Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
47,155
datasets available to search
ShareScore release 0.9.0
Dataset results
47,155 results for “evaluations”
Data from Evaluating the impact of climate communication activities by scientists: what is known and necessary?
<p>This dataset contains three text files in RIS format and two pdf files. They represent the analysis for "Evaluating the impact of climate communication activities by scientists: what is known and necessary?" (https://doi.org/10.5194/gc-7-91-2024). </p> <p>There are three stages</p> <ol> <li>The initial search: <ul> <li> <p>The <em>Literature search PE on CC.pdf</em> file provides the initial search terms</p> </li> <li> <p>The <em>Search PE on CC 'Outreach added'.pdf</em> file expands that initial search to include outreach</p> </li> <li>The <em>Initial search (outreach included).ris</em> file contains references to all 819 articles included in the initial search</li> </ul> </li> <li>Excluded first round (based on title and abstract) <ul> <li>The <em>Excluded first round.ris</em> file contains references to all 755 articles excluded in the first round</li> </ul> </li> <li>Included papers <ul> <li>The <em>Included papers.ris </em>file contains references to all 7 articles that were included in the final analysis</li> </ul> </li> </ol>
Evaluation Results of English / Japanese LLMs Using Swallow-Evaluation ver.202407
<h1>Evaluation Results of English / Japanese LLMs Using Swallow-Evaluation ver.202407</h1> <p>This dataset is the source material of our observational analysis paper, "Significance and Effectiveness of Training LLM with Japanese Texts [Saito+, 2024]." It includes the evaluation results of 35 LLMs on 19 Japanese and English tasks, using <a href="https://github.com/swallow-llm/swallow-evaluation">Swallow-evaluation</a> ver.202407.</p> <p>As part of the Swallow project at <a href="https://www.titech.ac.jp/english">Tokyo Institute of Technology</a>, this dataset was developed to enable rigorous and comprehensive comparison of Japanese and English LLMs developed in Japan and worldwide.</p> <h2>Details</h2> <h3>Tasks</h3> <p>Evaluation experiments are conducted on LLMs using 10 datasets for Japanese language understanding and generation tasks, and 9 datasets for English language understanding and generation tasks. All evaluation scores are normalized within a range from 0 (lowest) to 1 (highest). Refer to the reference [Saito+, 2024] for the complete list of evaluation tasks and datasets, evaluation metrics, and task configurations.</p> <h3>Environment</h3> <p>The evaluaitons were primarily conducted on A100 nodes (AIST), using Python as the programming language.</p> <h3>Limitation</h3> <p>While efforts were made to evaluate under fair conditions, considering the unique specifications of each LLM (such as tokenization and system prompts), minor differences in evaluation specifics (like prompt formatting and dependence on eval. environment) may cause task evaluation scores to change independently of the LLM’s performance.</p> <h2>Reference</h2> <p>```<br>@techreport{<br> weko_238505_1,<br> author = "齋藤,幸史郎 and 水木,栄 and 大井,聖也 and 中村,泰士 and 塩谷,泰平 and 前田,航希 and Youmi,Ma and 服部,翔 and 藤井,一喜 and 岡本,拓己 and 石田,茂樹 and 高村,大也 and 横田,理央 and 岡崎,直観",<br> title = "LLMに日本語テキストを学習させる意義",<br> booktitle = "研究報告自然言語処理(NL)",<br> pages = "1--15",<br> year = "2024",<br> institution = "東京工業大学, 東京工業大学/産業技術総合研究所, 東京工業大学, 東京工業大学, 東京工業大学, 東京工業大学, 東京工業大学, 東京工業大学, 東京工業大学, 東京工業大学, 東京工業大学, 産業技術総合研究所, 東京工業大学, 東京工業大学",<br> number = "12",<br> month = "aug" <br>}<br>```</p> <h2>License</h2> <p>This dataset is licensed under a <a href="http://creativecommons.org/licenses/by-sa/4.0/" rel="nofollow">Creative Commons Attribution-ShareAlike 4.0 International License</a>.</p> <h2>Creators</h2> <p>Swallow LLM (<a href="https://github.com/swallow-llm">GitHub</a>, <a href="https://swallow-llm.github.io/index.en.html">Official Web Page</a>)</p>
The dataset of "Evaluation of Digital Supply Chain Technology's Impact on Sustainability Under the Moderate Effect of Supply Chain Dynamism: An Empirical Research in the Chinese Energy Supply Chain"
<p>This dataset involves the data from the questionnaire, which come from the project "Evaluation of Digital Supply Chain Technology’s Impact on Sustainability Under the Moderate Effect of Supply Chain Dynamism: An Empirical Research in the Chinese Energy Supply Chain". It comprises three dimensions questions, technology, sustainability and supply chain dynamism. The datas come from two Chinese energy firms, <span>China Resources Power Zhejiang Company and Hunan HuaDian Changsha Electric Co., Ltd.</span></p>
