cometadata/datacite-rtg-text-other-reclassification-records huggingface dataset:
Drug-induced noninfectious myocarditis: a disproportionality analysis of the FAERS database
Creators: name: Yan, Liyuan
name: Zheng, Guanqun
Publisher: name: Taylor & Francis
Year: 2024
Subjects: subject: Biochemistry
subject: Medicine
subject: Genetics
subject: FOS: Biological sciences
subject: Pharmacology
subject: Biotechnology
subject: Immunology
subject: FOS: Clinical medicine
subject: Cancer
subject: Science Policy
subject: Mental Health

description: This investigation aims to identify and evaluate the most common and critical drugs associated with the risk of noninfectious myocarditis utilizing the US Food and Drug Administration Adverse Event Reporting System (FAERS) database. Data pertaining to noninfectious myocarditis from 2004 Q1 to 2024 Q2 were extracted. Following data standardization, multiple signal quantification techniques, including Reporting Odds Ratio (ROR) and Proportional Reporting Ratio, were employed for analysis. The study identified a total of 10,763 adverse event reports associated with noninfectious myocarditis. Disproportionality analysis revealed that the top 5 drugs by ROR were phendimetrazine tartrate (ROR 104.64), trimethoprim + sulfamethoxazole (ROR 67.65), aldesleukin (ROR 52.67), mesalazine (ROR 49.73), and balsalazide disodium (ROR 45.26). Notably, among the 30 drugs with the strongest ROR signals, 8 drugs lacked myocarditis risk information in their package inserts. Through comprehensive analysis of the FAERS database, our study identified drugs with a strong signal for myocarditis that are not currently indicated on their labels. The findings suggest that the potential risk of myocarditis associated with these medications is significant and warrants close monitoring in clinical practice.
"We All Complete”: Kazuo Ishiguro and the Posthuman Imagination
Creators: name: Marfè, Luigi
Publisher: name: Centro Studi Arti della Modernità | Università degli Studi di Torino
Year: 2016
Subjects: biotechnology, clones, posthuman, literature, dystopia

description: The hypothesis of cloning human life has always been an imaginative kaleidoscope of ‘posthuman’ possibilities. The development of bioengineering is now making this hypothesis even more palpable, raising more questions. Could man generate life? If so, what ends might justify it? Are extending life expectancy and eradicating diseases targets that make everything permissible? How far is medical research changing man’s life? Is it still possible to discern what is ‘natural’ and what is ‘artificial’? What are the differences between human beings and human clones? What would it feel like to be a clone? Never Let Me Go (2005) is a novel by Kazuo Ishiguro that challenges these questions, imagining a society where clones are used as organ donors to cure people of diseases such as tumours and leukaemia. This article analyses Ishiguro’s novel in the tradition of dystopian fiction, and focuses on his ‘posthuman’ reworking of classical myths, such as that of Orpheus and Eurydice, to describe the metamorphoses of a biotechnological age.
description: COSMO | Comparative Studies in Modernism | Rivista del Centro Studi Arti della Modernità | centroartidellamodernita.it, N. 9 (2016): Letteratura e nuovi realismi
Comparative Study of Quantum Transpilers: Evaluating the Performance of qiskit-braket-provider, qBraid-SDK, and Pytket Extensions
Creators: name: Louamri, Mohamed Messaoud
name: Belaloui, Nacer Eddine
name: Tounsi, Abdellah
name: Rouabah, Mohamed Taha
Publisher: name: arXiv
Year: 2024
Subjects: subject: Quantum Physics (quant-ph)
subject: Emerging Technologies (cs.ET)
subject: FOS: Physical sciences
subject: FOS: Computer and information sciences

description: In this study, we present a comprehensive evaluation of popular SDK-to-SDK quantum transpilers (that is transpilers that takes a quantum circuit from an initial SDK and output a quantum circuit in another SDK), focusing on critical metrics such as correctness, failure rate, and transpilation time. To ensure unbiased evaluation and accommodate diverse quantum computing scenarios, we developed two dedicated tools: RandomQC, for generating random quantum circuits across various types (pure random, VQE-like, and SDK-specific circuits), and Benchmarq, to streamline the benchmarking process. Using these tools, we benchmarked prominent quantum transpilers as of February 2024. Our results highlight the superior performance of the qiskit-braket-provider, a specialized transpiler from Qiskit to Braket, achieving a remarkably low failure rate of 0.2%. The qBraid-SDK, offering generalized transpilation across multiple SDKs, demonstrated robust but slower performance. The pytket extensions, while fast, faced limitations with complex circuits due to their one-to-one transpilation approach. In particular, the exceptional performance of the qiskit-bracket-provider stems not only from its specialization but also from its architecture, which combines one-to-one transpilation with gate decomposition for unsupported gates, enhancing both speed and capability. This study aims to provide practical guidelines to users of SDK-to-SDK quantum transpilers and guidance to developers for improving the design and development of future tools.
description: 11 pages, 2 figures
Detecting Markovianity of Quantum Processes via Recurrent Neural Networks
Creators: name: Morgillo, Angela Rosy
name: Sacchi, Massimiliano F.
name: Macchiavello, Chiara
Publisher: name: arXiv
Year: 2024
Subjects: subject: Quantum Physics (quant-ph)
subject: FOS: Physical sciences

