Multivariate Modelling and Prediction of High-Frequency Sensor-Based Cerebral Physiologic Signals: Narrative Review of Machine Learning Methodologies.

Monitoring cerebral oxygenation and metabolism, using a combination of invasive and non-invasive sensors, is vital due to frequent disruptions in hemodynamic regulation across various diseases. These sensors generate continuous high-frequency data streams, including intracranial pressure (ICP) and cerebral perfusion pressure (CPP), providing real-time insights into cerebral function. Analyzing these signals is crucial for understanding complex brain processes, identifying subtle patterns, and detecting anomalies.

Early detection of subjective cognitive decline from self-reported symptoms: An interpretable attention-cost fusion approach.

Background And Objective: Subjective cognitive decline (SCD) refers to self-reported difficulties in concentration, memory, and decision-making. Since SCD is based on subjective experiences, no specific medical test can definitively confirm its presence, making early detection challenging. Thus, it is advantageous to develop an AI model to capitalize on self-reported health complications, personality traits, and sociodemographic factors for early detection of SCD.

Association of Helicobacter Pylori Infection with Functional Dyspepsia.

Helicobacter pylori (H pylori) infection is known to be associated with dyspepsia for more than three decades. This study was conducted to investigate the frequency of H pylori infection in functional dyspepsia. Helicobacter pylori infection was detected by stool antigen tests were analyzed in 102 patients with functional dyspepsia.

Association of COMT rs4680 Genotype With Chronic Neuropathic Pain Experience in Patients With Sickle Cell Disease.

Purpose: The pain experience of patients with sickle cell disease (SCD) frequently consists of episodes of acute exacerbation. However, recent studies suggest that many patients who suffer from SCD have symptoms of chronic neuropathic pain. Additional research is needed to determine what role genotype plays in the patient's pain phenotype experience in SCD.