cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/xn474x8hvf
title: Topic Detection and Tracking (TDT)

description: Dataset for the project TDT (Project URL: https://github.com/sahandv/TDT)

This dataset contains all required to train the models for TDT project.
The dataset includes abstracts, keywords, mapped concepts, and citations for 194937 cleaned data points from the Scopus dataset, originally from over 300k data points.

FastText Model:
FastText trained model on Dimensions and Scopus data. This is used for keyword search and concept mapping.

Computer Science Ontology (CSO):
The original data can be downloaded from https://cso.kmi.open.ac.uk/downloads . The uploaded version is the parent map of the CSO, acquired using DFS. Every node has a level 2 parent (not level 1 root parent_. This is intended to give us an idea about the high-level topic abstractions for each low-level concept (node). So, each node will have a list of parents (topics).

Scopus Dataset: (AI-related articles, from the start to 2020)
- Preprocessed:
- - `keyword pre-processed for fasttext - nov14`: preprocessed scopus publication author keywords, lemmatised with "|" delimiters
-- `citations with abstracts`: citations that have documents and abstracts
-- `citations with abstracts supernodes_str_name`: same as above, with additional supernodes based on textual clusters.
-- `mapped concepts for keywords`: Concepts (level 2 from CS ontology), mapped using author keywords. Instead of keywords, this can be used.
-- `abstract_title method_b_3`: This data is omitted to avoid copyright issues. However, can be provided to fellow researchers privately if requested, for non-commercial usage. The data is preprocessed and lemmatised abstracts with Scopus IDs.
-- `data with abstract`: Containing these columns from the dataset: PY,id,eid,TI,author. Can be used to double-check the ID and PY (publication year).
- `Doc2Vec Model`: Model trained using the Scopus and Dimensions data for AI articles, and doc2vec, with 100 dimensions.
- `Node2Vec mode`: 100 dimensional node2vec model, trained using the citations. Use the Scopus id to get embeddings for each node.
- Embeddings:
-- `concepts_node2vec_50D`: 50-dimensional concept embedding for each article. (Scopus ID is not given as an index, but the order of data is the same as `abstract_title method_b_3` and can be joined.)
-- `abstracts_doc2vec_100D`: 100-dimensional abstract embedding for each article. (Scopus ID is not given as an index, but the order of data is the same as `abstract_title method_b_3` and can be joined.)
_______________________________________________________________________________________________
Please note that this dataset is only for academic and personal use, and commercial use of this dataset is prohibited.
3rd Party licence - Some materials are recompiled Scopus and Dimensions material and may be subject to their licensing.
DOI: 10.17632/6dcvvvvdrr
title: Assessing the impact of bilateral trade policy measures on bilateral FDI using the structural gravity modelling

description: Since the bilateral impact of trade policy variables on bilateral FDI stocks is the main interest here, this article follows the strand of the literature on gravity modelling controlling for multilateral resistances (Anderson and van Wincoop, 2003). Therefore, in order to control for country-level time-variant variables like GDP, country-time fixed effects are used. Therefore, host-time, and home-time fixed effects are used in addition to country-pair fixed effects controlling for any time-invariant relationship between the two countries such as distance, colonial relationship, language and sharing borders. In this FDI model, with these fixed effects, the only correlating variation between the FDI stocks and trade policy measures would be what is left between i and j that changes over time. Bilateral FDI stocks cover many zero values. In fact, 27% of the sample of estimations includes zero FDI stocks. Changing the FDI stocks to logarithms will eliminate 27% of the sample causing biased estimations. In order to have unbiased estimation results, the PPML estimator is used following Silva and Tenreyro. The PPML estimation procedure including multidimensional fixed effects is run using the Stata package implemented by Correia et al., (2019). Robust standard errors are calculated to control for the heteroscedasticity in the error term. Stata codes ran for the estimation results of the manuscript are written in the Stata do.do file for the data_estimation.dta data file. These files are compressed in the following shared .rar file. References: • Anderson, J. E., & van Wincoop, E. (2003). Gravity with Gravitas: A Solution to the Border Puzzle. American Economic Review, 93(1), 170-192. • Silva, J. S., & Tenreyro, S. (2006). The log of gravity. The Review of Economics and statistics, 88(4), 641-658. • Correia, S., Guimarães, P., & Zylkin, T. (2019). PPMLHDFE: Fast poisson estimation with high-dimensional fixed effects. arXiv preprint arXiv:1903.01690.
DOI: 10.17632/ffpyj7w6xt
title: Mpe1 senses the binding of pre-mRNA and controls 3'-end processing by CPF. Rodríguez-Molina et al