description: We present a novel methodology utilizing Recurrent Neural Networks (RNNs) to classify Markovian and non-Markovian quantum processes, leveraging time series data derived from Choi states. The model exhibits exceptional accuracy, surpassing 95%, across diverse scenarios, including dephasing and Pauli channels in an arbitrary basis, generalized amplitude damping dynamics, and even in the presence of noise. Additionally, the developed model shows efficient forecasting capabilities for the analyzed time series data. These results suggest the potential of RNNs in discerning and predicting the Markovian nature of quantum processes.
description: This version includes results obtained with a noisy version of the dataset, along with other minor improvements
ACR883391 Supplemetal Material - Supplemental material for Similarity and diversity of spontaneous brain activity in functional dyspepsia subtypes
Creators: name: Qi, Rongfeng
name: Shi, Zhao
name: Weng, Yifei
name: Yang, Yulin
name: Zhou, Yifei
name: Surento, Wesley
name: Lu, Guang Ming
name: Wang, Fangyu
name: Zhang, Long Jiang
name: Liu, Chang
Publisher: name: SAGE Journals
Year: 2019
Subjects: Radiology and Organ Imaging

description: Supplemental material, ACR883391 Supplemetal Material for Similarity and diversity of spontaneous brain activity in functional dyspepsia subtypes by Rongfeng Qi, Zhao Shi, Yifei Weng, Yulin Yang, Yifei Zhou, Wesley Surento, Guang Ming Lu, Fangyu Wang, Long Jiang Zhang and Chang Liu in Acta Radiologica
Appendices – Supplemental material for Organizational responses to performance feedback: A meta-analytic review
Creators: name: Kotiloglu, Serhan
name: Chen, Yan
name: Lechler, Thomas
Publisher: name: SAGE Journals
Year: 2019
Subjects: Organisation and Management Theory

description: Supplemental material, Appendices for Organizational responses to performance feedback: A meta-analytic review by Serhan Kotiloglu, Yan Chen and Thomas Lechler in Strategic Organization
Refiner: Restructure Retrieval Content Efficiently to Advance Question-Answering Capabilities
Creators: name: Li, Zhonghao
name: Hu, Xuming
name: Liu, Aiwei
name: Zheng, Kening
name: Huang, Sirui
name: Xiong, Hui
Publisher: name: arXiv
Year: 2024
Subjects: subject: Computation and Language (cs.CL)
subject: Artificial Intelligence (cs.AI)
subject: Human-Computer Interaction (cs.HC)
subject: Information Retrieval (cs.IR)
subject: Multiagent Systems (cs.MA)
subject: FOS: Computer and information sciences

description: Large Language Models (LLMs) are limited by their parametric knowledge, leading to hallucinations in knowledge-extensive tasks. To address this, Retrieval-Augmented Generation (RAG) incorporates external document chunks to expand LLM knowledge. Furthermore, compressing information from document chunks through extraction or summarization can improve LLM performance. Nonetheless, LLMs still struggle to notice and utilize scattered key information, a problem known as the "lost-in-the-middle" syndrome. Therefore, we typically need to restructure the content for LLM to recognize the key information. We propose $\textit{Refiner}$, an end-to-end extract-and-restructure paradigm that operates in the post-retrieval process of RAG. $\textit{Refiner}$ leverages a single decoder-only LLM to adaptively extract query-relevant contents verbatim along with the necessary context, and section them based on their interconnectedness, thereby highlights information distinction, and aligns downstream LLMs with the original context effectively. Experiments show that a trained $\textit{Refiner}$ (with 7B parameters) exhibits significant gain to downstream LLM in improving answer accuracy, and outperforms other state-of-the-art advanced RAG and concurrent compressing approaches in various single-hop and multi-hop QA tasks. Notably, $\textit{Refiner}$ achieves a 80.5% tokens reduction and a 1.6-7.0% improvement margin in multi-hop tasks compared to the next best solution. $\textit{Refiner}$ is a plug-and-play solution that can be seamlessly integrated with RAG systems, facilitating its application across diverse open-source frameworks.
description: 8 pages
Supplementary_Material_Table_IV – Supplemental material for Female journalists under attack? Explaining gender differences in reactions to audiences’ attacks
Creators: name: Stahel, Lea
name: Schoen, Constantin
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 200199 Communication and Media Studies not elsewhere classified
subject: FOS: Media and communications

description: Supplemental material, Supplementary_Material_Table_IV for Female journalists under attack? Explaining gender differences in reactions to audiences’ attacks by Lea Stahel and Constantin Schoen in New Media & Society
NEFI Innovation Hub: Carbon Capture, Utilisation and Storage (Factsheet)
Creators: name: NEFI New Energy for Industry
name: Drexler-Schmid, Gerwin
name: Markowitsch, Christoph
name: Kienberger, Marlene
Publisher: name: NEFI
Year: 2025
Subjects: NEFI
Innovation Network
Energy
Industry
New Energy for Industry
Climate and Energy Fund
Vorzeigeregion
Innovation Hub
Carbon Capture, Utilisation, Storage
CCUS

description: The NEFI Innovation Hubs are specialised networks led by renowned research institutions. Their goal is to initiate high-impact research and innovation projects that support the transition to a climate-neutral industry and position Austria as a technology leader in renewable energy and industrial innovation.

