Immediate psychological responses during the initial period of the COVID-19 pandemic among Bangladeshi medical students.

BACKGROUND: The most recent global pandemic of COVID-19 has been creating multidimensional damages, including a detrimental impact on the mental health status of individuals. Medical students, a vulnerable cross-section of the population, may have perceived a myriad of psychological stressors during this crisis in the background of their prevailing stressful academic pressure and preexisting higher psychological and mental health issue. OBJECTIVE: To determine the prevalence of anxiety and depressive symptoms and to elucidate the psychological impact of COVID-19 pandemic on Bangladeshi medical students. METHOD: A cross-sectional study design was utilized to conduct this survey. The online survey including demographic questions, COVID-19 related questions, and the Hospital Anxiety and Depression Scale (HADS; higher scores on the subscales indicate higher levels of depressive and anxiety symptoms), was completed by 425 Bangladeshi medical students. Collected data were statistically analyzed by using SPSS (version 25.0) software. RESULT: The HADS anxiety subscale revealed that 65.9% of the medical students had different levels of anxiety, ranging from mild (27.3%), moderate (26.8%), and severe (11.8%). As per HADS depression subscale, 49.9% of the medical students had varying degrees of depressive symptoms, with 3.3% of the participants had suffered from severe depressive symptoms. Female students had a relatively more anxiety and depressive symptoms when compared with males. The students, who were severely tensed of getting infected by the virus, were at higher risk of suffering from anxiety (3.5-fold) and depressive (2.7-fold) symptoms, when compared with no/minimally stressed students. Besides, fear of getting assaulted or humiliated on the way to hospital or home, not to be able to give maximum concentration on study after COVID-19 pandemic, students' present emotional status (agitation), had statistically significant higher risk of anxiety. CONCLUSION: A substantial proportion of Bangladeshi medical students are experiencing pandemic-related adverse psychological impact. Poor mental health conditions of these vulnerable medical students pose important threat to their potential contribution in future health care. Thus, medical colleges and health authorities should focus on addressing their psychological needs and formulate effective strategies to ameliorate medical students' mental health status, particularly during any infectious disease outbreak.

Word and Sentence Embedding Tools to Measure Semantic Similarity of Gene Ontology Terms by Their Definitions.

The gene ontology (GO) database contains GO terms that describe biological functions of genes. Previous methods for comparing GO terms have relied on the fact that GO terms are organized into a tree structure. Under this paradigm, the locations of two GO terms in the tree dictate their similarity score. In this article, we introduce two new solutions for this problem by focusing instead on the definitions of the GO terms. We apply neural network-based techniques from the natural language processing (NLP) domain. The first method does not rely on the GO tree, whereas the second indirectly depends on the GO tree. In our first approach, we compare two GO definitions by treating them as two unordered sets of words. The word similarity is estimated by a word embedding model that maps words into an N-dimensional space. In our second approach, we account for the word-ordering within a sentence. We use a sentence encoder to embed GO definitions into vectors and estimate how likely one definition entails another. We validate our methods in two ways. In the first experiment, we test the model's ability to differentiate a true protein-protein network from a randomly generated network. In the second experiment, we test the model in identifying orthologs from randomly matched genes in human, mouse, and fly. In both experiments, a hybrid of NLP and GO tree-based method achieves the best classification accuracy.

Current advancements of magnetic nanoparticles in adsorption and degradation of organic pollutants.

Nanotechnology is a fast-emerging field and has received applications in almost every field of life. Exploration of new synthetic technologies for size and shape control of nanomaterials is getting immense consideration owing to their exceptional properties and applications. Magnetic nanoparticles (MNPs) are among the most important group of nanoparticles thanks to their diverse applications in medical, electronic, environmental, and industrial sectors. There have been numerous synthetic routes of MNPs including thermal decomposition, co-precipitation, microemulsion, microwave assisted, chemical vapor deposition, combustion synthesis, and laser pyrolysis synthesis. The synthesized MNPs have been successfully applied in medical fields for therapy, bioimaging, drug delivery, and so on. Among environmental aspects, there has been great intimidation of organic pollutants in air and water. Utilization of various wastes as adsorbents has removed 80 to 99.9% of pollutants from contaminated water. MNPs as adsorbents compared to coarse-grained counterparts have seven times higher capacity in removing water pollutants and degrading organic contaminants. This study is focused to introduce and compile various routes of MNP synthesis together with their significant role in water purifications and degradation of organic compounds. The review has compiled recent investigation, and we hope it will find the interest of researchers dealing with nanoparticles and environmental research. Graphical abstract Synthesis and applications of magnetic nanoparticles.

Comparative insect fauna succession on indoor and outdoor monkey carrions in a semi-forested area in Malaysia

Objective: To study the occurrence of insects fauna obtained in a semi forested area in Malaysia using the carcass of the monkey Macaca fascicularis, Raffles, and to compared the wave of insect succession collected from the carcass placed outdoor and indoor. Methods:The outdoor and indoor studies were conducted at a location of 3o17’57.86”N, 101o47’00.78”E. The euthanized monkeys were placed indoor and outdor. The insect seccession visited the carcass, the envirenmental temperature and relative humidity were recorded. Results:The main insects attracted to specific stages of decomposition were mainly members of Diptera and Coleoptera. There was a delay of fly arrival by two days in indoor carcass. Nocturnal oviposition behaviour was not observed in this study. The flies left the carcass during the twilight zone as noted during a 3 days observation period in outdoor study. The dipteran species found outdoor and indoor were similar but more diverse coleopteran species was found indoor. Conclusions:Information and evidence from this study can be used to improve the estimation of the post mortem interval in forensic cases.