description: This entry contains raw data including electrophoresis gels, chromatograms, RT-qPCR,
DOI: 10.17632/wzgcvw42hn
title: Data for: Enabling HEK293 cells for antibiotic-free media bioprocessing through CRISPR/Cas9 gene editing

description: Sequencing data of CRISPR predicted sites
DOI: 10.6084/m9.figshare.27263634.v1
title: trained models

description: This data includes model parameters of the internal machine learning model trained by CLIP-MMA. To use this data, please place the extracted "clip" directory directly under "CLIP-MMA/data".
DOI: 10.21233/pwnc-nt23
title: Rust pollen surface sample dataset

description: Raw data for the Rust pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/js6dd6skfp
title: Processed Data for: Active deformation in Ecuador enlightened by a new waveform-based catalog of earthquake focal mechanisms

description: Description of the file “res_inv_parameter.xls”, providing access to the seismic source parameters determined by the MECAVEL method. Column A: earthquake identifier using its date in the given format. Columns B-E (“la_0”, “lo_0”, “pf_0”, “mg_0”) refer to the initial latitude, longitude, depth and magnitude, respectively (latitude and longitude in degrees, depth in km). These parameters come from the IG-EPN catalog and are used as starting parameters for the MECAVEL inversion. Columns F-I (“la_i”, “lo_i”, “pf_i”, “mg_i”) refer to the inverted latitude, longitude, depth and moment magnitude, respectively (latitude and longitude in degrees, depth in km). Columns J-O describe the MECAVEL inverted focal mechanism: “az1”, “dp1” and “rk1” are the strike, dip and rake, respectively, of one of the nodal planes; “az2”, “dp2”, “rk2” are the strike, dip and rake, respectively, of the other nodal plane. All these angles are given in degrees. Column P (“msft”) is the mean misfit between observed and synthetic waveforms. Column Q-S (“NchZ”, “NchN”, “NchE”) are the number of vertical, North-South and East-West channels, respectively, used in the inversion. Column T (“st_tot”) is the total number of stations used and column U (“gap”) is the maximum azimuthal gap in degrees. Column V (“Qlt”) is the quality criteria derived for each solution (based on misfit, number of used waveforms and azimuthal gap): quality A refers to the most reliable solutions, followed by B and C.
DOI: 10.17632/7nr5m97hb3
title: Cycle assessment of performance, specific fuel consumption and pollutant emissions of a four-stroke spark ignition ethanol fuelled engine

description: This dataset corresponds to the simulation of a cycle of an internal combustion engine of the type PSA TU3JP-KFW with ethanol as fuel generated during the masters' degree and PhD of Pedro Gonçalves, https://www.researchgate.net/profile/Pedro-Goncalves-18. It contains the profiles of pressure, volume, temperature, engine system component mole fractions and mass as well as knock and admission collector mass. The model used is a 0D 2 zone model considering the existence of equilibrium during combustion. Engine parameters are engine rotational speed (RPM) and spark ignition advance (TI) and each file contains the correlation of an engine variable (pressure, volume, ...) with time for an (RPM, TI) pair. The "datasets" file contains values for engine power, torque, specific fuel consumption and fuel conversion yield for ethanol as well for gasoline and it includes a nomenclature. Data issues are related to limitations on the model used, namely there is a singularity at the start of engine combustion stage and the equilibrium model does not hold at the end of expansion and exhaust stage of engine cycle. The issues however do not significantly affect results, which are accurate and constitute a reliable prediction of power generation and pollutant emission from a simple, fast and easy to implement 1 processor model. Data can simply be extracted from one file or concatenated from multiple files to recreate engine operation during one cycle.
DOI: 10.15468/dl.2yr8z9
title: Occurrence Download

description: A dataset containing 1322 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Siphlonurus alternatus (Say, 1824)"
 ]
}

