cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.21303526.v1
title: Additional file 1 of MRI adipose tissue segmentation and quantification in R (RAdipoSeg)

description: Additional file 1: can be viewed in RStudio ( https://www.rstudio.com/ ) Complete code for performing adipose tissue segmentation with RAdiposeg. This format allows for convenient and direct use of the code in RStudio.
DOI: 10.6084/m9.figshare.21303541
title: Additional file 6 of MRI adipose tissue segmentation and quantification in R (RAdipoSeg)

description: Additional file 6. MRI image data. All data collected from each MRI image using the RAdipoSeg and SliceOmatic segmentation methods.
DOI: 10.6084/m9.figshare.21303541.v1
title: Additional file 6 of MRI adipose tissue segmentation and quantification in R (RAdipoSeg)

description: Additional file 6. MRI image data. All data collected from each MRI image using the RAdipoSeg and SliceOmatic segmentation methods.
DOI: 10.6084/m9.figshare.21303544
title: Additional file 7 of MRI adipose tissue segmentation and quantification in R (RAdipoSeg)

description: Additional file 7. Readme file with details about Additional file 6.
DOI: 10.6084/m9.figshare.21303637
title: Additional file 2 of Blood donor biobank and HLA imputation as a resource for HLA homozygous cells for therapeutic and research use

description: Additional file 2: Table 2. Comparison of clinical grade and imputed HLA typing result. Altogether clinical grade result was available in 27,588 typings of 13,794 individuals of the present study. Only typing results where discrepancies occurred are shown in this table.
DOI: 10.6084/m9.figshare.21303637.v1
title: Additional file 2 of Blood donor biobank and HLA imputation as a resource for HLA homozygous cells for therapeutic and research use

description: Additional file 2: Table 2. Comparison of clinical grade and imputed HLA typing result. Altogether clinical grade result was available in 27,588 typings of 13,794 individuals of the present study. Only typing results where discrepancies occurred are shown in this table.
DOI: 10.6084/m9.figshare.21303643
title: Additional file 4 of Blood donor biobank and HLA imputation as a resource for HLA homozygous cells for therapeutic and research use

description: Additional file 4: Table 4. Additional Table 4 HLA allele count and allele frequencies in imputed data set (N = 20737). Corresponding known HLA allele frequencies in Finland (Stem Cell Registry, unpublished data) are shown as reference allele frequencies. No reference allele frequency was available for the alleles HLA-C*17:03 and HLADPB1* 105:01 or for the alleles of which imputation result remained in low resolution level.
DOI: 10.6084/m9.figshare.21303643.v1
title: Additional file 4 of Blood donor biobank and HLA imputation as a resource for HLA homozygous cells for therapeutic and research use

description: Additional file 4: Table 4. Additional Table 4 HLA allele count and allele frequencies in imputed data set (N = 20737). Corresponding known HLA allele frequencies in Finland (Stem Cell Registry, unpublished data) are shown as reference allele frequencies. No reference allele frequency was available for the alleles HLA-C*17:03 and HLADPB1* 105:01 or for the alleles of which imputation result remained in low resolution level.
DOI: 10.5281/zenodo.1239675
title: BuzzFeed-Webis Fake News Corpus 2016

description: The corpus comprises the output of 9 publishers in a week close to the US elections. Among the selected publishers are 6 prolific hyperpartisan ones (three left-wing and three right-wing), and three mainstream publishers (see Table 1). All publishers earned Facebook’s blue checkmark, indicating authenticity and an elevated status within the network. For seven weekdays (September 19 to 23 and September 26 and 27), every post and linked news article of the 9 publishers was fact-checked by professional journalists at BuzzFeed. In total, 1,627 articles were checked, 826 mainstream, 256 left-wing and 545 right-wing. The imbalance between categories results from differing publication frequencies.
description: {"references": ["Martin Potthast, Johannes Kiesel, Kevin Reinartz, Janek Bevendorff, and Benno Stein. A Stylometric Inquiry into Hyperpartisan and Fake News. In 56th Annual Meeting of the Association for Computational Linguistics (ACL 2018), pages 231-240, July 2018. Association for Computational Linguistics."]}
DOI: 10.6073/pasta/04076dfd30b286c6c29301b6345a63f5
title: Fisher Meteorological Station at Harvard Forest since 2001