Carbon Capture, Utilisation and Storage (CCUS) includes technologies for capturing, storing, and ideally reusing significant amounts of CO2 from production processes. They play a crucial role, particularly in industrial sectors where CO2 emissions cannot be fully avoided by using renewable energy sources alone.
DS_10.1177_2380084418824262 – Supplemental material for Systematic Review of Evidence Pertaining to Factors That Modify Risk of Early Childhood Caries
Creators: name: P. Moynihan
name: L.M. Tanner
name: R.D. Holmes
name: F. Hillier-Brown
name: A. Mashayekhi
name: S.A.M. Kelly
name: D. Craig
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 110599 Dentistry not elsewhere classified
subject: FOS: Clinical medicine

description: Supplemental material, DS_10.1177_2380084418824262 for Systematic Review of Evidence Pertaining to Factors That Modify Risk of Early Childhood Caries by P. Moynihan, L.M. Tanner, R.D. Holmes, F. Hillier-Brown, A. Mashayekhi, S.A.M. Kelly and D. Craig in JDR Clinical & Translational Research
TRDManuscript-SupplementaryFile4 - Current and Common Definitions of Treatment-Resistant Depression: Findings from a Systematic Review and Qualitative Interviews
Creators: name: Brown, Sage
name: Rittenbach, Katherine
name: Cheung, Sarah
name: McKean, Gail
name: MacMaster, Frank P.
name: Clement, Fiona
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology
subject: 110319 Psychiatry (incl. Psychotherapy)
subject: FOS: Clinical medicine

description: TRDManuscript-SupplementaryFile4 for Current and Common Definitions of Treatment-Resistant Depression: Findings from a Systematic Review and Qualitative Interviews by Sage Brown, Katherine Rittenbach, Sarah Cheung, Gail McKean, Frank P. MacMaster, and Fiona Clement in The Canadian Journal of Psychiatry
Supp_FIG3_newname – Supplemental material for Holocene hydro-climatic variability in the Mediterranean: A synthetic multi-proxy reconstruction
Creators: name: Finné, Martin
name: Woodbridge, Jessie
name: Labuhn, Inga
name: Roberts, Neil
Publisher: name: SAGE Journals
Year: 2019
Subjects: Geography
History

description: Supplemental material, Supp_FIG3_newname for Holocene hydro-climatic variability in the Mediterranean: A synthetic multi-proxy reconstruction by Martin Finné, Jessie Woodbridge, Inga Labuhn and Neil Roberts in The Holocene
Supplemental_Material - Validation of a Pictorial Survey Tool to Measure Time Use in an African Urban Setting
Creators: name: Schwartz, Lauren M.
name: Mutanga, Jane
name: Kakaire, Robert
name: Davis-Olwell, Paula
name: Handel, Andreas
name: Sekandi, Juliet
name: Halloran, M. Elizabeth
name: Kiwanuka, Noah
name: Zalwango, Sarah
name: Whalen, Christopher C.
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 160807 Sociological Methodology and Research Methods
subject: FOS: Sociology
subject: Sociology

description: Supplemental_Material for Validation of a Pictorial Survey Tool to Measure Time Use in an African Urban Setting by Lauren M. Schwartz, Jane Mutanga, Robert Kakaire, Paula Davis-Olwell, Andreas Handel, Juliet Sekandi, M. Elizabeth Halloran, Noah Kiwanuka, Sarah Zalwango, and Christopher C. Whalen in Sociological Methods & Research
Supplementary_Appendix – Supplemental material for Is Unilateral Spatial Neglect Associated With Motor Recovery of the Affected Upper Extremity Poststroke? A Systematic Review
Creators: name: Doron, Noa
name: Rand, Debbie
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 110308 Geriatrics and Gerontology
subject: FOS: Clinical medicine
subject: 110904 Neurology and Neuromuscular Diseases
subject: Neuroscience

description: Supplemental material, Supplementary_Appendix for Is Unilateral Spatial Neglect Associated With Motor Recovery of the Affected Upper Extremity Poststroke? A Systematic Review by Noa Doron and Debbie Rand in Neurorehabilitation and Neural Repair
NEFI Innovation Hub: Circular Economy (Factsheet)
Creators: name: NEFI New Energy for Industry
name: Fazeni-Fraisl, Karin
name: Muster-Slawitsch, Bettina
Publisher: name: NEFI
Year: 2025
Subjects: NEFI
Innovation Network
Energy
Industry
New Energy for Industry
Climate and Energy Fund
Vorzeigeregion
Innovation Hub
Circular
Economy

description: The NEFI Innovation Hubs are specialised networks led by renowned research institutions. Their goal is to initiate high-impact research and innovation projects that support the transition to a climate-neutral industry and position Austria as a technology leader in renewable energy and industrial innovation.

The circular economy offers great potential for a climate-neutral industry. It is not only about recycling and reusing materials, but also about redesigning products and processes – with a holistic view of the entire product lifecycle right from the planning phase.
VardyOpenPracticesDisclosure – Supplemental material for Property Damage and Exposure to Other People in Distress Differentially Predict Prosocial Behavior After a Natural Disaster
Creators: name: Vardy, Tom
name: Atkinson, Quentin D.
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 110904 Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine
subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology
subject: 110319 Psychiatry (incl. Psychotherapy)
subject: Neuroscience

description: Supplemental material, VardyOpenPracticesDisclosure for Property Damage and Exposure to Other People in Distress Differentially Predict Prosocial Behavior After a Natural Disaster by Tom Vardy and Quentin D. Atkinson in Psychological Science
Supplemental_Online_File_-_Coded_Article_References – Supplemental material for A Review and Critical Examination of the System of Least Prompts
Creators: name: Shepley, Collin
name: Lane, Justin D.
name: Ault, Melinda Jones
Publisher: name: SAGE Journals
Year: 2018
Subjects: subject: Education
subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology
subject: 130312 Special Education and Disability
subject: FOS: Educational sciences

description: Supplemental material, Supplemental_Online_File_-_Coded_Article_References for A Review and Critical Examination of the System of Least Prompts by Collin Shepley, Justin D. Lane and Melinda Jones Ault in Remedial and Special Education
Appendix_B – Supplemental material for Predicting Special and General Educators’ Intent to Continue Teaching Using Conservation of Resources Theory
Creators: name: Bettini, Elizabeth
name: Gilmour, Allison F.
name: Williams, Thomas O.
name: Billingsley, Bonnie
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 130312 Special Education and Disability
subject: FOS: Educational sciences