 The dataset includes 1322 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009106-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8vc6hjr7b5
title: Asynchronous versus Synchronous Training Format

description: This is training data and analytics that was used to determine if there is a difference in learning efficacy between asynchronous and synchronous online training formats.
DOI: 10.17632/n63v5rbzcd
title: Data for: The Social Lives of Married Women: Peer Effects in Female Autonomy and Children's Food Consumption
DOI: 10.17632/thshz3pghm
title: Data for: Characteristics of drag due to streamwise inhomogeneous roughness

description: RANS simulations of skin friction drag of streamwise inhomogeneous rough surfaces
DOI: 10.17632/4xnnzrp334
title: Data for: Psychostimulants may reduce long-term memory formation by degrading sleep in healthy adults

description: Study Abstract: Sleep is vital for biological function and long-term memory formation, with preferential enhancement of emotionally laden content. A growing trend in healthy young adults is the off-label use of psychostimulants, or “smart drugs”, to prevent sleep and, hopefully, enhance cognition. However, the effect of these drugs on sleep-dependent memory processes are unclear. Here, in a within-subject, double-blind, placebo-controlled design, we investigated the impact of morning administration of dextroamphetamine on memory retention of negative and neutral pictures after 1) 12 hours of wake, and 2) 24 hours with sleep. After 12-hrs of wake, stimulants demonstrated a 6% boost in memory for neutral, but not negative, pictures, compared to placebo. In addition, stimulants impaired nighttime sleep and resulted in a 12% reduction in memory for neutral pictures at 24-hrs, compared to placebo. Again, no performance differences between drug conditions were found for negative pictures. Together, these findings suggest that stimulants provide a fleeting recognition memory boost during the day, but their impairment of nighttime sleep likely leads to next day memory costs.
DOI: 10.17632/43zpppcjz7
title: Data for: A meta-analysis of adjuvant EGFR-TKIs for patients with resected non-small cell lung cancer

description: Attached data are raw data that can perform the meta analysis of this article using REVMAN software, and the extracted time to event data from Feng's study named Feng study .sav, of which we can open and run it using SPSS software.
DOI: 10.17632/4zy92xgf45
title: Photoelectrons as a tracer of planetary atmospheric composition: Application to CO on Mars

description: IDL procedures and data files used for doing AYS calculations and generating figures in the paper.
DOI: 10.17632/p3hky782kd
title: Marine sound engineering. Soundscape field experiment. 

description: Marine soundscapes.The impact of sounds in marine coastal ecosystems.
DOI: 10.17632/w6rpyk3gyc
title: Data and code to accompany "Extended Crop Yield Meta-analysis Data do not Support Upward SCC Revision"

description: R code and data. See README.txt for description and instructions.
DOI: 10.17632/xctbf7gdx8
title: POAF

description: Excel with raw data
DOI: 10.17632/zkbbscc8np
title: Water Level Prediction Karnafuli24

description: The dataset spans from January 2013 to December 2022 and provides detailed monthly weather and water flow data. Each entry includes year, month, and various meteorological parameters such as temperature, rainfall, humidity, and wind speed/direction. Additionally, it records precipitation, inflow, outflow, and water levels, offering insights into seasonal variations and trends. The data highlights significant patterns, such as rainfall peaks in specific months and fluctuations in water levels. It is useful for analyzing climate trends, water resource management, and understanding the impact of weather conditions on water flow over time.
DOI: 10.21233/wd7c-fs55
title: Salinas del Bebedero III pollen dataset

description: Raw data for the Salinas del Bebedero III pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/gxks85f9vs
title: LINF_160012800

description: Tyrosyl-DNA phosphodiesterase 2-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/s9tnwhv65f
title: TSP Challenge Sourcecode

description: Source code to the TSP Challenge Paper. ".zip"-Folder contains the source code from both implementation (GA, NN-2opt) for the submission platform OPTIL.io and for the presentation (including plotting). 

