cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28931789.v1
title: Telling AI Data Stories: combining insights from academic literature and RAG techniques to guide prompt design

description: This Google Colab notebook contains the full implementation of a Retrieval-Augmented Generation (RAG) pipeline used in the study <i>“</i>Telling AI Data Stories: combining insights from academic literature and RAG techniques to guide prompt design<i>”</i>. It includes automatic PDF text extraction, passage chunking, semantic search using sentence embeddings and FAISS, and prompt generation for ChatGPT-4. In addition to the automated pipeline, the notebook also includes examples of manually selected passages used to construct prompts. It is designed to support reproducibility and allow other researchers to adapt the approach with different articles or datasets.
DOI: 10.6084/m9.figshare.3551979.v1
title: Appendix C. Technical details of the Monte Carlo simulations using empirical parameters and the simulations related to weighted model averaging.

description: Technical details of the Monte Carlo simulations using empirical parameters and the simulations related to weighted model averaging.
DOI: 10.17632/46z3w8y9pt
title: In silico analysis of potential SARS-CoV-2 main protease inhibitors Nelfinavir and Epirubicin

description: Inhibiting the main proteasome of severe acute respiratory syndrome–coronavirus 2 (SARS-CoV-2) may serve as a treatment option for patients suffering from COVID-19. Inhibition of the main proteasome (SARS-CoV-2 Mpro) may improve patient outcomes and recovery through blocking viral replication and assembly. A literature review of potential drug treatments for COVID-19 included Nelfinavir, an HIV antiviral, and Epirubicin, an anthracycline and topoisomerase inhibitor. The mechanism of action for both drugs includes binding to SARS-CoV-2 Mpro. These data highlight in-silico binding pose energy predictions of SARS-CoV-2 Mpro (receptor) each of the two drug targets (ligands) using a Generic Evolutionary Method for Molecular Docking (iGEMDOCK). In-silico screening provides highly accurate, reproducible complex-ligand binding affinity prediction data. These data are derived from a population size of 200 and 70 docking generation trials. The 3-D Protein Data Bank (PDB) structure of the main proteasome (SARS-CoV-2 Mpro) for this investigation was derived from the RCSB Protein Data Bank (PDB ID: 6LU7). The 3-D structures of Nelfinavir and Epirubicin were derived from the PubChem database (PubChem CIDs 64143, 41867 respectively). The 3-D structures were converted from 3D conformer SDF files to Protein Data Bank (PDB) formatting through OpenBabble. The data show Nelfinavir as outcompeting Epirubicin in binding to the main proteasome (SARS-CoV-2 Mpro). The complex formation with Nelfinavir was more energetically favorable than that with Epirubicin. The data include relevant binding site residues and energy values, in units of kcal/mol. A composite of van der Waals forces, hydrogen bonding, and electrostatic charge provide the energy values.
DOI: 10.17632/6y3g6vs2k4
title: Driver Behavior Image Dataset

description: High-resolution images in the dataset were collected across different lighting conditions and vehicle types, representing diverse driving situations. The images, presented in raw, unannotated form, allow for flexible pre-processing by machine learning practitioners. The dataset is organized into five behavioral classes:

Safe Driving: Images show drivers fully attentive to the road, either with both hands on the steering wheel or one hand on the wheel and the other on the gear stick, exemplifying distraction-free driving.

Turning: Photos capture drivers as they turn, moving their heads or bodies to indicate a change in direction. This behavior reflects the driver’s engagement in typical actions like steering.

Texting on Phone: Images of drivers using mobile phones to type messages or interact with screens. This class addresses one of the primary causes of distracted driving.

Talking on Phone: Drivers are depicted holding their phones to their ears or speaking on the phone while driving. This class helps to identify the distractions associated with phone conversations.

Others: Includes images of behaviors that compromise safe driving, such as drinking water, conversing with passengers in the back seat, or showing signs of drowsiness.

