Sleep deprivation is a significant contributor to various diseases, leading to poor cognitive function, decreased performance, and heart disorders. Insomnia, the most prevalent sleep disorder, requires more effective diagnosis and screening for proper treatment. Actigraphic data and its combination with physiological sensors like electroencephalogram (EEG), electrocardiogram (ECG), and body temperature have proven significant in predicting insomnia using machine learning methods. Studies focusing solely on actigraphic data achieved an accuracy of 84%, combining it with other wearable devices increased accuracy to 88%, and 2-channel EEG alone yielded an accuracy of 92%, but limits scalability and practicality in real-world settings. Here we show that using the hybrid approach of incorporating both recursive feature elimination (RFE) and principal component analysis (PCA) on sleep and heart data features yields outstanding results, with the multi-layer perception (MLP) achieving an accuracy of 95.83% and an F1 score of 0.93. The top-ranked features are predominantly sleep-related and time-domain RR interval. The dependent variables in our study have been extracted from the self-report Pittsburgh Sleep Quality Index questionnaire responses. Our findings emphasize the importance of tailoring feature sets and employing appropriate reduction techniques for optimal predictive modeling in sleep-related studies. Our results demonstrate that the ensemble classifiers generalize well on the dataset regardless of the feature count, while other algorithms are hindered by the curse of dimensionality.

In medieval Bosnia, the existence of a unified legal code that defined the legal principles, duties, and obligations of the parties involved in a particular dispute was not recorded. One of the most significant relationships in the history of medieval Bosnia was the relationship between the ruler and the nobility. The rights and obligations of the nobles in relation to the ruler in the medieval Bosnian state were defined through the institution of "faithful service" on one side and "noble faith" on the other. Simply put, as long as the nobles faithfully served the ruler, they were secure and their possessions were protected. This article focuses on instances of treason against the ruler and the judicial body responsible for investigating charges and delivering judgments according to established legal customs. The nobles mentioned in the Bosnian charters played a role in defining the relationship between the ruler and the respective noble, as did members of the hierarchy of the Bosnian Church. The Bosnian Church was a religious institution formed in the territory of Bosnia after the displacement of the Catholic diocese in the mid-13th century and was first mentioned in the 1320s. It was considered a heretical movement by the Roman Church, and its followers were excommunicated. It was accepted by the Bosnian ruling dynasty of Kotromanić and by the majority of noble families. From the perspective of neighboring states, the hierarchy of this church was considered to be the authority characterized by exceptional moral values. The aim of this article is to provide the research results regarding the role of the head (djed) of the Bosnian Church in determining the culpability of Bosnian nobles during the 14th and 15th centuries.

This study aims to assess and monitor the health of an urban protected area by analyzing the levels of persistent organic pollutants (POPs) and mercury (Hg) in soil and sediments. Based on the results, the detected concentrations of organochlorine pesticides (OCPs), polychlorinated biphenyls (PCBs), polycyclic aromatic hydrocarbons (PAHs), and Hg are above the threshold maximum values for soils, and the prescribed target values for sediments. In the investigated protected area PCBs pose a very high ecological risk. The presence of 16 priority PAHs in analyzed soils and sediments poses a moderate to high cancer risk and Hg poses a considerable health risk to children. The research suggests that preserving urban protected areas is crucial for environmental and urban sustainability. In urban environments these areas should be evaluated in terms of their environmental, eco-geochemical, economic, and socio-cultural dimensions. The value of the existence of this natural oasis lies in its aesthetic and psycho-hydrological impact, local climate regulation, residential isolation, and significant art-architectural and horticultural shaping. The connection between eco-geochemical and management practices, planning, and urban green spaces policy should become an adopted innovation in the cities in the future.

The discovery and introduction into practice of various substances that have a harmful effect on insects, known as insecticides, have undoubtedly achieved great, and one might even say grandiose, results in protecting people, animals and plants from numerous insects. As is known, their application eradicated certain infectious diseases, facilitated the suppression and treatment of ectoparasitises in humans and animals, and improved and increased agricultural production. In order to increase agricultural production, a large amount (millions of tons) of these funds are used in the world on an annual basis. This is primarily due to the prevailing opinion that agricultural production has become practically impossible without the use of insecticides and other pesticides. The facts just mentioned, that is, this kind of application of insecticides, which is often irrational, is causing increasing concern. In addition to the increasing development of resistance, and thus the decrease in the effectiveness of insecticides, there is also a growing concern about environmental pollution. There are not rare cases everywhere, even here in our country, that non-target insects, that is beneficial insects, ie. bees, but also other organisms in soil and water. The goal of this paper is to point out not only the possible harms of irrational use of insecticides, but also to list some of the insecticides that appeared on the market at the end of the last and the beginning of this century, and those of plant origin as potential substitutes for insecticides that are currently used.