BioValue´s Sensory Evaluation Workshop of Novel Processed Foods
<p>The Workshop for the sensory evaluation of novel processed foods was organised with great success in May 2023 at CIHEAM MAICh. Nine newly developed novel processed foods containing at least one of the underutilized selected crops, i.e., Lens culinaris, Lathyrus spp., Fagopyron spp., Tomato ideotypes, Eggplant landraces, Cucumis melo var. flexuosus and Sonchus oleraceus, were prepared in the experimental kitchen of MAICh. A group of about 30 tasters consisting of professionals, i.e., nutritionists, food chemists, doctors, chefs, as well as consumers from a range of societal groups participated in the sensory evaluation process that included blind-tasting and filling in a specific questionnaire prepared for the evaluation of the appearance, aroma, taste, and texture of the new products. For the selection of the participants, gender equality and age variation were taken into consideration. In accordance with the feedback obtained from this evaluation, the improvement of the recipe design will be discussed. The BioValue team of CIHEAM MAICh would like to thank all the participants for their time and willingness to take part in this workshop.</p>
Definition of the terms verification, validation, evaluation and benchmarking for use in the climate model context
<p>Schematic definition of the terms Verification, Validation, Evaluation and Benchmarking for use in the climate model context. Note that although through benchmarking some kind of ranking can be performed based on the chosen metric and selected observations, this is by far not a generally applicable ranking valid for all metrics, all realms and all possible observational references.</p>
Different schemes that are most commonly used for the evaluation and benchmarking of climate models.
<p>Different schemes that are most commonly used for the evaluation and benchmarking of climate models. Most of the schemes can be applied to different realms (e.g. atmosphere, ocean, land...), and each scheme can include more than one diagnostic or metric. Scheme 1 only includes the portrait plot as metric which is very versatile in its application across different domains, analysed variables and number of included observations or time periods. Scheme 2 represents all diagnostics that are based on analyses of biases and variabilities. Scheme 3 includes all diagnostics that focus on spatial analyses, e.g. spatial correlations or physical connections between neighboring regions/realms. Scheme 4 includes any budget assessments. These diagnostics are commonly applied globally, but can also be applied regionally if boundary conditions and fluxes across boundaries are clearly defined. Scheme 5 represents all other statistical approaches for model evaluation, e.g. the analyses of distributions. Scheme 6 finally includes all diagnostics that aim for describing Earth System and its interconnections and changes as a whole, e.g. emergent constraints or equilibrium climate sensitivity (ECS).</p>
Appendix A1 for The olivine-spinel-aSiO2(melt) (OSaS) oxybarometer: A new method for evaluating magmatic oxygen fugacity in olivine-phyric basalts
<p>This repository item contains the code, inputs and benchmarking files for "The olivine-spinel-aSiO2(melt) (OSaS) oxybarometer: A new method for evaluating magmatic oxygen fugacity in olivine-phyric basalts" by Bell, Waters and Ghiorso (2024) in American Mineralogist.</p>
Software Sustainability Evaluation Data
<p>The dataset contains the examples used for evaluation in our journal paper "Software Sustainability using MDE"</p>
Data for the publication "Evaluation of climatic impacts of ice nucleating particles through precipitation process with a GCM"
<p>These data are a set of annual-mean values for 5yr simulations using the MIROC6-SPRINTARS global aerosol-climate model with different treatments of precipitation (i.e., diagnostic and prognostic). The outputs include diagnostics from the satellite simulator COSP2.<br>The data are used in the manuscript entitled "Evaluation of climatic impacts of ice nucleating particles through precipitation process with a GCM". All data used in this study are available from the corresponding author upon request.</p>
The Spatial Justice Benchmarking Tool: Evaluation Board