With its wide-ranging real-life conditions, this dataset offers a rich resource for developing systems to detect and classify risky driving behaviors, supporting efforts to improve road safety.
DOI: 10.6084/m9.figshare.29093915.v1
title: data for catena

description: The catchment info dataset includes annual meteorological and hydrological data. The FBVs dataset contains information about flat-bottomed valleys. The Sediment_ER_CD dataset provides rating curves and sediment load for the CD gauging station, while Sediment_NX_AL contains corresponding data for the NX gauging station.
DOI: 10.6084/m9.figshare.3395704.v1
title: IVIM dataset

description: IVIM.nii.gz is an acquired IVIM dataset with 21 b-values acquired in 3 directions, registered to each other and the directions were averaged into one. So this dataset is 4D where the 4th dimension is the b-values.<br><br>IVIM.bvecs are the b-vectors, which are just the 3 directions averaged.<br><br>IVIM.bvals are the 21 b-values of the acquisition.<br><br>fit.nii.gz is 4D with the 4th dimension as each of the fitted values S0, f, D, D*.<br>
DOI: 10.17632/mv3pd64y86
title: Data on electric power for selected African Countries

description: Annual data (covering 1990-2019) on domestic electricity consumption (ELC), renewable electric power generation (RELG), gross domestic product (GDP), and population,(TP) for Egypt, Algeria, South Africa, and Nigeria. ELC and RELG are measured in TWh, and TP and GDP are measured in million people and purchasing power parity constant 2017 international dollars, respectively. The file also contains data on electric power demand forecast and renewable electric power and transition pathways for each of the four countries.
DOI: 10.17632/tgf4xjrdgw
title: GPT-4V Diagnostic Accuracy Supplementals JAAD

description: Supplementary materials for a research letter entitled "Diagnostic performance of GPT-4 with vision technology versus board-certified dermatologists: A comparative analysis using dermoscopic and clinical images," submitted to JAAD.
DOI: 10.6084/m9.figshare.17008814.v1
title: Hunting spider data 100 cases

description: Used in the PhD thesis from Bert van der Veen (2021), provided by Cajo ter Braak, published with permission from the Canoco 5 example datasets.<br>Original source: "van der Aart, P. J. M., and Smeenk-Enserink, N. (1975) Correlations between distributions of hunting spiders (Lycos- idae, Ctenidae) and environmental characteristics in a dune area. Netherlands Journal of Zoology 25, 1-45."
DOI: 10.6084/m9.figshare.22800185.v1
title: Natural Language Understanding Dataset for DoD Cybersecurity Policies (CSIAC-DoDIN V1.0)

description: The CSIAC-DoDIN (V1.0) dataset collects cybersecurity-related policies and issuances developed by the DoD Deputy CIO for Cybersecurity. The dataset is based on a knowledge base that clusters and classifies these policies and provides an organizational structure. The dataset includes annotated documents with policies, responsibilities, procedures, classification, purpose, scope, and applicability. The dataset also includes cluster and subcluster classification, type classification, and text entailment. The dataset is available for research and experimentation, and baseline performances using transformer language models have been provided. The limitations of the dataset include its focus on DoD cybersecurity policies, the English language, and the provided tasks. The dataset can serve as a benchmark and basis for future cybersecurity policy datasets and applications. Still, caution should be exercised regarding potential risks and biases associated with transformer language models.
DOI: 10.6084/m9.figshare.3519272.v1
title: Appendix E. A table summarizing data by taxonomic group.

description: A table summarizing data by taxonomic group.
DOI: 10.6084/m9.figshare.8203394.v1
title: R4R_BoF_Results.xlsx

description: This spreadsheet contains the results of the modelling session.Columns include the following:RID: the unique role idTitle: the unique role titleService: the service under which the role was categorised.Capability: the aggregation of roles as a service/capability (left blank for those roles deemed not eResearch).CID: the capability id.<br>
DOI: 10.6084/m9.figshare.28783610.v2
title: Original dataset

