Optimization of deep learning architecture based on multi-path convolutional neural network algorithm by Chuan Zhou, Yan Liu, Xinghan An, Xiyao Xu, Hao Wang

“…At present, there are some problems in multi-path architecture, such as isolated information among paths, low efficiency of feature fusion mechanism, and high computational complexity. …”
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Functional Dyspepsia: Current Approaches to Diagnosis and Treatment by Svintsitskyi A.

“…In this case, the lion’s share (60.0-65.0%) refers to FD. Women are more likely to suffer after mental injuries. …”
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Multimodal Metaverse Healthcare: A Collaborative Representation and Adaptive Fusion Approach for Generative Artificial-Intelligence-Driven Diagnosis by Jianhui Lv, Adam Slowik, Shalli Rani, Byung-Gyu Kim, Chien-Ming Chen, Saru Kumari, Keqin Li, Xiaohong Lyu, Huamao Jiang

“…A key challenge lies in effectively combining multimodal healthcare data and generative artificial intelligence abilities within metaverse-based healthcare applications, which is a problem that needs to be addressed. …”
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Edge-Enhanced GCIFFNet: A Multiclass Semantic Segmentation Network Based on Edge Enhancement and Multiscale Attention Mechanism by Long Chen, Zhiyuan Qu, Yao Zhang, Jingyang Liu, Ruwen Wang, Dezheng Zhang

“…Moreover, we enhance the network's ability to extract edge information during training by sharing parameters between the backbone and employing a specialized loss function. …”
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Blockchain enabled deep learning model with modified coati optimization for sustainable healthcare disease detection and classification by Heba G. Mohamed, Fadwa Alrowais, Fahd N. Al-Wesabi, Mesfer Al Duhayyim, Anwer Mustafa Hilal, Abdelwahed Motwakel

“…The execution of big and heterogeneous data gathered by medical sensors and the necessity of patient classification and disease analysis have become serious problems for various health-based sensing applications. …”
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'More than just numbers on a page?' A qualitative exploration of the use of data collection and feedback in youth mental health services. by Craig Hamilton, Kate Filia, Sian Lloyd, Sophie Prober, Eilidh Duncan

“…Identified enablers included services and commissioners working in partnership, data literacy (including the ability to set appropriate performance indicators), relational skills, and provision of meaningful feedback. …”
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PENINGKATAN HASIL BELAJAR PESERTA DIDIK MELALUI PENERAPAN METODE PADA MATERI POKOK BAHASAN BUNYI SISWA KELAS VIII SMP by N.I. Mabruroh, H. Susanto, L. Handayani

“…In this research, we applied Think-Pair-Share method. This method is selected to give<br />opprtunity for students to think, to respond, and to cooperate, so that each student can develop their capabilities in thinking, solving<br />the problems as well as improve their social skills. …”
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Presenting the model of social entrepreneurship in the development of rural tourism in the target villages of Gilan province by Fatemeh Doozandeh Ziabari, hamed fallah tafti, Mir Mohammad Asadi, Mahdi Basouli

“…Social entrepreneurship in tourism, referred to here as tourism social entrepreneurship, is positioned as a market-oriented approach to address various social problems through tourism entrepreneurship.Extended Abstract                                           IntroductionTourism entrepreneurship is a popular research topic due to its ability to combine different topics such as technological innovation, economic geography, and cultural change. …”
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Developing and presenting a mathematical model for the purpose of organizational culture architecture based on creating alignment between the strategic reference points of organiza... by Elyas hasanzadeh Shweili, Mir Mehrdad peidaie, Ali reza Rezghi Rostami

“…Extended abstract Introduction Organizations need to have shared values ​​to achieve coherence, coordination and implicit control. …”
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Joint Optical Performance Monitoring and Modulation Format&#x002F;Bit-Rate Identification by CNN-Based Multi-Task Learning by Xiaojie Fan, Yulai Xie, Fang Ren, Yiying Zhang, Xiaoshan Huang, Wei Chen, Tianwen Zhangsun, Jianping Wang

“…Instead of treating the monitoring and identification tasks as separate problems, a novel MTL technique is used to joint optimization of them utilizing the ability of feature extraction and feature sharing. …”
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FINANCIAL SUPPORT FOR THE IMPLEMENTATION OF THE SUSTAINABLE DEVELOPMENT GOALS IN THE CONTEXT OF DECENTRALISATION: THE CASE OF UKRAINE by Valentyna Martynenko, Tetiana Koliada, Maryna Skoryk, Olga Sokolova, Maryna Korzh, Olena Jadallah