<p>This resource is the printable version of the Spatial Justice Benchmarking Tool evaluation board.</p> <p>The Spatial Justice Benchmarking Tool (SJBT) is a qualitative evaluation tool designed to measure the application of justice considerations in urban governance and planning of a city or region, assisting evaluation and reflection. It defines "levels of justice", from "Low" to "Embedded", by assigning a score of the attainment of what is being assessed against the highlighted components of the Spatial Justice Conceptual Model. </p> <p>The tool serves to spark discussion and reflection based on Spatial Justice considerations. Using this lens, it is possible to pay greater attention to aspects that redistribute benefits and burdens, engage people and be more responsive in policy and decision-making processes, and recognise the needs and aspirations of disadvantaged individuals, groups, and communities.</p>
NEOntometrics - Evaluation Dataset
<p>This is the dataset for the evaluation of the NEOntometrics application (cf. http://neontometrics.com/ and https://github.com/achiminator/NEOntometrics).</p> <p>The Evidence_Evaluation.ipynb and data.csv is the dataset for the evaluation in section 4. The two other files contain the evaluation of computational performance of section 5.3.</p>
Evaluation of the metamodel
<p>The questionnaire used is provided in the original paper: Enhancing Smart Forestry through AI-Driven Knowledge Management: A Synergistic Approach to Efficiency and Sustainability to be published in Journal of Sustainable Forestry.</p> <p><em>All values were translated from Lithuanian language and free form expressions were standardized to ensure consistent semantic interpretation.</em></p> <p> </p> <p>Variables</p> <pre><code><span>Role</span><span>:</span> <span>Years of Experience</span><span>:</span> <span>Organization Type</span><span>:</span> <span>Used KM Metamodel</span><span>:</span> <span>Ease of Use</span><span>:</span> <span>Relevance to Forestry Tasks</span><span>:</span> <span>Knowledge Retrieval Efficiency</span><span>:</span> <span>Decision Support Effectiveness</span><span>:</span> <span>Overall Satisfaction</span><span>:</span> <span>Specific Benefits</span><span>:</span> <span>Knowledge Base Improved Decision-Making</span><span>:</span> <span>Specific Instance of Decision-Making</span><span>:</span> <span>Suggestions for Improvement</span><span>:</span> <span>Additional Features Desired</span><span>:</span> <span>Enhanced Knowledge Sharing</span><span>:</span> <span>Improved Data Management</span><span>:</span> <span>Contributed to Sustainable Forestry</span><span>:</span> <span>Would Recommend to Others</span><span>:</span> <span>Additional Comments</span><span>:</span></code></pre>
Data from: Evaluating consumptive and nonconsumptive predator effects on prey density using field times series data
Determining the degree to which predation affects prey abundance in natural communities constitutes a key goal of ecological research. Predators can affect prey through both consumptive effects (CEs) and nonconsumptive effects (NCEs), although the contributions of each mechanism to the density of prey populations remain largely hypothetical in most systems. Common statistical methods applied to time series data cannot elucidate the mechanisms responsible for hypothesized predator effects on prey density (e.g., differentiate CEs from NCEs), nor provide parameters for predictive models. State space models (SSMs) applied to time series data offer a way to meet these goals. Here, we employ SSMs to assess effects of an invasive predatory zooplankter, Bythotrephes longimanus, on an important prey species, Daphnia mendotae, in Lake Michigan. We fit mechanistic models in a SSM framework to seasonal time series (1994-2012) using a recently developed, maximum likelihood-based optimization method, iterated filtering, which can overcome challenges in ecological data (e.g. nonlinearities, measurement error, and irregular sampling intervals). Our results indicate that B. longimanus strongly influences D. mendotae dynamics, with mean annual peak densities of B. longimanus observed in Lake Michigan estimated to cause a 61% reduction in D. mendotae population growth rate and a 59% reduction in peak biomass density. Further, the mechanism underlying the B. longimanus effect is most consistent with an NCE via reduced birth rates. The SSM approach also provided estimates for key biological parameters (e.g., demographic rates) and the contribution of dynamic stochasticity and measurement error. Our study therefore highlights the utility of SSMs to enhance inference for species interactions from time series data. In particular, our findings provide evidence derived directly from survey data that the invasive zooplankter B. longimanus is affecting zooplankton demographics and offer parameter estimates needed to inform predictive models that explore the effect of B. longimanus under different scenarios such as climate change.
