EFFECTIVE DEPRESSION DETECTION AND INTERPRETATION: INTEGRATING MACHINE LEARNING, DEEP LEARNING, LANGUAGE MODELS, AND EXPLAINABLE AI

Effective depression detection and interpretation: Integrating machine learning, deep learning, language models, and explainable AI

Depression is an increasingly prevalent issue, particularly among young people, significantly impacting their well-being and causing persistent distress.Early detection is crucial to address this growing concern.This study utilizes various machine learning, deep learning, and language models to detect depression among Bangladeshi university student

read more

Selective retroactivity: criteria for determining the moment of declaring a law null and void in a Russian administrative judicial proceedings

The subject.Any legal order is based on a strict hierarchy of normative acts, built according to their legal force.This hierarchy has been ensured by, among other things, exercising judicial review.In Russia, a normative act can be challenged on the grounds that it contradicts laws of greater legal force, except for the Russian Constitution, in the

read more

Recruitment of Baltic cod and sprat stocks: identification of critical life stages and incorporation of environmental variability into stock-recruitment relationships

The recruitment processes of Baltic cod and sprat were analysed and critical periods Rocker Shaft were identified by addressing the major impact factors on individual early life history stages separately and relating observed abundance data between successive stages.For cod, recruitment appeared to be dependent on egg survival, with low oxygen conc

read more


Time Varying Spatial Downscaling of Satellite-Based Drought Index

Drought monitoring is essential to detect the presence of drought, and the comprehensive change of drought conditions on a regional or global scale.This study used satellite precipitation data from the Tropical Rainfall Measuring Mission (TRMM), but Baby Pants refined the data for drought monitoring in Java, Indonesia.Firstly, drought analysis was

read more