Presentation and Plotting test data "d15112" (first 1000 nodes):
https://comopt.ifi.uni-heidelberg.de/software/TSPLIB95/tsp/d15112.tsp.gz
DOI: 10.17632/65hpcv8fwj
title: Data for: 3665024

description: Data for: Ghodsi Mohammadi Ziarani, Fatemeh Mohajer, Seyedh Mahboobeh Jamali, Nader Ale Ebrahim, Quantitative and Qualitative bibliometric scope toward the Synthesis of Rose Oxide as a Natural Product in perfumery, July 2020, Current Organic Synthesis, Current Organic Synthesis, vol. 17, no. 8, DOI: 10.2174/1872208314666200722161044
DOI: 10.17632/bpx6jt92rm
title: Data for "Limited influence of hydrogen on the sound velocity of Martian core: Constraints from first-principles molecular dynamics simulations of Fe-S-H liquids"

description: Equation of state for Fe-S-H melts under high temperature and pressure
DOI: 10.17632/y227cxjvrz
title: 3RSCLSCND

description: Robust optimization of risk-aware, sustainable and resilient closed-loop supply chain network design with Lagrange relaxation and Fix-and-Optimize strategy
DOI: 10.17632/zkc7jdjn83
title: Antibody detection against Kunitz-type protein in Fasciola hepatica experimentally infected sheep using enzyme-linked immunosorbent assay (ELISA)

description: Abstract
Fasciolosis is a parasitic disease considered as emerging and neglected by the WHO. Sheep are highly susceptible to this disease, and affected flocks experience decreased productivity due to increased mortality and reduced quality of their products such as wool and meat. To effectively control this disease, reliable and early diagnosis is essential for making decisions regarding the application of antiparasitics and/or the removal of affected animals.
The current diagnosis of F. hepatica in sheep relies on the detection of parasite eggs in feces, a method that becomes reliable from week 10 post-infection. Consequently, there is a need for earlier diagnostic tools based on immune response. However, the obtaining of antigens for antibody detection has proven to be difficult and expensive.
In this study, we compared the performance of recombinant F. hepatica Kunitz-type inhibitors (FhKT1.1, FhKT1.3, and FhKT4) in sera from experimentally F. hepatica-infected sheep six weeks post-infection with a synthetic Kunitz-type peptide (sFhKT) used as antigens by ELISA. Among these, FhKT1.1 showed the most promising diagnostic indicators, exhibiting high precision and low cross-reactivity, thus holding potential for standardized production.
The results of our study demonstrated that the application of FhKT1.1 is a valuable tool for early-stage diagnosis of F. hepatica in sheep. Such an early diagnosis can aid in implementing timely interventions and effectively managing the disease in sheep populations
DOI: 10.17632/rwnrbbdkkv
title: FeynGrav 3.0

description: We present the new version of the FeynGrav. The package provides tools to operate with Feynman rules for quantum gravity within FeynCalc. The latest version improves package efficiency and implements new physical models. We discover recurrent relations between metric factors that enhance computational efficiency. We discuss gravitational interaction with Horndeski gravity, quadratic gravity, and the simplest axion-like coupling. We implemented the massive graviton propagator and discussed the possibility of implementing massive gravity within the package.
DOI: 10.17632/z4jdjzm2c6
title: Data and Code for: Trade War and Peace: U.S.-China Trade and Tariff Risk from 2015-2050

