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Falls can pose a serious health threat, especially for older people, often leading to fractures, head injuries, or long-term disability. This highlights the need for reliable and non-invasive detection systems. Existing solutions often suffer from limitations such as user discomfort with wearables, constrained coverage of fixed sensors, or environmental challenges in vision-based methods. This paper proposes a dual-stream attention-guided robust indoor fall detection framework to solve the problem. The approach combines a pose-guided stream with a video stream, in which the former captures high-level skeletal features through MediaPipe and simultaneously processes spatiotemporal dynamics from raw RGB frames using a 3D Convolutional Neural Network (CNN) with a temporal attention module. In order to enhance classification precision, features from each stream are adaptively fused in a block based on attention mechanisms, which improves the model’s interpretation of posture and movement semantics. Testing on the KFall dataset reveals that the proposed method achieves 98.71% accuracy, surpassing pre-existing benchmarks. Triggering a visual alert by displaying a red rectangle on the screen upon the occurrence of this event is a subsequent outcome of this work. An ablation study highlights the effectiveness of each component. Finally, the proposed work advances fall detection by combining pose estimation and attention-based deep learning to deliver an accurate, interpretable, and deployable solution.

She's small-town. He's big-league. They broke up years ago… But is it really over?In the small town of Parker Falls, Jessica Parker spends her time serving pie and coming up with ideas to save the failing diner she inherited from her grandfather. A single mom to eight-year-old Wesley, she has enough to keep her busy well into the future. But when her old high school love, Chase Taynor, unexpectedly pops up, Jess finds herself thinking not of the future but of her past with the handsome professional baseball player. After a few bad pitches leave his dream career in limbo, Chase slides back home to Parker Falls…although the town may not be as safe as he'd expected. As Jess and Chase reconnect, old feelings return in a major-league way. With the possibility that Chase could return to the baseball diamond at any time, will their reunion be worth the risk to their hearts? Or will it be déjà vu all over again, with Chase choosing the limelight over the woman he loved before the fame? The book contains a free original recipe for Bacon & White Cheddar Burgers with Spicy Mustard Relish.

A Players of LA NovelTwo men.One night of passion.They never expected to see each other again.They were wrong.Tobias Bennett is a quiet and unassuming man who teaches yoga and enjoys parkour. Though he is proud to be gay, an abusive relationship with a domineering man has left Tobias wary of romance, and he keeps to himself in his tidy Los Angeles apartment.Pro football player Sullivan Archer is Tobias's complete opposite: loud, brash, fond of the spotlight… and deep in the closet. When a hamstring injury sends Van to Tobias as part of his therapy, neither of them is expecting to come face-to-face with his one-night stand. Now they're stuck together throughout Van's healing process, and the close proximity will force them to deal with some hard truths. For Tobias, it's realizing his hookup is a celebrity. For Van, it means accepting that he likes Tobias more than he wanted. They'll both have to acknowledge that if they choose to pursue a relationship, their lives will change in big ways.

What do you do when your love affair with Europe comes to an undignified end? On 24th June 2016, Mike McCarthy wakes up to the news that Britain has voted to leave the EU. A committed European, he is shattered. Over the coming weeks and months, he takes a long, hard look at himself, determined to uncover the reasons why this travesty has occurred, scrutinising the faces of everyone he meets for those he believes may have voted in or out. As he tries to cope with the looming horror of Brexit, Mike fondly recalls his visits to Europe as a young man, the relationships he formed and how these have moulded his pan-European outlook. Digging too deeply into issues has always been his problem. Mike begins to question the views he holds so dear and discovers new things about those closest to him. As McCarthy staggers on from The Referendum to the unthinkable triggering of Article 50, he finds himself plunged himself into a different world of social comment and political media. As the strategy for Bredit emerges, he wonders where his future lies and questions his commitment to a cause that may yet plunge his and Britain's hopes and dreams into the abyss.

The key stage of juvenile pink salmon monitoring is the survey of their fall feeding in the sea that detects the year-class strength. The results of this survey are used for forecasting of the pink salmon returns to the Karaginsky fishing subzone in Bering Sea and to the Okhotsk Sea and the landing in the next year. The trawl surveys with two research vessels have conducted in recent years that allows to cover vast areas in a short time and to exclude repeated counts of the same fish on neighbor transects. In 2024, such trawl survey for pink salmon counting was conducted in the western Bering Sea and Okhotsk Sea that provided representative data on the juveniles abundance used for forecasting their returns and catches in the Karaginsky fishing subzone and Okhotsk Sea. The abundance of pink salmon in the western Bering Sea was estimated in 452∙106 ind. that was about a half of their numbers in previous even years (2018, 2020, 2022). Their return to the Karaginsky fishing subzone in the next year is expected as 72∙106 ind. at the lower limit of confidence interval, that provides the catch of 49∙103 t with the expected weight of spawners about 1 kg and 32 % escapement to the spawning grounds. In the Okhotsk Sea, the abundance of pink salmon was estimated in 1077∙106 ind. that was lower than in 2020 and 2022. Their expected return to the Okhotsk Sea in the next year is expected as 123∙106 ind. at the lower limit of confidence interval, that provides the catch of 100∙103 t with the weight of 1.3 kg and escapement of 35 %. Abundance in «northern» and «southern» regional complexes of local stocks is estimated for pink salmon in the Okhotsk Sea using cluster analysis with the expectation-maximization algorithm (EM clustering); the «northern» group prevailed with the ratio 64:36 %.

This study evaluated the performance of chocolate squid (Todarodes pacificus) bait as a lower-cost alternative to traditional squid bait in a snow crab (Chionoecetes opilio) fishery in Eastern Canada. The results showed that pots with chocolate squid bait had significantly lower catch rates compared to pots with traditional squid bait. The chocolate squid bait significantly reduced the number of crabs caught per pot by 13.99% and the weight of crabs caught per pot by 2.88 kg. Although the chocolate squid bait is cheaper, the decrease in catch rates could require increased effort to reach individual quotas, which could lead to longer or more frequent fishing trips and more traps being fished, increasing fuel consumption and habitat disruption, resulting in negative environmental impacts. Finding alternative lower-cost baits that maintain catch rates remains a key priority for reducing operational costs and minimizing environmental impacts in the snow crab fishery.