description: Supplemental material, Appendix_B for Predicting Special and General Educators’ Intent to Continue Teaching Using Conservation of Resources Theory by Elizabeth Bettini, Allison F. Gilmour, Thomas O. Williams and Bonnie Billingsley in Exceptional Children
Supplementary document for Average capacity and bit error rate of vortex gamma beams propagating in non-Kolmogorov atmospheric turbulence - 7034593.pdf
Creators: name: Bai, Yang
name: Zhu, Yun
name: Wang, Jicheng
name: Li, Mengmeng
name: Khakhomov, Sergei
name: Hu, Zhengda
Publisher: name: Optica Publishing Group
Year: 2024
Subjects: Uncategorized

description: supplemental document
Gigantic-oxidative atomic-layer-by-layer epitaxy for artificially designed complex oxides
Creators: name: Zhou, Guangdi
name: Huang, Haoliang
name: Wang, Fengzhe
name: Wang, Heng
name: Yang, Qishuo
name: Nie, Zihao
name: Lv, Wei
name: Ding, Cui
name: Li, Yueying
name: Lin, Jiayi
name: Yue, Changming
name: Li, Danfeng
name: Sun, Yujie
name: Lin, Junhao
name: Zhang, Guang-Ming
name: Xue, Qi-Kun
name: Chen, Zhuoyu
Publisher: name: arXiv
Year: 2024
Subjects: subject: Strongly Correlated Electrons (cond-mat.str-el)
subject: Materials Science (cond-mat.mtrl-sci)
subject: Superconductivity (cond-mat.supr-con)
subject: FOS: Physical sciences

description: In designing material functionalities for transition metal oxides, lattice structure and d-orbital occupancy are key determinants. However, the modulation of these two factors is inherently limited by the need to balance thermodynamic stability, growth kinetics, and stoichiometry precision, particularly for metastable phases. We introduce a methodology, namely the gigantic-oxidative atomic-layer-by-layer epitaxy (GOALL-Epitaxy), enhancing oxidation power 3-4 orders of magnitude beyond conventional pulsed laser deposition (PLD) and oxide molecular beam epitaxy (OMBE), while ensuring atomic-layer-by-layer growth of designed complex structures. Thermodynamic stability is markedly augmented with stronger oxidation at elevated temperatures, whereas growth kinetics is sustained by laser ablation at lower temperatures. We demonstrate the accurate growth of complex nickelates and cuprates, especially an artificially designed structure with alternating single and double NiO2 layers possessing distinct nominal d-orbital occupancy, as a parent of high-temperature superconductor. The GOALL-Epitaxy enables material discovery within the vastly broadened growth parameter space.
Supplemental_Material – Supplemental material for Work-directed rehabilitation or physical activity to support work ability and mental health in common mental disorders: a pilot randomized controlled trial
Creators: name: Danielsson, Louise
name: Margda Waern
name: Hensing, Gunnel
name: Holmgren, Kristina
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 110904 Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine
subject: 110314 Orthopaedics
subject: 110604 Sports Medicine
subject: FOS: Health sciences

description: Supplemental material, Supplemental_Material for Work-directed rehabilitation or physical activity to support work ability and mental health in common mental disorders: a pilot randomized controlled trial by Louise Danielsson, Margda Waern, Gunnel Hensing and Kristina Holmgren in Clinical Rehabilitation
Additional file 2 of Association between diverticular disease and colorectal cancer: a bidirectional mendelian randomization study
Creators: name: Zhang, Yanxi
name: Zhang, Han
name: Zhu, Jinghan
name: He, Yazhou
name: Wang, Peng
name: Li, Doudou
name: Liu, Xiaozhuan
name: Jin, Wen
name: Zhang, Junxi
name: Xu, Chuan
name: Yu, Zengli
name: Zhao, Xin
name: Cui, Lingling
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Genetics
subject: FOS: Biological sciences
subject: Biotechnology
subject: Chemical Sciences not elsewhere classified
subject: Sociology
subject: FOS: Sociology
subject: Biological Sciences not elsewhere classified
subject: Mathematical Sciences not elsewhere classified
subject: Cancer
subject: Science Policy

description: Supplementary Material 2
NEFI Innovation Hub: CO2-Neutral Gases and Hydrogen (Factsheet)
Creators: name: NEFI New Energy for Industry
name: Abermann, Stephan
name: Radner, Fabian
name: Winkler, Franz
name: Tichler, Robert
Publisher: name: NEFI
Year: 2025
Subjects: NEFI
Innovation Network
Energy
Industry
New Energy for Industry
Climate and Energy Fund
Vorzeigeregion
Innovation Hub
CO2-neutral
Gases
Hydrogen

description: The NEFI Innovation Hubs are specialised networks led by renowned research institutions. Their goal is to initiate high-impact research and innovation projects that support the transition to a climate-neutral industry and position Austria as a technology leader in renewable energy and industrial innovation.