description: The Fisher Meteorological Station became operational on 11 Feb 2001. The Station is located in an open field 200 m north of the Shaler Station, in a site chosen to minimize the angle of surrounding trees above the horizon (currently 15-25 degrees from the station at breast height). The Fisher Station records air temperature, relative humidity, dew point, precipitation (water equivalent of snow), global solar radiation, PAR radiation, net radiation, barometric pressure, scalar wind speed, vector wind speed, peak gust speed (1-second), vector wind direction, standard deviation of wind direction (wind measurements at 10 m height), and soil temperature (10 cm depth). Instruments are scanned once per second, and 15-minute (hourly before 2005) and daily values are calculated and stored by a datalogger. Data for the current month are available online, updated every 15 minutes, with out-of-range values replaced by NA but values not otherwise checked. Earlier data are checked and archived with missing, questionable, and estimated values flagged, following methods of the LTER ClimbDB project. A log of events affecting station measurements (e.g., instrument repair and recalibration, ice storms, lightning) and selected monthly and annual values are also posted. For current data, please see: http://harvardforest.fas.harvard.edu/meteorological-hydrological-stations. For a complete set of archived data, please see: http://harvardforest.fas.harvard.edu:8080/exist/xquery/data.xq?id=hf001.
DOI: 10.17632/4chf3cdv9k.1
title: Creating digital accessibility competencies in university students: dataset of learning outcomes

description: Every person who deals with e-learning content creation should be competent in digital accessibility rules, universal design principles, and their usage in learning. The dataset contains the learning outcomes of students (177 persons in total) enrolled in the online course "Digital Accessibility of E-learning" in 2021. Dataset fields are: 1) academy or institute name; 2) year of study; 3) type of program (undergraduate/graduate); 4) pedagogical disciplines in curricula(present/absent); 5) course enrollment method (voluntarily/compulsorily); 6) data of digital literacy testing before starting course (self-appraisal/formal assessment); 7) data of formative assessment tests and practices (11 tests, 9 practical tasks); 8) data of digital accessibility competencies final testing (self-appraisal/formal assessment).
DOI: 10.17632/g36dhg826s.2
title: Proximate_Analysis

description: This database studies the performance inconsistency on the biomass HHV proximate analysis. The research null hypothesis is the consistency in the rank of a biomass HHV model. Fifteen biomass models are trained and tested in four datasets. In each dataset, the rank invariability of these 15 models indicates the performance consistency. 

The database includes the datasets and source codes to analyze the performance consistency of the biomass HHV. These datasets are stored in tabular on an excel workbook. The source codes are the biomass HHV machine learning model through the MATLAB Objected Orient Program (OOP). These models consist of eight regressions, four supervised learnings, and three neural networks.

An excel workbook, "BiomassDataSetProximate.xlsx," collects the research datasets in six worksheets. The first worksheet, "Proximate," contains 803 HHV data from 17 pieces of literature. The names of the worksheet column indicate the elements of the proximate analysis on a % dry basis. The HHV column refers to the higher heating value in MJ/kg. The following worksheet, "Full Residuals," backups the model testing's residuals based on the 20-fold cross-validations. The article verifies the performance consistency through these residuals. The other worksheets present the literature datasets implemented to train and test the model performance in many pieces of literature.

A file named "SourceCodeProximate.rar" collects the MATLAB machine learning models implemented in the article. The list of the folders in this file is the class structure of the machine learning models. These classes extend the features of the original MATLAB's Statistics and Machine Learning Toolbox to support, e.g., the k-fold cross-validation. The MATLAB script, "runStudyProximate.m," is the article's main program (Kijkarncharoensin & Innet, 2021) to analyze the performance consistency of the biomass HHV model through the proximate analysis. The script instantly loads the datasets from the excel workbook and automatically fits the biomass model through the OOP classes.

The first section of the MATLAB script generates the most accurate model by optimizing the model's higher parameters. It takes a few hours for the first run to train the machine learning model via the trial and error process. The trained models can be saved in MATLAB .mat file and loaded back to the MATLAB workspace. The remaining script, separated by the script section break, performs the residual analysis to inspect the performance consistency. Furthermore, the figure of the biomass data in the 3D scatter plot, and the box plots of the prediction residuals are exhibited. Finally, the interpretations of these results are examined in the author's article.

