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A document’s keywords provide high-level descriptions of the content that summarize the document’s central themes, concepts, ideas, or arguments. These descriptive phrases make it easier for algorithms to find relevant information quickly and efficiently. It plays a vital role in document processing, such as indexing, classification, clustering, and summarization. Traditional keyword extraction approaches rely on statistical distributions of key terms in a document for the most part. According to contemporary technological breakthroughs, contextual information is critical in deciding the semantics of the work at hand. Similarly, context-based features may be beneficial in the job of keyword extraction. For example, simply indicating the previous or next word of the phrase of interest might be used to describe the context of a phrase. This research presents several experiments to validate that context-based key extraction is significant compared to traditional methods. Additionally, the KeyBERT proposed methodology also results in improved results. The proposed work relies on identifying a group of important words or phrases from the document’s content that can reflect the authors’ main ideas, concepts, or arguments. It also uses contextual word embedding to extract keywords. Finally, the findings are compared to those obtained using older approaches such as Text Rank, Rake, Gensim, Yake, and TF-IDF. The Journals of Universal Computer (JUCS) dataset was employed in our research. Only data from abstracts were used to produce keywords for the research article, and the KeyBERT model outperformed traditional approaches in producing similar keywords to the authors’ provided keywords. The average similarity of our approach with author-assigned keywords is 51%.

Peripheral arterio-venous malformations (pAVMs) are congenital vascular anomalies that require treatment, due to their severe clinical consequences. The complexity of lesions often leads to misdiagnosis and ill-planned treatments. To improve disease management, we developed a computational model to quantify the hemodynamic effects of key angioarchitectural features of pAVMs. Hemodynamic results were used to predict the transport of contrast agent (CA), which allowed us to compare our findings to digital subtraction angiography (DSA) recordings of patients. The model is based on typical pAVM morphologies and a generic vessel network that represents realistic vascular feeding and draining components related to lesions. A lumped-parameter description of the vessel network was employed to compute blood pressure and flow rates. CA-transport was determined by coupling the model to a 1D advection–diffusion equation. Results show that the extent of hemodynamic effects of pAVMs, such as arterial steal and venous hypertension, strongly depends on the lesion type and its vascular architecture. Dimensions of shunting vessels strongly influence hemodynamic parameters. Our results underline the importance of the dynamics of CA-transport in diagnostic DSA images. In this context, we identified a set of temporal CA-transport parameters, which are indicative of the presence and specific morphology of pAVMs.

Classifications of high-flow arteriovenous malformations (AVM5) have been published in the neurovascular literature and in the peripheral vascular literature. These two classification systems are essentially the same in their angioarchitecture analysis. We propose a new Yakes AVM classification system that includes all AVM angioarchitecture types and those that have not been previously reported in the world’s literature. This all-encompassing AVM classification system also recommends endovascular treatment strategies that are curative in that specific AVM classification type. Thus, by analyzing the angioarchitecture of the AVM, the practicing physician can then be guided to specific treatment strategies to permanently treat that AVM type. We describe AVMs as Yakes Type I, Yakes Type II, Yakes Type llla, Yakes Type IlIb, and Yakes Type IV.

The move comes in response to the arrest of 33-year-old Peruvian man Jose Manuel Torres Yake over the killing of a seven-year-old girl in Hiroshima. Torres Yake entered Japan as a Peruvian of Japanese descent under the name Juan Carlos Pizarro Yagi. In addition, the ministry will take such measures as tightening screening of documentation such as birth certificates in order to prevent bogus foreigners of Japanese descent from entering the country. It will also conduct background checks on Peruvians like Torres Yake who are suspected of entering the country under a false name, and deport them if they are found to have forged their identity.

Much the same could well he written about [David Yake]'s work. As many as 500 churches in Ontario and the Maritime provinces have benefited from his \"sound\" advice and experience in installing sophisticated, state-of-the-art sound systems. Although David Yake Enterprises has also installed sound systems for Stratford's Festival Theatre and Kitchener's Centre in the Square, the bulk of Yake's installations have involved churches. His expertise has become so well known in ecclesiastical circles that 90 per cent of his business comes from referrals. \"Each job leads to the next. The phone hardly ever stops ringing.\" Much of David Yake's life has revolved around both the Church and sound. As a teenager, he sang in a gospel group and \"monkeyed around\" at home with sound systems. In 1974, he was working for a large computer company in Toronto when he got a call from his friend Ed Wideman, a fellow gospel singer and sound system enthusiast, who proposed that they start their own business. \"Ed was a singer in the Stamps, a male vocal quartet that backed up Elvis Presley,\" Yake recalls. \"He was tired of touring. I felt stifled working for a large company where I had no input in decision making.\"

Five charges against Leon Cameron Mackinaw were dismissed in Rocky Mountain House Provincial Court on Tuesday, Nov...

[Christopher Yake] has a background in smart growth, community planning and transit-oriented development.

\"I was always playing sports as a kid; you learn transferable skills that you take with you all through life,\" he says. \"Money shouldn't be the reason a child can't play hockey or other sports.\" Now in its seventh year, Lindsay Unites has become \"a tradition in Lindsay every holiday season,\" Mr. [Marty Yake] said. This year's Lindsay Unites takes place Dec. 27 with a goal of raising $20,000 for Canadian Tire's Jumpstart program.

\"If the OMB awards costs in this case ... every non-government organization will be affected,\" she said. \"All of us volunteering time, expertise, energy and personal funds to protect the cultural and natural heritage of Ontario can give up now. Who can afford hundreds of thousands of dollars to support the protection position and then face hundreds of thousands more dollars to pay the developer's bills when the OMB rules against us?\" \"Silence may kill your organization, and it may kill ours,\" the group said in an online missive to \"fellow concerned citizens\" this week. \"We are asking for your group's support and assistance in letting our politicians know the Naturalists possible fate is outrageous and cannot be allowed to happen. ...The OMB is about to take away our right to participate in how our communities are shaped.\"