Model and Method for Providing Resilience to Resource-Constrained AI-System.

Artificial intelligence technologies are becoming increasingly prevalent in resource-constrained, safety-critical embedded systems. Numerous methods exist to enhance the resilience of AI systems against disruptive influences. However, when resources are limited, ensuring cost-effective resilience becomes crucial.

Resilience-aware MLOps for AI-based medical diagnostic system.

Background: The healthcare sector demands a higher degree of responsibility, trustworthiness, and accountability when implementing Artificial Intelligence (AI) systems. Machine learning operations (MLOps) for AI-based medical diagnostic systems are primarily focused on aspects such as data quality and confidentiality, bias reduction, model deployment, performance monitoring, and continuous improvement. However, so far, MLOps techniques do not take into account the need to provide resilience to disturbances such as adversarial attacks, including fault injections, and drift, including out-of-distribution.

(Ceriantharia: Anthozoa: Cnidaria): New Status and New Perspectives.

Subclass Ceriantharia is a well-defined and probably ancient group of marine benthic organisms renowned for their bilateral symmetry, which is reflected in the arrangement of tentacles and mesenteries. Four species of Ceriantharia have been reported in the Arctic, including Gosse, 1859, also known from the Northern Atlantic and Northern Pacific. The integrity of this species was questioned in the literature, so we performed a molecular study of from several geographically distant locations using 18S and COI genes.

Efficacy and safety of an inhaled pan-Janus kinase inhibitor, nezulcitinib, in hospitalised patients with COVID-19: results from a phase 2 clinical trial.

Background: The inhaled lung-selective pan-Janus kinase inhibitor nezulcitinib had favourable safety and potential efficacy signals in part 1 of a phase 2 trial in patients with severe COVID-19, supporting progression to part 2.

Methods: Part 2 was a randomised, double-blind phase 2 study (NCT04402866). Hospitalised patients aged 18-80 years with confirmed symptomatic COVID-19 requiring supplemental oxygen (excluding baseline invasive mechanical ventilation) were randomised 1:1 to nebulised nezulcitinib 3 mg or placebo for up to 7 days with background standard-of-care therapy (including corticosteroids).

EARLY METABOLIC DISORDERS AND MORPHOLOGICAL CHANGES OF INTERNAL ORGANS AFTER GASTRIC BYPASS WITH ONE ANASTOMOSIS. EXPERIMENTAL STUDY.

Objective: The aim: To investigate morphofunctional changes in bone tissue, mucous membranes of different parts of the intestine, parathyroid glands, as well as changes in blood biochemical parameters depending on the length of the common loop in modeling gastric bypass with one anastomosis within 60 days.

Patients And Methods: Materials and methods: Modeling of obesity in males of white outbred rats (n = 50) which were induced high-calorie diet with high animal fat content. Weight was measured before the induced diet, 1,2,3 months after the start of the induced diet and 2 months after surgery to assess the dynamics of excess weight loss.