Reference :
Kijkarncharoensin, A., & Innet, S. (2021). Performance inconsistency of the Biomass Higher Heating Value (HHV) Models derived from Proximate Analysis [Manuscript in preparation]. University of the Thai Chamber of Commerce.
DOI: 10.13026/c2h014
title: Gait Maturation Database and Analysis

description: The data contained here are from 50 healthy children ranging in age from 40 months to 163 months. Each data file is named with a subject identifier (1-50) and the subject's age (e.g., the file name 2-45.txt indicates that subject #2 is 45 months old). Each data file contains two columns of data in text format. The first column is the time (in seconds), and the second column is the stride interval (in seconds) or the gait cycle duration, the time from heel strike to heel strike of the same foot.
DOI: 10.5281/zenodo.4461577
title: Mapping of FoodEx2 Exposure Hierarchy with the food categories of Annex II (part D) of Regulation (EC) No 1333/2008 on food additives

description: FoodEx2 is a comprehensive food classification and description system aimed at covering the need to describe food in data collections across different food safety domains. All foods, including beverages and food supplements reported in the EFSA Comprehensive Food Consumption Database are coded with the FoodEx2 Exposure Hierarchy. EFSA developed a mapping of all FoodEx2 basic terms reported in the Comprehensive Database with the food categories of Annex II (part D) of Regulation (EC) No 1333/2008 on food additives in order to facilitate the assessment of exposure to food additives. In particular, this mapping has been used in the Food Additives Intake Model 2.0 (FAIM), which allows the estimation of chronic dietary exposure to food additives based on use levels proposed for food categories as presented in Annex II (part D) of Regulation (EC) No 1333/2008 on food additives. Some of the food categories, restrictions and/or exceptions presented in the Regulation could have not been mapped with FoodEx2 basic terms and the original food descriptors and/or FoodEx2 facets might have been used to correctly map all eating events. This information might not be available in this table.
description: EU; XLSX; data.collection@efsa.europa.eu
DOI: 10.17632/w32mrdmw7h.2
title: Epoxy/Carbon Twill Woven Composite : Mechanical Properties

description: Raw force vs. stroke plots for on-axis tension, off-axis 45 degree tension, and on-axis compression for twill woven carbon/epoxy composite.  Details are reported in a concurrent article in Data in Brief. 
Research was sponsored by the Office of Naval Research under grant number N00014-20-1-2594.
DOI: 10.5281/zenodo.4582250
title: Locating a National Collection Our Place audience survey results

description: Results of an audience survey conducted by Locating a National Collection and funded by the AHRC. The research has been led by the National Trust in collaboration with the British Library and Research Bods, a market research company who have delivered results using the NT’s ‘Our Place’ online audience research platform. The survey consisted of a series of questions to be completed over the web by 992 members of the public in around 15 minutes. The survey aimed to investigate attitudes and behaviours in two areas: cultural heritage and digital technologies, with a clear focus on location in each.
DOI: 10.5281/zenodo.7180290
title: Journal data for European scholarly journals

description: This relates to the following study: https://doi.org/10.5281/zenodo.5909512 The methodology is described in the linked manuscript.
DOI: 10.5517/ccdc.csd.cc1zh4tf
title: CCDC 1831815: Experimental Crystal Structure Determination

description: Related Article: Lynette Soobramoney, Muhammad D. Bala, Holger B. Friedrich|2021|Inorg.Chim.Acta|526|120508|doi:10.1016/j.ica.2021.120508
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc1zh4vg
title: CCDC 1831816: Experimental Crystal Structure Determination

description: Related Article: Lynette Soobramoney, Muhammad D. Bala, Holger B. Friedrich|2021|Inorg.Chim.Acta|526|120508|doi:10.1016/j.ica.2021.120508
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc1zh4xj
title: CCDC 1831818: Experimental Crystal Structure Determination

description: Related Article: Lynette Soobramoney, Muhammad D. Bala, Holger B. Friedrich|2021|Inorg.Chim.Acta|526|120508|doi:10.1016/j.ica.2021.120508
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2353kz
title: CCDC 1941330: Experimental Crystal Structure Determination

