Analysis of mobility based COVID-19 epidemic model using Federated Multitask Learning.

Aggregating a massive amount of disease-related data from heterogeneous devices, a distributed learning framework called Federated Learning(FL) is employed. But, FL suffers in distributing the global model, due to the heterogeneity of local data distributions. To overcome this issue, personalized models can be learned by using Federated multitask learning(FMTL).

Hydrocephalus Associated with Posterior Fossa Tumors: How to Manage Effectively?

Background: Hydrocephalus associated with posterior fossa tumor (PFT) is a common neurosurgical problem, the management of which is still controversial.

Aim: To provide an overview of the advantages and limitations of different management strategies for hydrocephalus associated with PFT both before and after resection of these tumors.

Methods: Structured review of the literature on the management of hydrocephalus in PFT both in children and adults.

Modern cemented Furlong hemiarthroplasty: Are dislocations rates better?

Background: Dislocation following hip hemiarthroplasty is a major complication with increased mortality and morbidity. Data looking at dislocation following contemporary bipolar stems are lacking in literature.

Methods: Retrospective review of our prospective national hip fracture database over a two-year period.

Pituitary Apoplexy: A Comprehensive Review.

Pituitary apoplexy (PA) is a rare, usually vision-threatening and occasionally life-threatening entity. The exact incidence of PA in large series of pituitary adenomas is variable; however, it is more common in macroadenomas and nonfunctioning adenomas though it has been reported rarely in microadenomas. There are several well-known precipitating factors for PA including the use of anticoagulants, surgery, head trauma, pregnancy, etc.