description: SPSS file for PLOS ONE.
DOI: 10.15468/dl.83sqaj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sagamichthys schnakenbecki (Krefft, 1953)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((44.9096 1.1987,44.9648 1.2321,44.9648 1.8496,35.9648 1.8496,35.9648 -7.1504,40.3029 -7.1504,40.4263 -6.8134,40.0733 -6.4249,39.9535 -5.9102,40.3587 -5.2718,40.3515 -4.7573,40.0702 -4.4392,40.3811 -3.7186,40.7402 -3.0348,41.8195 -2.1723,43.8399 0.2902,44.9096 1.1987))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013173-250525065834625/datasets/export for details.
DOI: 10.17632/cx3m8pf2ns
title: Sensitivity and regression analysis of acoustic parameters for determining physical properties of frozen fine sand with ultrasonic test

description: (1) Three-factor analysis of variance (ANOVA) Orthogonal tests are an effective means of multi-factor analysis and lend themselves to assessing the impact of relevant factors (Li Y. et al., 2010; Liu Y.Q. et al., 2016). An orthogonal experiment consisting of nine groups—L9(34)—selected three physical properties of frozen fine sand (temperature, density and water content) as factors to study the sensitivity of three acoustic parameters (wave velocity, attenuation coefficient and dominant frequency) to the physical properties. The values of the factors used for the orthogonal test are given in Table 2. Position for Table 2 (2) Control variable test The control variable test included two types of experiment. One had 16 groups of different levels of water content (4.31, 7.31, 10.31 and 13.31%) at a single level of density (1.87g/cm3) to study the relationships between sensitive acoustic parameters and physical properties (water content and temperature). The other had 16 groups of different levels of density (1.87, 1.8, 1.76 and 1.73g/cm3) under a single level of water content (7.31%) to study the relationships between sensitive acoustic parameters and density. Each group was evaluated three times at four levels of temperature (–5, –10, –15 and –20°C), and the results are mean values of repeated tests.
DOI: 10.17632/gwnfv4c6b5
title: Measurements of river bed gravel samples from the Sabeto River, Fiji

description: Bedload gravels were collected from seven stations along the length of the Sabeto River of western Viti Levu, Fiji. The Sabeto River is an active, bedload transporting, gravel-bed system (Gale et al., 2019). Sampling was confined to clasts of the distinctive and isotropic Navilawa Monzonite, an intrusive rock that crops out only along the upper reaches of the river (Rao, 1983; Hathway, 1993). The river has entrenched the Navilawa Monzonite outcrop resulting in the direct supply of monzonite gravels to the fluvial system. Bedload gravels were collected along transects at seven stations (1 to 7) over a distance of 9.7 km. One of the sampling sites was located above the downstream boundary of the monzonite outcrop, the rest below. In addition, samples of fresh Navilawa Monzonite undergoing active physical breakdown were collected from alongside the bedrock channel at Station 0. The shape of these clasts provides us with the opportunity of observing the nature of the precursor particles as they are liberated from the rock and before they experience fluvial modification. The density of the fresh Navilawa Monzonite was estimated. A total of 883 particles, ranging in diameter (b-axis) from 12 to 337 mm, was collected. The long (a), intermediate (b) and short (c) axis of each particle was measured, along with the diameter of the sharpest corner of the maximum projection outline (Di) and the diameter of the maximum inscribed circle (Dk). At six of the stations, the mass of each particle was recorded. The dataset includes calculations of the Modified Wentworth Roundness, Maximum Projection Sphericity and Oblate–Prolate Index of each clast. At six of the stations the volume of each particle was estimated using measurements of particle mass and the density of the fresh Navilawa Monzonite. Gale (2021) cites this dataset. Two files are provided: one is a KMZ file (containing information on the environmental setting of the river and the sampling locations) and the second is an MS Excel file (containing the bedload gravel measurements). ACKNOWLEDGEMENTS We thank the Turaga ni Koro (Village Heads) of the villages of Korobebe and Navilawa for permission to conduct field work along the Sabeto River. REFERENCES Gale, S.J., 2021. https://doi.org/10.3390/geosciences11040161 Gale, S.J., Ibrahim, Z.Z., Lal, J., and Sicinilawa, U.B.T, 2019. https://doi.org/10.1016/j.geomorph.2019.01.009 Hathway, B., 1993. https://doi.org/10.1144/gsjgs.150.3.0563 Rao, B., 1983. Geology of Lautoka Area. Viti Levu Sheet 4. 1:50,000 scale geological sheet, Mineral Resources Department, Suva.
DOI: 10.17632/ssv23kfcgs
title: ITC-Net-Blend-60: A Comprehensive Dataset for Robust Network Traffic Classification in Diverse Environments- Scenario A

