optimize their customers' investment portfolios. In this paper, we use the Long Short-Term Memory (LSTM-RNN) Recurrent Neural Networks (RNN) to predict the daily closing price of the Amazon Inc. stock (ticker symbol: AMZN). We study the influence of various hyperparameters in the model to see what factors the predictive power of the model. The root mean squared error (RMSE) on the training was 2.51 with a mean absolute percentage error (MAPE) of 1.84%.

Even patients from developed nations have trouble staying on top of their drug compliance. When it comes to improper medicine use, there is an odd parallel between underdeveloped, emerging nations and the so-called developed world in the West. The key factor influencing whether patients stick to their treatment plan is their understanding and perception of the disease.

Abstract: The purpose of this study was to examine the perception of Junior High School learners in using flipped classroom model in learning Social Studies in Aowin Municipality in the western north region of Ghana. Qualitatively, descriptive survey design was used for this study. The population of the comprised junior high school students of Enchi Methodist School. Convenient and purposive sampling techniques were used to select both the school and fifty (50) respondents for the study. The main instrument used for data collection was questionnaire. The questionnaire was made up of four-point Likert closed-ended statements that required learners to tick, where appropriate, their responses. The data were analysed using the SPSS software package. The data was edited, coded and analysed into frequencies, percentages with interpretations. The study concluded that, Junior High School Social Studies learners have a generally positive perception regarding the use of the flipped classroom model to learn Social Studies. This implies that, students positively respond to the use of flipped classroom as a teaching method. Since learners have a general positive perception of the use of the flipped classroom, it is recommended that teachers use the flipped classroom as a teaching method while parents are also encouraged to provide their wards with the necessary support such as phones and data to facilitate students’ learning.