CO2-neutral gases and hydrogen are becoming increasingly important in industry and offer a promising alternative to fossil natural gas. Particularly green hydrogen, produced through electrolysis using renewable electricity, plays a central role in this context. The required infrastructure can also be used for flexibilisation and sector coupling. For providing high-temperature heat in industrial processes where direct electrification is not possible, CO2-neutral gases and hydrogen offer an effective solution to replace fossil natural gas.
Additional file 1 of SpliceAI-visual: a free online tool to improve SpliceAI splicing variant interpretation
Creators: name: de Sainte Agathe, Jean-Madeleine
name: Filser, Mathilde
name: Isidor, Bertrand
name: Besnard, Thomas
name: Gueguen, Paul
name: Perrin, Aurélien
name: Van Goethem, Charles
name: Verebi, Camille
name: Masingue, Marion
name: Rendu, John
name: Cossée, Mireille
name: Bergougnoux, Anne
name: Frobert, Laurent
name: Buratti, Julien
name: Lejeune, Élodie
name: Le Guern, Éric
name: Pasquier, Florence
name: Clot, Fabienne
name: Kalatzis, Vasiliki
name: Roux, Anne-Françoise
name: Cogné, Benjamin
name: Baux, David
Publisher: name: figshare
Year: 2024
Subjects: subject: Biochemistry
subject: Space Science
subject: Medicine
subject: Sociology
subject: FOS: Sociology
subject: Biological Sciences not elsewhere classified
subject: Information Systems not elsewhere classified
subject: Mental Health

description: Additional file 1. Supplementary Methods and Patients, contains: Patients clinical description, supplemental laboratory methods, Supplemental Figure 1, Supplemental Figure 2, Supplemental table 1.
IPS809103_French_and_Spanish_abstracts – Supplemental material for Social life and political trust in China: Searching for machers and schmoozers
Creators: name: Yinxuan Huang
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 160607 International Relations
subject: FOS: Political science

description: Supplemental material, IPS809103_French_and_Spanish_abstracts for Social life and political trust in China: Searching for machers and schmoozers by Yinxuan Huang in International Political Science Review
EO4EU Poster: Environmental plague monitoring: desert locust prediction with artificial intelligence and stochastic model
Creators: name: Grassi, Alessandro
name: Hoael, Maximilien
name: Bellotto, Kimani
name: Azami, Wassim
Publisher: name: Zenodo
Year: 2024

description: The Desert Locust is one of the most destructive insect species, posing a severe threat to food security in regions where agriculture is already fragile. Early action is essential to prevent locusts from reaching their final developmental stages, where they can form devastating swarms. Our model is designed to serve as an early warning system, offering the critical ability to predict future suitable ecosystems for these pests, allowing for timely and targeted intervention.

Model Overview

Our innovative approach combines a Recurrent Neural Network (RNN) with Maxent modeling, enabling it to analyze the temporal evolution of environmental variables and produce a probability of locust presence. The model is lightweight, efficient, and delivers fast inference results.

The input data used for the model are:

Soil water content (ERA5-Land)

Normalized Difference Vegetation Index (NDVI) from MODIS satellite data

Skin temperature (ERA5-Land)

Precipitation (ERA5-Land)

To capture the dynamic changes in locust-prone environments, the model processes a time series covering 50 days, with each time-step representing a five-day average. This setup allows the model to continuously track and analyze the evolving conditions that influence locust habitats.

Performance and Impact

The presented model is capable of generating high-probability forecasts, helping predict areas at risk of locust infestation. This information is valuable for governments, NGOs, and local communities to act early and mitigate the potentially devastating effects on agriculture and food security.

The participation in the EO4Africa Symposium has allowed us to showcase the promising capabilities of this model and its potential to transform pest monitoring and management in vulnerable regions.
NEFI Innovation Hub: Electrification and Energy Efficiency (Factsheet)
Creators: name: NEFI New Energy for Industry
name: Banasiak, David
name: Makoschitz, Markus
name: Fleckl, Thomas
name: Wilk, Veronika
Publisher: name: NEFI
Year: 2025
Subjects: NEFI
Innovation Network
Energy
Industry
New Energy for Industry
Climate and Energy Fund
Vorzeigeregion
Innovation Hub
Electrification
Energy Efficiency

description: The NEFI Innovation Hubs are specialised networks led by renowned research institutions. Their goal is to initiate high-impact research and innovation projects that support the transition to a climate-neutral industry and position Austria as a technology leader in renewable energy and industrial innovation.

Electrification and energy efficiency are key levers for industrial transformation. On the one hand, the direct use of electricity from renewable sources plays an important role, while on the other hand, the electrification of process heat supply is gaining significance, as advances in efficient energy conversion and storage are increasingly making this possible. The successful integration of electrification into the entire process landscape and the efficient use of energy and resources are crucial.
title: One Hundred and Seventh Commencement, Frostburg State University
title: Frostburg State University commencement
titleType: AlternativeTitle
Creators: name: Frostburg State University
Publisher: name: Maryland Shared Open Access Repository
Year: 1995
Subjects: subject: Frostburg State University
subject: Commencement ceremonies

description: Blank pages have been omitted.
description: Commencement program for December 16, 1995, which may include written corrections and annotations. While every effort is made to ensure accuracy in commencement programs, printing deadlines sometimes prevent inclusion of candidates' names or may result in the use of names of persons not completing graduation requirements.
NEFI Innovation Hub: Flexibility (Factsheet)
Creators: name: NEFI New Energy for Industry
name: Esterl, Tara
name: Pfleger-Schopf, Kerstin
Publisher: name: NEFI
Year: 2025
Subjects: NEFI
Innovation Network
Energy
Industry
New Energy for Industry
Climate and Energy Fund
Vorzeigeregion
Innovation Hub
Flexibility

description: The NEFI Innovation Hubs are specialised networks led by renowned research institutions. Their goal is to initiate high-impact research and innovation projects that support the transition to a climate-neutral industry and position Austria as a technology leader in renewable energy and industrial innovation.

