Deep Learning for Remote Sensing Image Analysis with Limited Training Samples

The ability of young entrepreneurial people to create micro, small and medium-sized entrepreneurship in Poland, with particular emphasis on the impact of the economic environment and socio-economic phenomena

This study deepens the understanding of the relationship between selected socio-economic factors and entrepreneurial intention by analyzing their impact on perceived risk and recognizing opportunities among different groups of respondents divided into individual age groups. The results of the ANOVA model applied to the sample of 128 respondents (people whose still unfulfilled entrepreneurial intention appeared in the last 5 years) showed that both the circumstances of the entrepreneurial inte...

Global burden of 292 causes of death in 204 countries and territories and 660 subnational locations, 1990–2023: a systematic analysis for the Global Burden of Disease Study 2023

Background Timely and comprehensive analyses of causes of death stratified by age, sex, and location are essential for shaping effective health policies aimed at reducing global mortality. The Global Burden of Diseases, Injuries, and Risk Factors Study (GBD) 2023 provides cause-specific mortality estimates measured in counts, rates, and years of life lost (YLLs). GBD 2023 aimed to enhance our understanding of the relationship between age and cause of death by quantifying the probability of dy...

Global age-sex-specific all-cause mortality and life expectancy estimates for 204 countries and territories and 660 subnational locations, 1950–2023: a demographic analysis for the Global Burden of Disease Study 2023

Comprehensive, comparable, and timely estimates of demographic metrics—including life expectancy and age-specific mortality—are essential for evaluating, understanding, and addressing trends in population health. The COVID-19 pandemic highlighted the importance of timely and all-cause mortality estimates for being able to respond to changing trends in health outcomes, showing a strong need for demographic analysis tools that can produce all-cause mortality estimates more rapidly with more rea...