description: This dataset includes network traffic data from over 50 Android applications across 5 scenarios. The applications are consistent in all scenarios, but other factors like Internet service provider (ISP), geographic location, and device vary (see Table 1 of the DetailedDescription document in the Supplementary Materials repository). 
The current repository pertains to Scenario A. Within the repository, for each application, there is a compressed file containing the relevant PCAP files. The PCAP files follow the naming convention: {Application Name}{Scenario ID}{#Trace}_Final.pcap.
DOI: 10.17632/xnfvz24429
title: Data for: Joint decision model of supplier selection and order allocation for the mass customization of logistics services

description: an improved genetic algorithm based on multi-layer coding was designed to solve the model in a manner that will allow the decision maker to simultaneously determine the supplier selection and order allocation strategies
DOI: 10.6084/m9.figshare.5677573.v1
title: Acoustophoretic purification of platelets: Feasibility and impact on platelet activation and function

description: Purity, limited platelet activation, and preservation of platelet function are important stakes of preparation of platelet concentrates (PC) for clinical use. In fact, contaminating red blood cells and leukocytes, as well as activated and/or poorly functional platelets in PC, represents a risk of poor efficiency and adverse side effects during platelet transfusion. Therefore, optimization of preparation and storage of PC is still an active field of research. Shear-induced platelet activation is an unwanted side effect of the hard-spin (up to 5000<i>g</i>) step of centrifugation-based methods currently used in blood banks to prepare PC from whole blood samples. Here, we evaluated the effectiveness of an acoustic-based fractionation device for the isolation of human platelets from whole blood bags. The purity, activation status, and functionality of platelets isolated by acoustopheresis were compared with those of platelets isolated using a reference protocol known to produce limited platelet activation and consisting of two consecutive soft-spin centrifugations (120<i>g</i> and 1200<i>g</i>). Platelet concentration and purity were determined using an automated hematology analyzer. Platelet activation status and platelet reactivity to collagen and thrombin were assessed in flow cytometry by measurement of surface expression of P-selectin and activated integrin αIIbβ3. The ability of isolated platelets to incorporate into a thrombus when transfused to NOD/SCID mice was investigated by intravital microscopy using the ferric chloride-induced thrombosis model. Blood fractionation by acoustophoresis led to the elimination of more than 80% of red blood cells and leukocytes from the platelet fraction, whose mean purity was of 92.8 ± 12.8%. The activation status and reactivity to collagen and thrombin of acoustophoresis-isolated platelets were similar to those of platelets isolated by soft-spin centrifugation. Finally, acoustophoresis-isolated platelets were tethered, adhered to the vessel wall, and incorporated into a growing thrombus following ferric chloride-induced vascular injury. Together, our results indicate that acoustophoresis is a suitable method for the isolation of human platelets with minimal platelet activation and preservation of platelet function.
DOI: 10.17632/kh8rfy9p9k
title: Impact of smoking on melanoma patient survival: a systematic review and meta-analysis

description: This data is the supplementary material of the manuscript titled "Impact of smoking on melanoma patient survival: a systematic review and meta-analysis", which contains the search strategy（Table 1）, associations of smoking with overall and melanoma-specific mortality within defined patient subgroups（Table 2），absolute survival of melanoma patients at different follow-up periods stratified by smoking status（Table 3），a forest plot for overall mortality in ever smokers compared with never smokers （Figure 1），the sensitivity analysis of studies reporting an association between former smoking and melanoma-specific mortality（Figure 2），mortality of melanoma patients for the different smoking intensity and duration（Table 4），funnel plots of the impact of different smoking status on overall and melanoma-specific mortality（Figure 3），and the Egger’s test and Begg's test of publication bias（Table 5）.
DOI: 10.6084/m9.figshare.21399549.v1
title: Complete Data Set - For mining association rules in Indian Stock Market