Flexible technologies are crucial for industrial transformation. They promote renewable energy, store surplus energy, and release it when needed, making the energy supply more stable. Additionally, energy-intensive processes can be scheduled during times of high renewable generation, reducing fossil fuel use and smoothing peak loads, which lowers costs and makes systems more resilient.
A Nonoverlapping Domain Decomposition Method for Extreme Learning Machines: Elliptic Problems
Creators: name: Lee, Chang-Ock
name: Lee, Youngkyu
name: Ryoo, Byungeun
Publisher: name: arXiv
Year: 2024
Subjects: subject: Numerical Analysis (math.NA)
subject: Computational Engineering, Finance, and Science (cs.CE)
subject: Machine Learning (cs.LG)
subject: FOS: Mathematics
subject: FOS: Computer and information sciences
subject: 65N55 (Primary), 35J25, 68T07 (Secondary)

description: Extreme learning machine (ELM) is a methodology for solving partial differential equations (PDEs) using a single hidden layer feed-forward neural network. It presets the weight/bias coefficients in the hidden layer with random values, which remain fixed throughout the computation, and uses a linear least squares method for training the parameters of the output layer of the neural network. It is known to be much faster than Physics informed neural networks. However, classical ELM is still computationally expensive when a high level of representation is desired in the solution as this requires solving a large least squares system. In this paper, we propose a nonoverlapping domain decomposition method (DDM) for ELMs that not only reduces the training time of ELMs, but is also suitable for parallel computation. In numerical analysis, DDMs have been widely studied to reduce the time to obtain finite element solutions for elliptic PDEs through parallel computation. Among these approaches, nonoverlapping DDMs are attracting the most attention. Motivated by these methods, we introduce local neural networks, which are valid only at corresponding subdomains, and an auxiliary variable at the interface. We construct a system on the variable and the parameters of local neural networks. A Schur complement system on the interface can be derived by eliminating the parameters of the output layer. The auxiliary variable is then directly obtained by solving the reduced system after which the parameters for each local neural network are solved in parallel. A method for initializing the hidden layer parameters suitable for high approximation quality in large systems is also proposed. Numerical results that verify the acceleration performance of the proposed method with respect to the number of subdomains are presented.
description: 18 pages, 4 figures, 7 tables
Streamline Intelligent Crowd Monitoring with IoT Cloud Computing Middleware
Creators: name: Gazis, Alexandros
name: Katsiri, Eleftheria
Publisher: name: arXiv
Year: 2024
Subjects: subject: Distributed, Parallel, and Cluster Computing (cs.DC)
subject: FOS: Computer and information sciences
subject: K.6.3; C.5.2; C.5.3; C.5.5; C.5.m; C.5.0

description: This article introduces a novel middleware that utilizes cost-effective, low-power computing devices like Raspberry Pi to analyze data from wireless sensor networks (WSNs). It is designed for indoor settings like historical buildings and museums, tracking visitors and identifying points of interest. It serves as an evacuation aid by monitoring occupancy and gauging the popularity of specific areas, subjects, or art exhibitions. The middleware employs a basic form of the MapReduce algorithm to gather WSN data and distribute it across available computer nodes. Data collected by RFID sensors on visitor badges is stored on mini-computers placed in exhibition rooms and then transmitted to a remote database after a preset time frame. Utilizing MapReduce for data analysis and a leader election algorithm for fault tolerance, this middleware showcases its viability through metrics, demonstrating applications like swift prototyping and accurate validation of findings. Despite using simpler hardware, its performance matches resource-intensive methods involving audiovisual and AI techniques. This design's innovation lies in its fault-tolerant, distributed setup using budget-friendly, low-power devices rather than resource-heavy hardware or methods. Successfully tested at a historical building in Greece (M. Hatzidakis' residence), it is tailored for indoor spaces. This paper compares its algorithmic application layer with other implementations, highlighting its technical strengths and advantages. Particularly relevant in the wake of the COVID-19 pandemic and general monitoring middleware for indoor locations, this middleware holds promise in tracking visitor counts and overall building occupancy.
description: 23 pages, 7 figures, 4 tables
USJ872391_supplemental_material – Supplemental material for Private government, propertyrights and uncertain neighbourhood externalities: Evidence from gated communities
Creators: name: Turnbull, Geoffrey K
name: Zahirovic-Herbert, Velma
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 160299 Criminology not elsewhere classified
subject: FOS: Law
subject: Economics
subject: Geography
subject: 160607 International Relations
subject: FOS: Political science
subject: Sociology
subject: FOS: Sociology
subject: 120599 Urban and Regional Planning not elsewhere classified
subject: FOS: Social and economic geography

description: Supplemental material, USJ872391_supplemental_material for Private government, propertyrights and uncertain neighbourhood externalities: Evidence from gated communities by Geoffrey K Turnbull and Velma Zahirovic-Herbert in Urban Studies
JCB883751 Supplemetal Material - Supplemental material for Validation of diffuse correlation spectroscopy against 15O-water PET for regional cerebral blood flow measurement in neonatal piglets
Creators: name: Giovannella, Martina
name: Andresen, Bjørn
name: Andersen, Julie B
name: Sahla El-Mahdaoui
name: Contini, Davide
name: Spinelli, Lorenzo
name: Torricelli, Alessandro
name: Greisen, Gorm
name: Durduran, Turgut
name: Weigel, Udo M
name: Law, Ian
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 110305 Emergency Medicine
subject: FOS: Clinical medicine
subject: 110306 Endocrinology
subject: Medicine
subject: 110904 Neurology and Neuromuscular Diseases
subject: 110320 Radiology and Organ Imaging
subject: Cell Biology
subject: Biochemistry
subject: 69999 Biological Sciences not elsewhere classified
subject: FOS: Biological sciences
subject: Neuroscience

