132 research outputs found
Improving Error Detection in Deep Learning Based Radiotherapy Autocontouring Using Bayesian Uncertainty
Bayesian Neural Nets (BNN) are increasingly used for robust organ auto-contouring. Uncertainty heatmaps extracted from BNNs have been shown to correspond to inaccurate regions. To help speed up the mandatory quality assessment (QA) of contours in radiotherapy, these heatmaps could be used as stimuli to direct visual attention of clinicians to potential inaccuracies. In practice, this is non-trivial to achieve since many accurate regions also exhibit uncertainty. To influence the output uncertainty of a BNN, we propose a modified accuracy-versus-uncertainty (AvU) metric as an additional objective during model training that penalizes both accurate regions exhibiting uncertainty as well as inaccurate regions exhibiting certainty. For evaluation, we use an uncertainty-ROC curve that can help differentiate between Bayesian models by comparing the probability of uncertainty in inaccurate versus accurate regions. We train and evaluate a FlipOut BNN model on the MICCAI2015 Head and Neck Segmentation challenge dataset and on the DeepMind-TCIA dataset, and observed an increase in the AUC of uncertainty-ROC curves by 5.6% and 5.9%, respectively, when using the AvU objective. The AvU objective primarily reduced false positives regions (uncertain and accurate), drawing less visual attention to these regions, thereby potentially improving the speed of error detection.Green Open Access added to TU Delft Institutional Repository 'You share, we take care!' - Taverne project https://www.openaccess.nl/en/you-share-we-take-care Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.Computer Graphics and VisualisationPattern Recognition and Bioinformatic
Leucine-rich repeat kinase 2 promotes the development of experimental severe acute pancreatitis
主査:松本 逸平 教授
学内授与番号:医第1424号This is a pre-copyedited, author-produced version of an article accepted for publication in
[Clinical and Experimental Immunology] following peer review. The version of record [Yasuo Otsuka, Akane Hara, Kosuke Minaga, Ikue Sekai, Masayuki Kurimoto, Yasuhiro Masuta, Ryutaro Takada, Tomoe Yoshikawa, Ken Kamata, Masatoshi Kudo, Tomohiro Watanabe "Leucine-rich repeat kinase 2 promotes the development of experimental severe acute pancreatitis" Clinical and Experimental Immunology, Volume 214, Issue 2, November 2023, Pages 182–196] is available online at: [https://doi.org/10.1093/cei/uxad106]
Leucine-rich repeat kinase 2 promotes the development of experimental severe acute pancreatitis
近畿大学Kindai University博士(医学)主査:松本 逸平 教授
学内授与番号:医第1424号This is a pre-copyedited, author-produced version of an article accepted for publication in
[Clinical and Experimental Immunology] following peer review. The version of record [Yasuo Otsuka, Akane Hara, Kosuke Minaga, Ikue Sekai, Masayuki Kurimoto, Yasuhiro Masuta, Ryutaro Takada, Tomoe Yoshikawa, Ken Kamata, Masatoshi Kudo, Tomohiro Watanabe "Leucine-rich repeat kinase 2 promotes the development of experimental severe acute pancreatitis" Clinical and Experimental Immunology, Volume 214, Issue 2, November 2023, Pages 182–196] is available online at: [https://doi.org/10.1093/cei/uxad106].doctoral thesi
An Analysis of the CHC Model for Comparing Cognitive Architectures
AbstractThere are many cognitive architectures available nowadays, and each architecture has its own different mechanisms. Therefore, we need to identify the advantages and disadvantages of these architectures in order to improve upon them. In this paper, we propose new metrics for comparing cognitive architectures based on the Cattell-Horn-Carroll (CHC) model, which is used in psychology to explain factors of intelligence. Here, we analyze factors of intelligence in the CHC model and interpret them as elements of a new cognitive architecture. Then, the CHC model is investigated with respect to “data” and “processing” to obtain a metric for each component. We present examples using Soar and LIDA to illustrate comparing different cognitive architectures and demonstrate the effectiveness of our approach
(Urticaceae)