description: The data is contained in the winrar file - 'DataSet-AssociationMining-India.rar' <br> Once you open the above winrar file, you will see the below files & folders: - File: "IndiaData-ForAssociationMining.xlsx" is the primary data retrieved from 'Refinitiv-Datastream' which was used in the project. <br> - Folder-1MetricsGT-NSE50 o This folder has MS-Excel macro files used to create return determinant data to be eventually used in the 'Final-Transaction-Table' from which associations would be mined. o This folder also has computed returns for different holding periods for different stocks considered in this study. File: "0_nYrRtnGTNSE50.xlsm" o This folder also has the 'Final-Sheet' used for mining of association rules. <br> - Folder: 2Analysis-GTNSE50 o This folder has the R-program used to mine associations. It also has the final sheets used in association mining for different holding periods. And the output of the association rules mined is also stored here (File name: RulesRHS_1YrRtnGTNSE50.csv and so on) <br> - Folder: 3Validation o This folder has data related to the validation carried out in the project. It has 2 sub-folders: § 1-MetricsForValidation: This folder has excel-macro files to compute the metrics required in the Final-Table for validation of the association rules. § 2-BetaCalc-PortRtns: This folder has the Final transaction sheet which will be later used to compute portfolio beta and portfolio returns for each association rule. This also has the computation of portfolio beta & portfolio returns for each of the 10 association rules analyzed in this paper. <br> - Folder: 4LogitRegression o This folder has the 'R' program used to carry out Logit regression and different model consistency test. It also has the input file for the Logit regression (Filename: India-LogitRegression-csv.csv) o The sub-folder 'Regression_OP' has the output of Logit regression for all association rules for different holding periods.
DOI: 10.6084/m9.figshare.23123282.v1
title: AI adoption Questionnaire

description: This data is available for the research with title: <strong>"Understanding the Adoption of Artificial Intelligence in Journalism: An Empirical Study in Vietnam"</strong>
DOI: 10.6084/m9.figshare.27108424.v1
title: Recession Farming data.zip

description: The dataset supports my research titled<b> "R</b><b>ecession farming practices and their linkage to hydroclimatic risks in Kilombero Valley".</b>
DOI: 10.6084/m9.figshare.29040977.v1
title: Data used in the "Generative Molecular Design with Steerable and Granular Synthesizability Control" pre-print

description: This deposit contains open-source data sets used in the pre-print:<br>Raw PubChem cleaned Saturn pre-training data eMolecules building blocks stock used in the retrosynthesis model (isotopes removed)100 enforced blocks which is a subset of the eMolecules stock - used in the block enforcing experimentsUS (glycine removed) and EU (formic acid, aniline, succinic acid removed) waste blocks used in the waste valorization experiments. Certain waste blocks were removed to show more diversity of blocks and reactions in the synthesis routes. This way, we could keep the objective function fixed and interrogate enforcing other blocks (blocks can be more suited for certain objectives)Some datasets are not deposited here because we cannot release them:<br>Enamine building blocks which can be obtained by request here: https://enamine.net/building-blocks/building-blocks-catalogChemspace's Freedom 4.0 space building blocks and synthons which can be obtained by email request: cs_sales@chem-space.com
DOI: 10.17632/srw73bby7h
title: Effectiveness of Digital Reading Tools in Enhancing Literacy Skills among Adults

description: This study evaluates the impact of digital reading tools on adult literacy skills across 15 countries from various regions, including North America, Europe, Asia, Africa, and Latin America, with diverse socio-economic contexts.
DOI: 10.17632/vkhssxk2s5
title: Data for: Hydrothermal synthesis and photocatalytic properties of CuGaO2/ZnO hexagonal platelet composite

description: This includes information related with the article.