Find research datasets worth reusing

opencc-by-4.0Mar 2023View details →

Developing a Physics-informed Deep Learning Model to Simulate Runoff Response to Climate Change in Alpine Catchments

This data archive includes the source code of EXP-HYDRO, standard DL, hybrid-J, and hybrid-Z models, as well as simulated daily runoff (mm/d) of all five models in the paper at the three subbasins in the source region of the Yellow River. For more details please see the publication. Please cite the paper as follows: Zhong, L., Lei, H., & Gao, B. (2023). Developing a physics-informed deep learning model to simulate runoff response to climate change in Alpine catchments. Water Resources Research, 59, e2022WR034118. https://doi. org/10.1029/2022WR034118

opencc-by-4.0Jun 2023View details →

Conversation in forums: How software forum posts discuss potential development insights

User feedback on software usage is utilised by developers to improve their software, and software product forums are platforms rich in software-related user feedback. However, previous studies have mainly focused on analysing forum user feedback as individual sentences, which can lead to missing insights and a lacking understanding of the overall context of forum posts. This work examines software forum user feedback in forum posts to investigate the differences between sentence and post-level content analysis. We manually evaluated software forum posts collected from two open-sourced software forums and discovered five new types of user feedback that can only be identified in the post-level analysis. Additionally, we examined the association between sentence classifications found within software forums. Our results indicate that contextual information complimenting product improvement insights can be found in software forums. This information can be used to reduce the manual effort required to chase up missing contextual information when working through an issue. We also provide insights into the progression of posts in software product forums at the thread level. Our findings reveal the importance of looking at forum-based user feedback at a post level to identify new insights on user feedback for software improvements.   The file contains the post-level classification dataset created from this study as well as our coding guideline used for the process.

opencc-by-4.0Mar 2023View details →

Managing Human Factors in Automated Vehicle Development: Towards Challenges and Practices

This data set complements our publication with the title: "Managing Human Factors in Automated Vehicle Development: Towards Challenges and Practices" to appear in Proceedings of IEEE 31st International Requirements Engineering Conference (RE'23), Hannover, Germany, 2023  To support our research, we are providing two files: a) Interview Guide b) Overview of Themes Please note that the themes mentioned in the theme file are not directly relevant to this specific paper. They relate to another study conducted using the same dataset. We have included these themes to demonstrate that the dataset was used for two separate papers, each examining different aspects.

openJun 2023View details →

Dataset on "Argument maps as a proxy for critical thinking development: A Lab for undergraduate students"

Argumentative skills are crucial for any individual at the personal and professional levels. In recent decades, there has been an increasing concern about the weak undergraduates' skills and considerable difficulty in reworking and expressing one's own reflection on a topic. In turn, this has implications for being a critical thinker, able to express an original point of view. Tailored interventions in Higher Education could constitute a powerful approach to promote argumentative skills and extend these skills to professional and personal life. In this regard, argument maps (AM) could prove to be a valuable support to the visualization process of arguments. They don’t just create associations between concepts, but trace the logical relationships between different statements, allowing you to track the reasoning chain and understand it better. We conducted an experimental study to investigate how a path with AM could support students in increasing the level of text comprehension (CoT) competence, in terms of identifying the elements of an argumentative text, and critical thinking (CT), in terms of reconstructing meaning and building their own reflection.  Our preliminary descriptive analysis suggested the positivity of the role of AM in increasing students’ CoT and CT proficiency levels   This Zenodo record follows the full analysis process with R (https://cran.r-project.org/bin/windows/base/ ) composed of the following datasets and script: 1. Comprehension of Text and AMs Results - ExpAM.xlsx 2. Critical Thinking Results - CriThink.xlsx 3. Argumentative skills in Forum - ExpForum.xlsx 4. Selfassessment Results - Dataset_Quest.xlsx 5. Data for Correlation and Regression - Dataset_CorRegr.xlsx 6. Descriptive Statistics - Preliminary Analysis.R 7. Inferential Statistics - Correlation and Regression.R   Any comments or improvements are welcome!

Analysis datasets for NEMO_validation workflow Byrne et al 2023 GMD. "Using the COAsT Python package to develop a standardised validation workflow for ocean physics models"

Analysis datasets in support of Byrne et al. (2023) "Using the COAsT Python package to develop a standardised validation workflow for ocean physics models", Geoscientific Model Development.   The datasets are from a comparative analysis of two versions of the European shelf sea AMM15 (Atlantic Margin Model at 1.5km horizontal resolution) configuration. These are NEMO ocean model configurations with different code base versions. The configurations are CO7, which is based on NEMOv3.6, and CO9p0 (also referred to as P0.0), which is based on NEMOv4.0.4.

On the Helpfulness of Answering Developer Questions on Discord with Similar Conversations and Posts from the Past

Replication Package for "On the Helpfulness of Answering Developer Questions on Discord with Similar Conversations and Posts from the Past".

Dataset for "The causal role of vision in the development of spatial coordinates: Evidence from visually impaired children."