Laportea bulbifera (Ulticaceae) is a monoecious plant that has a unique sexual expression: female flowers form on the upper part and male flowers on the lower part on an individual shoot. Therefore, for the seed reproduction, pollen needs to be transferred from the lower (male) to the upper (female) flowers. Our observations of male flowers confirmed that pollen was dispersed upward by explosive wind pollination. A male flower has five stamens, and when the petals are open, the stamens are caught in a pistillode. With the growth of the stamens, they are released from the pistillode and then straightened with a spring-like movement of the filament. At the same time, the anthers dehisce, and the pollen is dispersed. The explosive release of pollen from the anthers and light wind in the habitat (forest edge or gap) contributes to wind pollination in L. bulbifera
Propagation mode analysis for polymer optical waveguide with graded index rectangular core
Activation of nucleotide-binding oligomerization domain 2 by muramyl dipeptide negatively regulates Toll-like receptor 9-mediated colonic inflammation through the induction of deubiquitinating enzyme A expression
主査:岡田 斉 教授
学内授与番号:医第1425号This is a pre-copyedited, author-produced version of an article accepted for publication in [International Immunology] following peer review. The version of record [Yasuhiro Masuta, Kosuke Minaga, Masayuki Kurimoto, Ikue Sekai, Akane Hara, Naoya Omaru, Natsuki Okai, Yasuo Otsuka, Ryutaro Takada, Tomoe Yoshikawa, Sho Masaki, Ken Kamata, Hajime Honjo, Yasuyuki Arai, Kouhei Yamashita, Masatoshi Kudo, Tomohiro Watanabe "Activation of nucleotide-binding oligomerization domain 2 by muramyl dipeptide negatively regulates Toll-like receptor 9-mediated colonic inflammation through the induction of deubiquitinating enzyme A expression" International Immunology, Volume 35, Issue 2, February 2023, Pages 79–94] is available online at: [https://doi.org/10.1093/intimm/dxac045]
Mantis Shrimp Capture Technique.m4v
This short video was taken by Diarmaid Ó Foighil in the Indian River Lagoon (Florida) and it demonstrates the bait-and-capture technique (Goto et al., 2018) used by first author Teal Harrison* to collect Lysiosquilla scabricauda specimens. A bait fish was placed directly over a submerged host mantis shrimp burrow opening and once a resident emerged, its raptorial appendages were sequentially grasped by hand and, as it tired, the specimen was slowly pulled upward out of its burrow.*Teal A. Harrison, Ryutaro Goto, Jingchun Li, Diarmaid Ó Foighil. Within-host adaptive speciation of commensal yoyo clams leads to ecological exclusion, not co-existence (In Prep.).Goto, R., Harrison, T., Ó Foighil, D. 2018. Within-host speciation events in yoyo clams, obligate commensals with mantis shrimps: one involving a change in microhabitat and a loss of specialized traits. Biological Journal of the Linnean Society, 124:504-517. https://doi.org/10.1093/biolinnean/bly044</p
「俳句」単元の計画の作成とその授業研究実践報告 : 野口雨情の韻文指導観をもとに
In Taisho period, Noguchi Ujo, the author of children's songs, and Awano Ryutaro, elementary school teacher, encouraged the merit of the verses which were written without contemplation. Because they thought that children's mind could be expressed in an instant. I tried to apply it to National collage of technology education. The students in the school are 15-18 years old, not so little age. But, generally, it is said that recently teenagers become younger in spirit. So I think teachers should understand them deeply and should help them. This time, I tried to analyze haikus, one of verses, written by students and guess their mind and life. Then it has been shown that the verses written without contemplation have merit to understand students' mind though it is not so artistic.現代社会文化研究 別冊「現代社会文化研究科プロジェクト報告書
Activation of nucleotide-binding oligomerization domain 2 by muramyl dipeptide negatively regulates Toll-like receptor 9-mediated colonic inflammation through the induction of deubiquitinating enzyme A expression
近畿大学Kindai University博士(医学)主査:岡田 斉 教授
学内授与番号:医第1425号This is a pre-copyedited, author-produced version of an article accepted for publication in [International Immunology] following peer review. The version of record [Yasuhiro Masuta, Kosuke Minaga, Masayuki Kurimoto, Ikue Sekai, Akane Hara, Naoya Omaru, Natsuki Okai, Yasuo Otsuka, Ryutaro Takada, Tomoe Yoshikawa, Sho Masaki, Ken Kamata, Hajime Honjo, Yasuyuki Arai, Kouhei Yamashita, Masatoshi Kudo, Tomohiro Watanabe "Activation of nucleotide-binding oligomerization domain 2 by muramyl dipeptide negatively regulates Toll-like receptor 9-mediated colonic inflammation through the induction of deubiquitinating enzyme A expression" International Immunology, Volume 35, Issue 2, February 2023, Pages 79–94] is available online at: [https://doi.org/10.1093/intimm/dxac045].doctoral thesi
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