Publications by authors named "Y Konaka"

Article Synopsis
  • Self-supervised learning (SSL) is increasingly being used in medical imaging, particularly through methods like the Jigsaw puzzle task, which helps models learn features and relationships within images without needing labeled data.
  • The study evaluated different pre-training methods on mammographic images from the Chinese Mammography Database, comparing the effectiveness of models that used Jigsaw puzzles, ImageNet tasks, or no pre-training at all in detecting breast cancer.
  • Results showed that models utilizing the Jigsaw puzzle task achieved the highest area under the curve (AUC) scores, indicating its potential to improve classification accuracy even with limited data.
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Humans and animals are not always rational. They not only rationally exploit rewards but also explore an environment owing to their curiosity. However, the mechanism of such curiosity-driven irrational behavior is largely unknown.

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A 76-year-old woman was referred to our hospital due to abnormal chest radiography findings. Chest computed tomography (CT) revealed a nodule in the right lower lobe. Fluorodeoxyglucose-positronemission tomography (FDG-PET) showed abnormal accumulation in the nodule.

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Objectives: Both pancreatic stenting and rectal nonsteroidal anti-inflammatory drugs (NSAIDs) prevent post-endoscopic retrograde cholangiopancreatography (ERCP) pancreatitis. The aim of the study was to compare post-ERCP pancreatitis (PEP) prophylaxis using pancreatic stents and/or rectal NSAIDs prospectively.

Methods: A total of 321 patients undergoing ERCP were studied.

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To elucidate the gross lankamycin biosynthetic pathway including two cytochrome P450 monooxygenases, LkmK and LkmF, we constructed two double mutants of P450 genes in combination with glycosyltransferase genes, lkmL and lkmI. An aglycon 8,15-dideoxylankanolide, a possible substrate for LkmK, was prepared from an lkmK-lkmL double mutant, while a monoglycoside 3-O-l-arcanosyl-8-deoxylankanolide, a substrate for LkmF, was from an lkmF-lkmI double mutant. Bioconversion of lankamycin derivatives was performed in the Escherichia coli recombinant for LkmK and the Streptomyces lividans recombinant for LkmF, respectively.

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