Data from: Optimization and characterization of PLGA nanoparticles loaded with Astaxanthin and evaluation of anti-photodamage effect in vitro
<p><span><span>Astaxanthin is a xanthophyll carotenoid with </span><span>high</span><span> beneficial biological activities, such as antioxidant function and scavenging oxygen free radicals, but its application is limited because of poor water solubility and low bioavailability. Here, we prepared and optimized poly (lactic-co-glycolic acid) (PLGA) nanoparticles loaded with astaxanthin using the emulsion solvent evaporation technique and investigated the anti-photodamage effect in Ha</span><span>C</span><span>a</span><span>T</span><span> cells. The four-factor three-stage Box-Behnken design was used to optimize the nanoparticle formulation. The experimental determination of the optimal nanoparticle size was 154.4 ± 0.35 nm, the zeta potential was 22.07 ± 0.93 mV, encapsulation efficiency was 96.42 ± 0.73%, and drug loading capacity was 7.19 ± 0.12%. The physicochemical properties of the optimized nanoparticles were characterized by dynamic light scattering, SEM, TEM, FTIR, XRD, DSC, and TGA. <i>In vitro</i> study exhibited the excellent cell viability and cellular uptake of optimized nanoparticle on Ha</span><span>C</span><span>a</span><span>T</span><span> cells. The anti-photodamage studies (cytotoxicity assay, ROS content, and JC-1 assessment) demonstrated that the optimized nanoparticles were more effective and safer than pure astaxanthin in Ha</span><span>C</span><span>a</span><span>T</span><span> cells. These results suggest that our PLGA-coated astaxanthin nanoparticles synthesis method was highly feasible, and can be used in cosmetics or the treatment of skin diseases.</span></span></p>
Dancing bees evaluate central urban forage resources as superior to agricultural land
<p class="ColorfulList-Accent11CxSpFirst">Recent evidence suggests that flower-rich areas within cities could play an important role in pollinator conservation, but direct comparison of floral resources within agricultural and urban areas has proved challenging to perform over large scales.</p> <p class="ColorfulList-Accent11CxSpMiddle">Here we use the waggle dances of honeybees (<i>Apis mellifera</i> L.) to perform large-scale landscape surveys at heavily urban or agricultural sites for a key pollinator of wild and crop plants. We analyzed 2827 dances that were performed by 20 colonies in SE England.</p> <p class="ColorfulList-Accent11CxSpMiddle">We show that hive median foraging trip distance is consistently lower at urban sites across the entire season. The sucrose content of collected nectar did not significantly differ between urban and agricultural land, ruling out the possibility that longer foraging distances in agricultural sites were driven by distant but nectar-rich resources.</p> <p class="ColorfulList-Accent11CxSpMiddle">Within cities, bees preferentially targeted residential areas on foraging trips, while trips to mass-flowering crops overwhelmingly dominated at agricultural sites. For both land-use types, distances flown increased in the summer, but there was high variation in temporal patterns between individual sites</p> <p class="ColorfulList-Accent11CxSpLast"><i>Policy implications: </i>From the self-reported perspective of a generalist pollinator, forage was easier to find in heavily urbanized areas than in the modern agricultural landscapes that we studied. A focus on continuous spatial and temporal provision within agricultural environments is key to redressing this imbalance.</p>
Questionnaire used in FAIR Workbench user evaluation
<p>A pdf copy of the Questionnaire filled out by users at the end of the FAIR Workbench user evaluation study. The questions regarded the evaluation notebook, published here: http://doi.org/10.5281/zenodo.5045448</p>