Datasets for the paper "The development of allocentric spatial frame in the auditory system":

opencc-byJul 2023View details →

Genome-Wide Association Studies meta-analysis uncovers NOJO and SGS3 novel genes involved in Arabidopsis thaliana primary root development and plasticity

Postembryonic primary root growth relies on meristems that harbour multipotent stem cells that produce new cells that will duplicate and provide all the different root cell types. Arabidopsis thaliana primary root growth has become a model for evo-devo studies due to its simplicity and facility to record cell proliferation and differentiation. To identify new genetic components relevant to primary root growth, we used a Genome-Wide Association Studies (GWAS) meta-analysis approach using data published in the last decade. In this work, we performed intra and inter-studies analyses to discover new genetic components that could participate in primary root growth. We used 639 accessions from nine different studies and performed different GWAS tests ranging from single studies and pairwise analysis with high correlation associations, analyzing the same number of accessions in different studies to using the daily data of the root growth kinetic of the same research. We found that primary root growth changes were associated with 41 genomic loci, of which six (14.6%) have been previously described as inhibitors or promoters of primary root growth. The knockdown of genes associated with two of these loci: a gene that participates in Trans-acting siRNAs (tasiRNAs) processing Suppressor of Gene Silencing (SGS3) and a gene with a Sterile Alpha Motif (SAM) confirmed their participation as repressors of primary root growth. As none has been shown to participate in this developmental process before, our GWAS analysis identified new genes that participate in primary root growth. Overall, our findings provide novel insights into the genomic basis of root development and further demonstrate the usefulness of GWAS meta-analyses in non-human species.

Data repository for "Navigating trade-offs and sustainable development pathways in the Andean water-energy-food-ecosystem nexus"

Data and code supporting the research article: Navigating trade-offs and sustainable development pathways in the Andean water-energy-food-ecosystem nexus.

Developing and Study of on-line Biotoxicity Sensing and Control Unit for Wastewater Treatment, based on a Cell Viability Monitoring Assay

The quality of industrial, municipal or hospital waters varies greatly throughout the days and seasons. Because usually one of the first steps of water treatment plants (WWTPs) is biological treatment (after mechanical cleaning) it is vital that this step operates at full capacity. However, toxic compounds such as antibiotics, which are in use for human consumption or animal agriculture can greatly disrupt this stage of cleaning due to their antibiological nature of operation. Technion has developed a system in which toxicity to bacteria is measured on-line. It is based on following spectral changes in a dye, which is reduced as part of bacterial metabolism, which depends on the level of toxicity. The measured toxicity values are fed to a PID controller, which controls the operation of an AOP reactor. This system was developed as part of "Project O", a H2020 program of the European Commission.

opencc-by-4.0Aug 2023View details →

Timelapse video of development of Lymnaea stagnalis

A time-lapse video showcasing the entire development of a Lymnaea stagnalis embryo.

FIGURE 29 Aponychus firmainae. A in Redescription of three species of Aponychus from China with ontogenetic development and morphological variations of A. corpuzae (Acariformes: Tetranychidae)

FIGURE 29 Aponychus firmainae. A, female, palp, lateral-ventral view; B, male, palp, lateral-dorsal view; C, female, peritreme; D, male, peritreme, E–G, aedeagus.

FIGURE 25 in Redescription of three species of Aponychus from China with ontogenetic development and morphological variations of A. corpuzae (Acariformes: Tetranychidae)

FIGURE 25. Aponychus corpuzae. Photographs. Showing striae on dorsum. A, propodosoma. larva; B, propodosoma, protonymph; C, hysterosoma (anterior part), protonymph; D, propodosoma, deutonymph; E, hysterosoma (anterior part), deutonymph; F, opisthosoma deutonymph.

FIGURE 26. Aponychus corpuzae. A in Redescription of three species of Aponychus from China with ontogenetic development and morphological variations of A. corpuzae (Acariformes: Tetranychidae)

FIGURE 26. Aponychus corpuzae. A, dorsum, larva; B, opisthosoma, protonymph; C, opisthosoma, deutonymph; D, caudal, female.

FIGURE 13 in Revision of Neotrichobia Tuttle & Baker (Acari, Tetranychidae) with ontogenetic development and redescription of N. arizonensis

FIGURE 13. Neotrichobia arizonensis Tuttle & Baker, deutonymph, A, palp; B, palp tibiae and tarsus; C palp tarsus ventral view.

FIGURE 10 in Revision of Neotrichobia Tuttle & Baker (Acari, Tetranychidae) with ontogenetic development and redescription of N. arizonensis

FIGURE 10. Neotrichobia arizonensis Tuttle & Baker, male, aedeagus, A, paratype, ex. Aristida adscensionis; B, ex. Boerhaavia sp.; C–E, ex. Allionia incarnata; F, ex. Tidestromia lanuginose.

FIGURE 8 in Revision of Neotrichobia Tuttle & Baker (Acari, Tetranychidae) with ontogenetic development and redescription of N. arizonensis

FIGURE 8. Neotrichobia arizonensis Tuttle & Baker, male, claws and empodium A–D, leg I–IV, ex. Boerhaavia sp.; E-H, ex. Aristida adscensionis.

FIGURE 3 in Revision of Neotrichobia Tuttle & Baker (Acari, Tetranychidae) with ontogenetic development and redescription of N. arizonensis

FIGURE 3. Neotrichobia arizonensis Tuttle & Baker, female, A, gnathosoma, dorsal view; B, palp tibiae and tarsus; C, peritreme, D, spermatheca.

FIGURE 7 in Revision of Neotrichobia Tuttle & Baker (Acari, Tetranychidae) with ontogenetic development and redescription of N. arizonensis

FIGURE 7. Neotrichobia arizonensis Tuttle & Baker, male, A, gnathosoma, dorsal view; B, stylophore and chelicerae; C, peritreme; D, palp tibiae and tarsus; E palp tarsus ventral view.

FIGURE 4 in Revision of Neotrichobia Tuttle & Baker (Acari, Tetranychidae) with ontogenetic development and redescription of N. arizonensis

FIGURE 4. Neotrichobia arizonensis Tuttle & Baker, female, legs, A, trochanter, femur and genu of leg I, B, tibia and tarsus of leg I; C, leg II; D, leg III, E, leg IV.