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Pretrained language models are integral part of AI applications, but their high computational cost for training limits accessibility. Initiatives such as Bloom and StarCoder aim to democratize access to pretrained models for collaborative community development. Despite these efforts, such models encounter challenges such as limited multilingual capabilities, risks of catastrophic forgetting during

Lecanora hybocarpa and similar European species

The lichen genus Lecanora is one of the largest genera of lichenized fungi. The core part of the genus is the L. subfusca group and within this group, Lecanora hybocarpa (Tuck.) Brodo, initially described from North America and thought to be endemic, has been reported from several European countries. However, the identity of these European specimens has been increasingly questioned. This study aim

Laboratory evaluation of ARMIE, a portable SPS30-based low-cost sensor node for PM2.5 monitoring

Background: Low-cost particulate matter sensors have enabled new opportunities for exposure monitoring but require evaluation before application in epidemiological studies. This study assessed the performance of the SPS30 sensor integrated into the ARMIE portable monitoring sensor-node under controlled laboratory conditions. Methods: Sensors were co-located with two comparison instruments—the opti

Islamic educational spaces : architecture of Madrasah and Muslim educational institutions

The mosque (both as masjid or jāmiʿ) is recognized as the first Muslim educational space for formal and informal learnings, for children and adults alike. Although the mosque remained as one of the primary centers of Islamic studies in various disciplines to this day, the Muslim cities from the Middle Ages onward have witnessed the emergence of specific institutions for Islamic education. Kuttābs

Improved sex-specific cardiovascular risk prediction with multi-omics data in people with type 2 diabetes

Background: To evaluate whether integrating proteomics, metabolomics, and a cardiovascular disease specific polygenic risk score (CVD-PRS) in the SCORE2-Diabetes model improves sex-specific 10-year prediction of major adverse cardiovascular events (MACE) in individuals with type 2 diabetes (T2D). Methods: Genome-wide association study (GWAS), plasma proteomics (with the Olink Explore 3072 platform

Municipal governance of the sharing economy sectors: global insights

The sharing economy generates many benefits for cities and their citizens. However, it also causes numerous economic, social and environmental challenges, which are the reasons cities develop various policies and regulations. Previous research has explored municipal regulations across cities and countries but often overlooked alternative governance mechanisms. Our earlier work highlighted the need

Oscillometry findings in altered spirometry patterns and relationship to respiratory symptoms

Background Preserved ratio impaired spirometry (PRISm) and restrictive spirometry pattern (RSP) are associated with increased morbidity and mortality, but the underlying mechanisms are unclear. Impulse oscillometry (IOS) measures small airway function more sensitively than spirometry. We aim to study the prevalence of abnormal IOS findings in relation to three spirometry patterns (obstructive, PRI

Environment agnostic goal-conditioning : a study of reward-free autonomous learning

In this paper we study how transforming regular reinforcement learning environments into goal-conditioned environments can let agents learn to solve tasks autonomously and reward-free. We show that an agent can learn to solve tasks by selecting its own goals in an environment-agnostic way, at training times comparable to externally guided reinforcement learning. Our method is independent of the un

Multiomics assessment of lung adenocarcinoma subtypes defined through tumor purity-adjusted DNA methylation

BackgroundMolecular subtypes of lung adenocarcinoma (LUAD) with varying prognosis and characteristics have been proposed based on one or two-dimensional studies but are not yet implemented into clinical routine. Epigenetic modifications in cancer cells are independent of sequence variants, directly linked to gene and genome regulation, and thus provide important information to guide subclassificat

Ossicular Bone Modeling in Acute Otitis Media.

BACKGROUND AND OBJECTIVE:: A number of middle ear diseases are associated with pathologic bone modeling, either formative or resorptive. As such, the pathogenesis of a sclerotic mastoid has been controversial for decades. Experimental studies on acute middle ear infection have shown progressive osteoneogenesis in the bone structures surrounding the middle ear cavity, and a few studies have reporte

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Ratings of L-DOPA-induced dyskinesia in the unilateral 6-OHDA lesion model of Parkinson's disease in rats and mice.

This unit provides detailed protocols for establishing rodent models of L-DOPA-induced dyskinesia. The 6-hydroxydopamine (6-OHDA) lesion procedure is described in more detail for mice than for rats since the lesioning procedure in rats has been described extensively in previous work and is less difficult to perform. Unlike primate models, rodent models of L-DOPA-induced dyskinesia are relatively s

High prevalence of androgen deficiency and abnormal lipid profile in infertile men with non-obstructive azoospermia.

In men with non-obstructive azoospermia (NOA), the risk of hypogonadism is often overlooked. Testicular sperm extraction (TESE) may increase this risk. The objective of this study was to elucidate the prevalence of hypogonadism in NOA-patients, the impact of TESE on hormone balance and the association between testosterone deficiency and dyslipidaemia. Men with NOA who had undergone TESE during the

A multilevel analysis of condom use among adolescents in the European Union.

OBJECTIVES: This study examined which individual and national factors affect condom use among adolescents. STUDY DESIGN: Multilevel analysis. METHODS: This study reviewed the data on bullying, alcohol use and condom use provided by 18 European countries and subnational entities in the Health Behaviour in School-Aged Children survey. Another eight contextual variables were also analysed. Three mult