A cross sectional study on adaptation and initial validation of a test to evaluate health claims among high school students – Croatian version
<p>Objectives: We validated the Croatian version of the test using multiple-choice questions (MCQs) from the Claim Evaluation Tools item bank of the Informed Health Choices project, and measured the ability of high school students to appraise health claims.</p> <p>Setting: 16 high schools from the urban agglomeration of the city of Split, Croatia.</p> <p>Participants: Final year high school students of at least 18 years of age.</p> <p>Interventions: 18 MCQs from the item bank considered relevant for high school students were translated. After face-validity testing, the questionnaire was piloted and sent to a convenient sample of 302 high school students.</p> <p>Primary and secondary outcome measures: Difficulty and discrimination indices were calculated for each MCQ to determine the validity of translation and the weight of MCQs. We assessed basic metric characteristics and performed initial validation of the test. Two tests were created, the full (18 MCQs) and the short version (12 MCQs). We analysed differences in test score according to gender and school.</p> <p>Results: The response rate was 96% (75% female respondents). Metric characteristics of both tests were satisfactory (Cronbach α=0.71 for the full and α=0.73 for the short version). The mean score (± standard deviation) for the full version was 11.15±3.43 and 8.13±2.76 for the short version. There were 6 easy and 12 moderately difficult questions. Questions concerning effectiveness and dissimilar comparison groups were answered correctly by fewer than 40% of students. Female students and those from grammar and health schools scored higher on both tests.</p> <p>Conclusions: Both tests showed good metric characteristics and may be used for quick and reliable assessments of adolescents' ability to appraise health claims. They may be used to identify needs and inform development of educational activities to foster critical thinking about health among adolescents</p>
Model output of the Simple Biosphere Model, version 4 (SiB4) used in "Evaluation of carbonyl sulfide biosphere exchange in the Simple Biosphere Model (SiB4)"
<p>Model output of the Simple Biosphere Model, version 4 (SiB4) used in "Evaluation of carbonyl sulfide biosphere exchange in the Simple Biosphere Model (SiB4)". The dataset includes COS ecosystem, vegetation and soil fluxes, as well as CO2 exchange fluxes. COS soil fluxes are calculated through the Ogee et al. (2016) soil model, and COS mole fractions vary spatially and temporally. The site-specific files provide SiB4 output only for the plant functional type that is represented by this site. The plant functional type is included in the file name. Datasets include 3 hourly output between 2000-2020 for site simulations, and monthly output between 2000-2020 for global simulations (at 0.5x0.5 degrees). The SiB4 model code is available online: https://gitlab.com/kdhaynes/sib4_corral</p>
R code to accompany 'Teleconnection-based evaluation of seasonal forecast quality''
<p>R code for the diagnostic published in 'Teleconnection-based evaluation of seasonal forecast quality' DOI: 10.1007/s00382-020-05327-x</p>
Inverse modelling of carbonyl sulfide: implementation, evaluation and implications for the global budget
<p>The dataset is the boundary conditions of TM5-4DVAR inversions for COS tracer in years 2016-2019. The dataset is companion with publication: </p> <p>Ma, J., Kooijmans, L. M. J., Cho, A., Montzka, S. A., Glatthor, N., Worden, J. R., Kuai, L., Atlas, E. L., and Krol, M. C.: Inverse modelling of carbonyl sulfide: implementation, evaluation and implications for the global budget, Atmos. Chem. Phys., 21, 3507–3529, https://doi.org/10.5194/acp-21-3507-2021, 2021.</p>
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.