description: Supplemental material, JCB883751 Supplemetal Material for Validation of diffuse correlation spectroscopy against 15O-water PET for regional cerebral blood flow measurement in neonatal piglets by Martina Giovannella, Bjørn Andresen, Julie B Andersen, Sahla El-Mahdaoui, Davide Contini, Lorenzo Spinelli, Alessandro Torricelli, Gorm Greisen, Turgut Durduran, Udo M Weigel and Ian Law in Journal of Cerebral Blood Flow & Metabolism
Additional file 1 of The Michigan Genetic Hereditary Testing (MiGHT) study’s innovative approaches to promote uptake of clinical genetic testing among cancer patients: a study protocol for a 3-arm randomized controlled trial
Creators: name: Gerido, Lynette Hammond
name: Griggs, Jennifer J.
name: Resnicow, Ken
name: Kidwell, Kelley M.
name: Delacroix, Emerson
name: Austin, Sarah
name: Hanson, Erika N.
name: Bacon, Elizabeth
name: Koeppe, Erika
name: Goodall, Stefanie
name: Demerath, Matthew
name: Rizzo, Elizabeth A.
name: Weiner, Shayna
name: Hawley, Sarah T.
name: Uhlmann, Wendy R.
name: Roberts, J. Scott
name: Stoffel, Elena M.
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Genetics
subject: FOS: Biological sciences
subject: Neuroscience
subject: Pharmacology
subject: Cancer
subject: Science Policy
subject: Mental Health
subject: Computational Biology

description: Additional file 1.
Supplemental Material, sol_arthritis_acknowledgements_and_funding - Prescription Opioid Use Among Hispanics/Latinos With Arthritis Symptoms: Results From the Hispanic Community Health Study/Study of Latinos
Creators: name: Perez, Hector R.
name: Starrels, Joanna L.
name: Gonzalez, Sara
name: Vidot, Denise C.
name: Hua, Simin
name: Strizich, Garrett M.
name: Donglin Zeng
name: Daviglus, Martha
name: Gellman, Marc D.
name: Kaplan, Robert C.
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 111099 Nursing not elsewhere classified
subject: FOS: Health sciences
subject: 111799 Public Health and Health Services not elsewhere classified

description: Supplemental Material, sol_arthritis_acknowledgements_and_funding for Prescription Opioid Use Among Hispanics/Latinos With Arthritis Symptoms: Results From the Hispanic Community Health Study/Study of Latinos by Hector R. Perez, Joanna L. Starrels, Sara Gonzalez, Denise C. Vidot, Simin Hua, Garrett M. Strizich, Donglin Zeng, Martha Daviglus, Marc D. Gellman and Robert C. Kaplan in Hispanic Health Care International
title: Bilateral choroidal detachment with recurrent posterior scleritis secondary to sarcoidosis
Creators: name: Sultan, Bazlah
Publisher: name: EURORAD
Year: 2025
Subjects: subject: Head & neck imaging
subject: Eyes
subject: Lung
subject: CT
subject: MR
subject: Ultrasound
subject: Contrast agent-intravenous
subject: Inflammation
subject: Clinical Case

description: Clinical History: A 75-year-old female presented with a four-day history of sudden onset frontal headache, vomiting, ophthalmalgia, photophobia and blurred vision. Her past medical history included migraines, right-sided phacoemulsion and an intraocular lens implant six years ago. Fundoscopy demonstrated choroidal folds and effusions. Laboratory blood workup revealed only elevated serum ACE levels.

description: 75 years, female
Liouville theorems and universal estimates for superlinear elliptic problems without scale invariance
Creators: name: Quittner, Pavol
name: Souplet, Philippe
Publisher: name: arXiv
Year: 2024
Subjects: subject: Analysis of PDEs (math.AP)
subject: FOS: Mathematics
subject: Primary: 35J60, 35J47. Secondary: 35B45, 35B40, 35B53

description: We give applications of known and new Liouville type theorems to universal singularity and decay estimates for non scale invariant elliptic problems, including Lane-Emden and Schrödinger type systems. This applies to various classes of nonlinearities with regular variation and possibly different behaviors at $0$ and $\infty$. To this end, we adapt the method from [72] to elliptic systems, which relies on a generalized rescaling technique and on doubling arguments from [55].
 This is in particular facilitated by new Liouville type theorems in the whole space and in a half-space, for elliptic problems without scale invariance, that we obtain. Our results apply to some non-cooperative systems, for which maximum principle based techniques such as moving planes do not apply. To prove these Liouville type theorems, we employ two methods, respectively based on Pohozaev-type identities combined with functional inequalities on the unit sphere, and on reduction to a scalar equation by proportionality of components.
 In turn we will survey the existing methods for proving Liouville-type theorems for superlinear elliptic equations and systems, and list some of the typical existing results for (Sobolev subcritical) systems.
 In the case of scalar equations, we also revisit the classical Gidas-Spruck integral Bernstein method, providing some improvements which turn out to be efficient for certain nonlinearities, and we next compare the performances of various methods on a benchmark example.
description: 56 pages, minor changes (Remark 7.1(ii) added, a few typos corrected)
The ULLYSES/PENELLOPE  view on accretion and disk properties in nearby star forming regions
Creators: name: Manara, Carlo Felice
Publisher: name: Zenodo
Year: 2025

description: A large fraction of the HST/ULLYSES program was devoted to the study of low-mass T-Tauri young stellar objects. The community working in this field has joint forces since the beginning of the ULLYSES program to exploit the wealth of scientific data available from this HST program. In this talk I will review the efforts done as a community, as part of the ODYSSEUS collaboration, and of the complementary programs that have been carried out with other ground-based and space-based observatories, such as the Large Program PENELLOPE carried out with the ESO Very Large Telescope (VLT), to complement the HST data with additional broad wavelength-coverage and higher resolution spectra. I will outline the science goals and some of the scientific results on accretion, winds and disk evolution and the plans for the further data exploitation in the years to come.
Improving Discharge Follow-up Post-Hospitalization for Mental Health or Substance Use at a Certified Community Behavioral Health Center (CCBHC)
Creators: name: Reis, Samantha
Publisher: name: Oregon Health and Science University
Year: 2025
Subjects: subject: Community Mental Health Centers
subject: Oregon
subject: certified community behavioral health center
subject: discharge follow-up
subject: psychiatric hospitalization