“…The paper also assesses how effectively decentralization contributes to increasing the financial autonomy of communities and how this affects their ability to independently allocate resources to address pressing socio-economic issues. …”
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Research on the Wetland Vegetation Classification Method Based on Cross-Satellite Hyperspectral Images by Min Yang, Jing Qin, Xiaodan Wang, Yanfeng Gu

“…It generates simulated images to enhance the model’s generalization ability. Supervised contrastive learning is utilized to prevent redundant learning of the same training images. …”
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How international research consortia can strengthen organisations’ research systems and promote a conducive environment and culture by Justin Pulford, Nadia Tagoe, Yan Ding, Imelda Bates, Susie Crossman, Taghreed El Hajj, Tara Tancred, Lorelei Silvester, Martina Savio, Natasha Bevan

“…They were partly or wholly funded by UK agencies including the Wellcome, Foreign and Commonwealth Development Office, UK Research and Innovation Fund, and the Medical Research Council and they operated for 2–10 years between 2012 and 2022.Consortia’s size and ability to access and share resources among their member organisations according to need meant they were uniquely placed to target actions to address weaknesses in member organisations’ research capacity, to widen networks and collaborations, and to build in sustainability of capacity gains. …”
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Understanding and Overcoming Negative Attitudes That Hinder Adoption of Reablement in Dementia Care: An Explorative Qualitative Study by Tuntland H, Ashfaq K, Zingmark M, Metzelthin SF

“…:The experts told us about five main reasons why reablement is not used enough:People often do not understand what someone with dementia can still do.Family members may worry that changing routines will make things worse.Health and care systems do not always support this way of working.People misunderstand what reablement really is.The care system is complicated and hard to navigate.The experts also shared helpful ideas to tackle these problems. These included raising awareness about dementia and what reablement can offer, supporting family caregivers, improving leadership in healthcare, adding reablement to staff training, and making policies and services more supportive.Why does this matter?…”
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A distributed strategy for the multi-target rescue using a UAV swarm under communication constraints by Hanqing YU, Yan LIN, Linqiong JIA, Qiang LI, Yijin Zhang

“…The current designs of the cooperative decision-making of an unmanned aerial vehicle (UAV) swarm usually adopt unreasonable assumptions on the communication ability between UAVs.Focusing on a multi-target rescue problem of a UAV swarm under constraints of energy, load and path, the limitation on the information sharing due to the communication constraints and the flight path of UAVs were taken into account.Firstly, the problem was formulated as a partially observable Markov decision process (POMDP).Then, a recurrent neural network was used to propose a deep-reinforcement-learning-based distributed rescue strategy, which is able to adapt to the changeable communication topology.Simulation results show that the proposed strategy outperforms other strategies under communication constraints, and further show that a careful joint setting of the size and communication ability of a UAV swarm is needed to achieve the best compromise between the UAV swarm rescue performance and the cost.…”
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Gene Editing Anxiety by Angelo Osofsky

“… [10] The Brainstorm Consortium et al., “Analysis of Shared Heritability in Common Disorders of the Brain…”
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Characterizing eye gaze and mental workload for assistive device control by Larisa Y.C. Loke, Demiana R. Barsoum, Todd D. Murphey, Brenna D. Argall

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Protecting the Autonomy of Patients with Severe Mental Illness Through Psychiatric Advance Directive Peer-Facilitation by Nicholas Karasik

“…These include a lack of trust, support, and knowledge of PADs, as well as a lack of understanding in completing a PAD.[21] Concerning trust, one study found that 43 percent of patients did not feel they had someone they could trust to help them complete their PAD.[22] Other studies indicated that patients had limited trust in their healthcare professionals.[23] Regarding the lack of support, one survey found that 94 percent of respondents would be unable to complete a PAD without assistance or without a facilitator.[24] Many patients lack knowledge and awareness of PADs, how to complete, and what to include in them.[25] Due to their complex legal nature, over half of the respondents in one survey indicated that they had problems understanding the PAD.[26] Similarly, 79 percent of clients interviewed in one study felt that PADs posed too much of a burden.[27] Through their shared lived experience, peer-support facilitators would be in a greater position to foster trust with patients and create the environment necessary for patients to explore their values and preferences through this process. …”
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MANAGEMENT OF MARKETING POTENTIAL OF THE COMPANY by O. V. Krasnyanskaya, I. A. Mandych

“…This article considers the ability of managing the development of a company based on its marketing potential. …”
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Project quality, regulation quality by Elena Mussinelli

“…The attempt to solve every problem through a special regulation results in limiting the free and responsible action of citizens (and planners). …”
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