description: Related Article: Aparajita Mukherjee, Semanti Basu, Samaresh Bhattacharya|2020|Inorg.Chim.Acta|500|119228|doi:10.1016/j.ica.2019.119228
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc1zh4rc
title: CCDC 1831813: Experimental Crystal Structure Determination

description: Related Article: Lynette Soobramoney, Muhammad D. Bala, Holger B. Friedrich|2021|Inorg.Chim.Acta|526|120508|doi:10.1016/j.ica.2021.120508
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25dzbx
title: CCDC 2008469: Experimental Crystal Structure Determination

description: Related Article: Yuliia P. Petrenko, Karolina Piasta, Dmytro M. Khomenko, Roman O. Doroshchuk, Sergiu Shova, Ghénadie Novitchi, Yuliya Toporivska, Elzbieta Gumienna-Kontecka, Luísa M. D. R. S. Martins, Rostyslav D. Lampeka|2021|RSC Advances|11|23442|doi:10.1039/D1RA03107D
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25dzcy
title: CCDC 2008470: Experimental Crystal Structure Determination

description: Related Article: Yuliia P. Petrenko, Karolina Piasta, Dmytro M. Khomenko, Roman O. Doroshchuk, Sergiu Shova, Ghénadie Novitchi, Yuliya Toporivska, Elzbieta Gumienna-Kontecka, Luísa M. D. R. S. Martins, Rostyslav D. Lampeka|2021|RSC Advances|11|23442|doi:10.1039/D1RA03107D
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc26tx98
title: CCDC 2050690: Experimental Crystal Structure Determination

description: Related Article: Pascal Specht, Alexander Petrillo, Jonathan Becker, Siegfried Schindler|2021|Eur.J.Inorg.Chem.|2021|1961|doi:10.1002/ejic.202100185
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc26txb9
title: CCDC 2050691: Experimental Crystal Structure Determination

description: Related Article: Pascal Specht, Alexander Petrillo, Jonathan Becker, Siegfried Schindler|2021|Eur.J.Inorg.Chem.|2021|1961|doi:10.1002/ejic.202100185
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc26txcb
title: CCDC 2050692: Experimental Crystal Structure Determination

description: Related Article: Pascal Specht, Alexander Petrillo, Jonathan Becker, Siegfried Schindler|2021|Eur.J.Inorg.Chem.|2021|1961|doi:10.1002/ejic.202100185
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc26txdc
title: CCDC 2050693: Experimental Crystal Structure Determination

description: Related Article: Pascal Specht, Alexander Petrillo, Jonathan Becker, Siegfried Schindler|2021|Eur.J.Inorg.Chem.|2021|1961|doi:10.1002/ejic.202100185
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc26txfd
title: CCDC 2050694: Experimental Crystal Structure Determination

description: Related Article: Pascal Specht, Alexander Petrillo, Jonathan Becker, Siegfried Schindler|2021|Eur.J.Inorg.Chem.|2021|1961|doi:10.1002/ejic.202100185
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2718n7
title: CCDC 2056808: Experimental Crystal Structure Determination

description: Related Article: Damilola C. Akintayo, Wisdom A. Munzeiwa, Sreekantha B. Jonnalagadda, Bernard Omondi|2021|Arab.J.Chem.|14|103313|doi:10.1016/j.arabjc.2021.103313
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2718q9
title: CCDC 2056810: Experimental Crystal Structure Determination

description: Related Article: Damilola C. Akintayo, Wisdom A. Munzeiwa, Sreekantha B. Jonnalagadda, Bernard Omondi|2021|Arab.J.Chem.|14|103313|doi:10.1016/j.arabjc.2021.103313
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc27zdg3
title: CCDC 2084795: Experimental Crystal Structure Determination

description: Related Article: Shuming Zhang, Rachel Trammell, Alexandra Cordova, Maxime A. Siegler, Isaac Garcia-Bosch|2021|J.Inorg.Biochem.|223|111557|doi:10.1016/j.jinorgbio.2021.111557
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc27x039
title: CCDC 2082490: Experimental Crystal Structure Determination

description: Related Article: Snehasish Thakur, Rosa M. Gomila, Antonio Frontera, Shouvik Chattopadhyay|2021|CrystEngComm|23|5087|doi:10.1039/D1CE00624J
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.