description: This is the data and code needed to replicate the tables, figures, and numbers reported in the manuscript associated with "Trade war and peace: U.S.-China trade and tariff risk from 2015-2050," published in the Journal of International Economics.
DOI: 10.17632/bkzwmd35jt
title: FCGBP, the IgGFc-binding protein, is secreted with all GDPH sequences cleaved, but maintained by inter-fragment disulfide bonds

description: Folders contain raw data and results for figures and tables for the paper "FCGBP, the IgGFc-binding protein, is secreted with all GDPH sequences cleaved, but maintained by inter-fragment disulfide bonds". MS data for individual bands digested in-gel with trypsin, AspN or ArgC, with samples run in a Q-Exactive HF, Q-Exactive HFX and Orbitrap LTQ. Data was processed using PEAKS 8.5 (2017 Bioinformatics Solution Inc.), Skyline, Mascot (version 2.6.0., Matrix Science) and MaxQuant (version 1.5.7.4) . For full protocols see the method section of the paper or contact authors for additional questions.
DOI: 10.17632/8v8twdx7zr
title: Mechanical properties and microstructural evolution of carbonaceous mudstone under seepage conditions

description: The mechanical properties and microstructural evolution of carbonaceous mudstone under seepage were investigated through triaxial shear and CT scanning tests. Microstructural parameters were extracted using Avizo 3D, and grayscale correlation analysis was performed to quantify their influence on shear strength. The results show that the shear strength increases and then decreases with increasing rock content, reaching a maximum of 60% rock content before seepage and 40% after seepage. The internal cohesion of carbonaceous mudstone specimens after seepage was reduced to different degrees, with a maximum reduction of 28.7% for the specimen with 60% rock content. The loss of fine grains inside the specimen occurs continuously as the seepage process proceeds, especially in the contact areas between coarse and fine grains. The increase in 3D porosity of the five groups of carbonaceous mudstone specimens with different rock content was 4.10%, 2.46%, 1.63%, 9.36%, and 13.36%, respectively. According to the evolution mechanism of seepage erosion, microstructural evolution significantly affects the deterioration process of mechanical properties. Grayscale correlation analysis revealed that the correlation between microstructural characteristic parameters and shear strength parameters (i.e., cohesion, internal friction angle) was above 0.65.
DOI: 10.17632/vmf6xnhhzm
title: Zer e lab Safiya Akhtar ki ek Sargoshi Jo Goonj Uthu

description: This research paper is based on the letter collection of Safiya Akhtar , which are written by Safiya Akhtar to Jan Nisar Akhtar
DOI: 10.17632/npn454p8mb
title: Digital Transformation and Tax Uncertainty

description: A-share listed companies of the Shanghai and Shenzhen Stock Exchanges from 2008 to 2023 were selected to comprise the research sample. Considering the particularity of the industry characteristics, the financial industry, special treatment companies, and missing data of variables were eliminated. Moreover, the final research sample contained 14,048 firm-year observations. All continuous variables were winsorized at the 1 and 99% levels.
Financial and tax risk data were obtained from the China Stock Market and Accounting Research and Wind databases. The data of enterprise digital transformation were obtained using Python technology through text analysis.
DOI: 10.17632/bcrd9g226g
title: Data for: Variations in yield gaps and soil fertility along a climatic gradient in smallholder cocoa systems of Ghana

description: Data comprise of farmer survey response and on farm data collected from 150 cocoa plantations across three climatic zones in Ghana. Also includes results from soil analysis from all 150 cocoa plantations.
DOI: 10.17632/zj9b9srhfh
title: Construction Safety Accidents

description: The OSHA accident database, which covers a three-year period from 2015 to 2017 and includes 5,000 records of fatality accidents in the United States in the construction is the basis of this database. Although some variables needed extraction and completion due to incomplete entries, the preprocessing stage resulted in 628 records deemed suitable for analyzing safety fatalities in the building projects.