A traffic prediction method for missing data scenarios: graph convolutional recurrent ordinary differential equation network by Ming Jiang, Zhiwei Liu, Yan Xu

“…To address this challenge, this paper proposes a neural network architecture designed specifically for missing data scenarios—graph convolutional recurrent ordinary differential equation network (GCRNODE). GCRNODE combines recurrent networks based on ordinary differential equation (ODE) with spatiotemporal memory graph convolutional networks, enabling accurate traffic prediction and effective modeling of dynamic graph structures even in the presence of missing data. …”
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Leaflet: Operative Steps for Interventional Studies in Neuroscience by Maria Meringolo, Sergio Delle Monache, Giuseppina Martella, Antonella Peppe

“…To achieve our objectives, we considered the official websites of regulatory authorities, the EQUATOR network, and recent publications in the field. …”
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Protocol for the development of a reporting guideline for causal and counterfactual prediction models in biomedicine by Yi Guo, Hua Xu, Fei Wang, Jie Xu, Jiang Bian, Robert Lucero, Mattia Prosperi

“…This paper describes methods and processes that will be used to develop a Reporting Guideline for Causal and Counterfactual Prediction Models (PRECOG).Methods and analysis PRECOG will be developed following published guidance from the Enhancing the Quality and Transparency of Health Research (EQUATOR) network and will comprise five stages. Stage 1 will be meetings of a working group every other week with rotating external advisors (active until stage 5). …”
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The role of exercise-based prehabilitation in enhancing surgical outcomes for patients with digestive system cancers: a meta-analysis by Shasha Xu, Rong Yin, Haiou Zhu, Yin Gong, Jing Zhu, Changxian Li, Qin Xu

“…The Cochrane Collaboration tool was employed for evaluating the risk of bias in each study, and the PRISMA 2020 checklist provided by the EQUATOR network was utilized. Results Through quality analysis, 20 articles were included, involving 1719 patients. …”
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Case Reports: The core of practice-based evidence by Antonio Villa

“…It provides a 13-item checklist as a framework to publish case reports, by balancing adequate detail and concise writing that is one of the major characteristics of a case report (see more at: http://www.equator-network.org/reporting-guidelines/care/). According to the CARE guidelines checklist, a case report tells a story in a narrative format that includes the presenting concerns, clinical findings, diagnoses, interventions, outcomes (including adverse events), and follow-up. …”
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Application of Image Denoising Method Based on Two-Way Coupling Diffusion Equation in Public Security Forensics by Yiqun Wang, Changpeng He, Zhenjiang Li

“…Compared with the residual GAN, the two-way coupling diffusion equation network converges faster and the network performance is improved.…”
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IGDT-Based Robust Operation of Thermal and Electricity Energy-Based Microgrid with Distributed Sources, Storages, and Responsive Loads by Mehdi Sarlak, Abouzar Samimi, Mehdi Nikzad, Amir Hossein Salemi

“…It is constrained by the AC power flow equations, network operation constraints, and the operating model of these elements. …”
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