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Evaluate Transformer model and Self-Attention mechanism in the Yangtze River basin runoff prediction

Study region: In the Yangtze River basin of China. Study focus: We applied a recently popular deep learning (DL) algorithm, Transformer (TSF), and two commonly used DL methods, Long-Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU), to evaluate the performance of TSF in predicting runoff in the Yangtze River basin. We also add the main structure of TSF, Self-Attention (SA), to the LSTM and G

Oxidative depolymerization of Kraft lignin to high-value aromatics using a homogeneous vanadium–copper catalyst

Lignin, the world's most abundant biopolymer with high aromaticity, has huge potential as a renewable feedstock replacing petroleum for the production of chemicals, fuels and functional materials. The enhanced utilization of lignin would improve the economic viability of existing pulp and paper mills, as well as lignocellulosic biorefineries, where lignin is highly available, but mostly incinerate

The Application of Tree-Based Algorithms on Classifying Shunting Yard Departure Status

Shunting yards are one of the main areas impacting the reliability of rail freight networks, and delayed departures from shunting yards can further also affect the punctuality of mixed-traffic networks. Methods for automatic detection of departures, which are likely to be delayed, can therefore contribute towards increasing the reliability and punctuality of both freight and passenger services. In

Evaluation of the German Version of the Keratoconus Outcomes Research Questionnaire

Purpose: To translate, validate, and evaluate the psychometric properties of the German version of Keratoconus Outcomes Research Questionnaire (KORQ). Methods: This prospective study included 3 phases. In phase 1, the KORQ was translated in a standardized way; in phase 2, Rasch validation was performed; in phase 3, the validated questionnaire was evaluated in a separate patient cohort. All patient

Decarbonising Economies

Based on an interdisciplinary investigation of future visions, scenarios, and case-studies of low carbon innovation taking place across economic domains, Decarbonising Economies analyses the ways in which questions of agency, power, geography and materiality shape the conditions of possibility for a low carbon future. It explores how and why the challenge of changing our economies are variously as

Appearance of cytomegalovirus-specific T-cells predicts fast resolution of viremia post hematopoietic stem cell transplantation

BACKGROUND: Cytomegalovirus (CMV) specific T-cells are known to provide long-term control of CMV reactivation, which is a frequent complication of hematopoietic stem cell transplantation. We have studied 58 pediatric patients after hematopoietic stem cell transplantation who suffered from CMV reactivation to reveal which functional T cell subset is best correlating with successful reactivation res

The nurse did not even greet me' : How informed versus non-informed patients evaluate health systems responsiveness in South Africa

INTRODUCTION: Universal Health Coverage is not only about access to health services but also about access to high-quality care, since poor experiences may deter patients from accessing care. Evidence shows that quality of care drives health outcomes, yet little is known about non-clinical dimensions of care, and patients' experience thereof relative to satisfaction with visits. This paper investig

Tourism and innovation

This ground-breaking volume on the relationships between tourism and innovation provides an overview of relevant innovation theories and related literatures on entrepreneurship, productivity, regional development and competitiveness, and their significance to contemporary tourism practices. Innovation is a key concept in business and entrepreneurial studies and the broader social sciences. Yet, de

Accreditation! the responsive curriculum game

It can be difficult to engage colleagues with the findings and recommendations of an externally-funded project, even when, or perhaps particularly when, it has major implications for institutional processes. The authors were involved with a large single-institution Higher Education change project that aimed to make the university more responsive to changes in curriculum needs, the student voice, e

Single German centre experience with patient journey and care-relevant needs in amyloidosis : The German AMY-NEEDS research and care program

Background Amyloidosis is a rare multi-system disorder associated with frequently delayed diagnosis, enormous disease burden and psychosocial distress. Methods Systematic assessment of needs was performed by a subtype-spanning questionnairebased survey within the AMY-NEEDS research and care program. Results 118 patients with proven amyloidosis (62.7% ATTR, 22.0% AL, 15.3% other forms) were include

The European Court’s Incremental Approach to the Protection of Liberty, Dignity and Autonomy

Mental health law is inextricably connected to key human rights protected under the European Convention on Human Rights (1950, ECHR or the Convention), such as the right to freedom of liberty, to personal autonomy and physical and mental integrity, and to the right to not be discriminated against. This chapter outlines the fundamental procedural and substantive standards developed by the European

Degrowth: A Path to Transformative Solutions for Socio-Ecological Sustainability

This article highlights the potential of degrowth as a transformative approach that can expand capacities necessary for socio-ecological sustainability. By addressing economic growth as a fundamental driver of unsustainability, degrowth offers a concrete pathway towards achieving sustainable outcomes. It calls for sustainability scientists to explicitly consider the role of economic growth, aligni

Responders to first-line osteoarthritis treatment had reduced frequency of hip and knee joint replacements within 5 years : an observational register-based study of 44,311 patients

Background and purpose — First-line treatment (education, exercise) for patients with hip and knee osteoarthritis (OA) aims to reduce pain and improve function. We aimed to compare progression to joint replacement within 5 years between responders and non-responders to first-line treatment for hip and knee OA, respectively. Methods — This observational study included data for 30,524 knee OA and 13

Increasing the Elective Endovascular to Open Repair Ratio of Popliteal Artery Aneurysm

Background: Open repair (OR) for popliteal artery aneurysm (PAA) has recently been challenged by endovascular repair (ER) as the primary choice of treatment. The aim of the present study was to evaluate time trends in treatment modality and compare outcomes between OR and ER among electively operated patients after start of screening in 2010 for abdominal aortic aneurysm (AAA), a disease highly as

A Detailed Analysis of Internal Resistance of a PEFC Comparing High and Low Humidification of the Reactant Gases

Polymer electrolyte fuel cells (PEFCs) have shown a great potential to be used in several applications, e.g., portable, mobile and stationary systems. Each of the mentioned applications demands from PEFCs different operating conditions to perform in the best possible manner. Knowing in detail the behavior of their internal components will help to improve the mechanical and thermal properties of th

Staging Shakespeare's Comedies with EFL University Students

This thesis takes as its point of departure an elective course in English: 'Drama in Practice - Shakespeare on Stage'. The course combines theory and practice in that it contains (on the one hand) lectures and written work about one of Shakespeare’s comedies, and (on the other hand) an on-stage part with rehearsals of the same play, culminating in a performance, in costume, before an audience. The

Byggnadstekniskt brandskydd i MSB:s utbildningar

The primary purpose of this work was to study and analyze the MSB's training with respect to building fire protection and propose changes in training. The area studied is operational aspects of building fire protection, ie how this protection affects the ability to implement effective response from fire service organizations. The main conclusions were that the training must distinguish between new

Identification of novel diagnostic biomarkers for deep venous thrombosis

The combination of a negative D-dimer and a Wells score can rule out, but not confirm, a diagnosis of deep venous thrombosis (DVT). We aimed to identify new diagnostic biomarkers for DVT and to investigate their relationship with hypercoagulability markers [D-dimer and activated protein C-protein C inhibitor (APC-PCI) complex]. We screened 92 cardiovascular-specific proteins in plasma samples from