description: This is a DNP project submitted in fulfillment of degree requirements for the doctorate of nursing practice degree. This project examines improving outpatient follow-up rates for patients recently discharged from psychiatric hospitalization at a CCBHC.
Identifying Factors Affecting The Relationships Between Tax Officials and Taxpayers in Kenema City
Creators: name: Mrs Monica Lansana Deen, Joseph Gbondo Theophilus Gando, Eric Komba Foyoh Mani
Publisher: name: Zenodo
Year: 2024

description: In Sierra Leone Kenema to be particular, tax officials have to go to the field for tax collection because most taxpayers fail to do so. This is unlike the developed countries where most of these are done online and therefore both tax officials and taxpayers rarely see each other with respect to tax matters. Taxation is very important in the development of every nation in the world. According to Oboh (2012), the concept of taxation has been a concern of global significance as it affects every economy irrespective of national differences. According to Allingham and Sandmo (1972), tax revenues are one of (if not the) main income source for many governments throughout the world. Few matters are as important as the taxes people pay to their government as taxation is considered the most efficient and effective means of raising revenue for both central and local governments. Importantly, taxation is the avenue through which citizens are most intimately connected to the state and can be an important catalyst for public demands for responsiveness and accountability (Prichard, 2009). The aim of this study is to identify the factors affecting the relationship between tax officials and taxpayers in Kenema City, this validates the popular opinion that positive attitude of tax officials encourages voluntary compliance which eventually promotes a good relationship with taxpayers. Taxpayer respondents were selected using proportional allocation method of random sampling from each of the trading areas (Big Market, Fisheries market, Gbomgbotor Market and How for Do market) to give a total sample size of 250 out of the 3200 taxpayers in the four trading areas. (148) (59%) respondents were selected from Big Market, (40) (16%) from Fisheries market, (38) (15%) from Gbomgbotor and (24) (10%) from How for Do market. In all, the study has it that most of the taxpayers are of the perception that, the relationship between the tax officials and them is a positive one. This study answers the major research question which was to find out taxpayers’ perception of their relationship with tax officials. Finally, it is recommended that a positive attitude be shown by tax officials in their dealing with taxpayers. The positive attitude exhibited by tax officials is likely to shape the perception of taxpayers about them and better enhance their relationship. The study has revealed how the positive attitudes of patience, politely and professionalism contributed to ensuring a positive relationship between the officials and taxpayers.
sj-pdf-1-jte-10.1177_0022487119886294 – Supplemental material for What Do Surveys of Program Completers Tell Us About Teacher Preparation Quality?
Creators: name: Bastian, Kevin C.
name: Sun, Min
name: Lynn, Heather
Publisher: name: SAGE Journals
Year: 2023
Subjects: Education

description: Supplemental material, sj-pdf-1-jte-10.1177_0022487119886294 for What Do Surveys of Program Completers Tell Us About Teacher Preparation Quality? by Kevin C. Bastian, Min Sun and Heather Lynn in Journal of Teacher Education
PVRGS_Supplemental_Online_Appendix – Supplemental material for What Do Surveys of Program Completers Tell Us About Teacher Preparation Quality?
Creators: name: Bastian, Kevin C.
name: Sun, Min
name: Lynn, Heather
Publisher: name: SAGE Journals
Year: 2019
Subjects: Education

description: Supplemental material, PVRGS_Supplemental_Online_Appendix for What Do Surveys of Program Completers Tell Us About Teacher Preparation Quality? by Kevin C. Bastian, Min Sun and Heather Lynn in Journal of Teacher Education
online_appendix – Supplemental material for Do (Australian) jockeys have hot hands?
Creators: name: Wrathall, Robert
name: Falvey, Rod
name: Gulasekaran Rajaguru
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 150310 Organisation and Management Theory
subject: FOS: Economics and business

description: Supplemental material, online_appendix for Do (Australian) jockeys have hot hands? by Robert Wrathall, Rod Falvey and Gulasekaran Rajaguru in Australian Journal of Management
EPB882730 Supplemetal Material3 - Supplemental material for Biotic analogies for self-organising cities
Creators: name: Narraway, Claire L
name: Davis, Oliver SP
name: Lowell, Sally
name: Lythgoe, Katrina A
name: J Scott Turner
name: Marshall, Stephen
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: Geography
subject: 120599 Urban and Regional Planning not elsewhere classified
subject: FOS: Social and economic geography

description: Supplemental material, EPB882730 Supplemetal Material3 for Biotic analogies for self-organising cities by Claire L Narraway, Oliver SP Davis, Sally Lowell, Katrina A Lythgoe, J Scott Turner and Stephen Marshall in Environment and Planning B: Urban Analytics and City Science
BJO879019 Supplemetal Material1 - Supplemental material for The effectiveness of spinal cord injury ADL inpatient education on rehabilitation outcomes: A systematic review and meta-analysis
Creators: name: Mostafa, Moussa Abu
name: Plastow, Nicola Ann
name: Maggi Savin-Baden
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 111708 Health and Community Services
subject: FOS: Health sciences
subject: 110314 Orthopaedics
subject: FOS: Clinical medicine
subject: 110604 Sports Medicine
subject: 111702 Aged Health Care

description: Supplemental material, BJO879019 Supplemetal Material1 for The effectiveness of spinal cord injury ADL inpatient education on rehabilitation outcomes: A systematic review and meta-analysis by Moussa Abu Mostafa, Nicola Ann Plastow and Maggi Savin-Baden in British Journal of Occupational Therapy