Evaluating the Role of Data Enrichment Approaches towards Rare Event Analysis in Manufacturing.

Rare events are occurrences that take place with a significantly lower frequency than more common, regular events. These events can be categorized into distinct categories, from frequently rare to extremely rare, based on factors like the distribution of data and significant differences in rarity levels. In manufacturing domains, predicting such events is particularly important, as they lead to unplanned downtime, a shortening of equipment lifespans, and high energy consumption.

Effect of oestrogen modulation on semen parameters in men with secondary hypogonadism: Systematic review and meta-analysis.

Background: Selective oestrogen receptor modulators and aromatase inhibitors stimulate endogenous gonadotrophins and testosterone in men with hypogonadism. There are no systematic reviews/meta-analyses assessing the effects of selective oestrogen receptor modulators/aromatase inhibitors on semen parameters in men with secondary hypogonadism.

Objectives: To assess the effect of monotherapy or a combination of selective oestrogen receptor modulators/aromatase inhibitors on sperm parameters and/or fertility in men with secondary hypogonadism.

Knowledge-infused Learning for Entity Prediction in Driving Scenes.

Scene understanding is a key technical challenge within the autonomous driving domain. It requires a deep semantic understanding of the entities and relations found within complex physical and social environments that is both accurate and complete. In practice, this can be accomplished by representing entities in a scene and their relations as a knowledge graph (KG).

Late presentation of a cauda equina lesion with a vulval abscess: a case report.

Background: Cauda equina syndrome is a rare clinical condition that requires prompt diagnosis and timely surgical decompression with postoperative rehabilitation to prevent devastating complications.

Case Presentation: A 55-year-old Sinhalese woman presented with a vulval abscess, with a history of involuntary leakage of urine for the last 7 years. Her sexual activity has been compromised due to coital incontinence, and she had also been treated for recurrent urinary tract infections during the last 7 years.

Young patients with colorectal cancer have poor survival in the first twenty months after operation and predictable survival in the medium and long-term: analysis of survival and prognostic markers.

Objectives: This study compares clinico-pathological features in young (<40 years) and older patients (>50 years) with colorectal cancer, survival in the young and the influence of pre-operative clinical and histological factors on survival.

Materials And Methods: A twelve year prospective database of colorectal cancer was analysed. Fifty-three young patients were compared with forty seven consecutive older patients over fifty years old.