cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc21qn6n
title: CCDC 1898601: Experimental Crystal Structure Determination

description: Related Article: Marta Orts-Arroyo, Isabel Castro, Francesc Lloret, José Martı́nez-Lillo|2020|Cryst.Growth Des.|20|2044|doi:10.1021/acs.cgd.9b01702
DOI: 10.5517/ccdc.csd.cc24q3jj
title: CCDC 1987457: Experimental Crystal Structure Determination

description: Related Article: Mahendra A. Wagh, Rahul Maity, Rohit J. Bhosale, Divyam Semwal, Srinu Tothadi, Ramanathan Vaidhyanathan, Gangadhar J. Sanjayan|2021|J.Org.Chem.|86|15689|doi:10.1021/acs.joc.1c01228
DOI: 10.5517/ccdc.csd.cc25vmg4
title: CCDC 2021586: Experimental Crystal Structure Determination

description: Related Article: Knut Tormodssønn Hylland, Isabelle Gerz, David S. Wragg, Sigurd Øien‐Ødegaard, Mats Tilset|2021|Eur.J.Inorg.Chem.|2021|1869|doi:10.1002/ejic.202100170
DOI: 10.5517/ccdc.csd.cc26b8ys
title: CCDC 2035675: Experimental Crystal Structure Determination

description: Related Article: Nabhendu Pal, Corey J. White, Serhiy Demeshko, Franc Meyer, Nicolai Lehnert, Amit Majumdar|2021|Inorg.Chem.|60|15890|doi:10.1021/acs.inorgchem.1c00429
DOI: 10.5517/ccdc.csd.cc26b90w
title: CCDC 2035677: Experimental Crystal Structure Determination

description: Related Article: Nabhendu Pal, Corey J. White, Serhiy Demeshko, Franc Meyer, Nicolai Lehnert, Amit Majumdar|2021|Inorg.Chem.|60|15890|doi:10.1021/acs.inorgchem.1c00429
DOI: 10.5517/ccdc.csd.ccxv170
title: CCDC 859172: Experimental Crystal Structure Determination

description: Related Article: Abdul Malik P. Peedikakkal, Almaz S. Jalilov, Abdul Rajjak Shaikh, Abdul Nasar Kalanthoden, Abdulaziz A. Al-Saadi|2021|CrystEngComm|23|7663|doi:10.1039/D1CE00991E
DOI: 10.5517/ccdc.csd.ccxv181
title: CCDC 859173: Experimental Crystal Structure Determination

description: Related Article: Abdul Malik P. Peedikakkal, Almaz S. Jalilov, Abdul Rajjak Shaikh, Abdul Nasar Kalanthoden, Abdulaziz A. Al-Saadi|2021|CrystEngComm|23|7663|doi:10.1039/D1CE00991E
DOI: 10.5517/ccdc.csd.cc26x1x3
title: CCDC 2052755: Experimental Crystal Structure Determination

description: Related Article: Lan Fang, Yuntian Xiao, Chengtian Zhang, Zhenguo Gao, Songgu Wu, Junbo Gong, Sohrab Rohani|2021|CrystEngComm|23|7615|doi:10.1039/D1CE01080H
DOI: 10.5517/ccdc.csd.cc26ym0t
title: CCDC 2054246: Experimental Crystal Structure Determination

description: Related Article: Lan Fang, Yuntian Xiao, Chengtian Zhang, Zhenguo Gao, Songgu Wu, Junbo Gong, Sohrab Rohani|2021|CrystEngComm|23|7615|doi:10.1039/D1CE01080H
DOI: 10.17632/5mprf67hss.1
title: Data of a meta-analysis

description: Data extracted from included studies of a meta-analysis: the excess risks of mortality due to heat effects, cold effects, and heatwaves, at high and low air pollutants respectively.
DOI: 10.17632/6jwy2dwsmg.1
title: Re-ordering of Hadamard matrix using Fourier transform and gray-level co-occurrence matrix

description: The complete dataset of reconstructed images for simulation and experimental data resulting from the work detailed in the manuscript entitled "Re-ordering of Hadamard matrix using Fourier transform and gray-level co-occurrence matrix" authors. The file name indicates the reconstruction parameter as algorithm, image, order, sampling ratio, and added noise level.

Please use the manuscript citation along with the data-set citation when using this data.
DOI: 10.17632/ydskhmmmz4.3
title: Paraneoplastic Autoantibody Testing at an Academic Medical Center

description: Supplementary file 1: Data for 487 Mayo serum paraneoplastic panel orders (test code: PAVAL) on 483 unique patients.  The retrospective timeframe is December 1, 2008 through November 30, 2018.

Supplementary file 2: Data for 280 Mayo CSF paraneoplastic panel (test code: PAC1) orders on 276 unique patients.  The retrospective timeframe is January 6, 2009 through November 30, 2018.

Supplementary file 3: Data for 142 ARUP Laboratories NMDA receptor antibodies in CSF (test code: 2005164) orders on 135 unique patients.  The retrospective timeframe is November 19, 2012 through November 30, 2018.

Supplementary file 4: Data for 150 ARUP Laboratories NMDA receptor antibodies in serum (test code: 2004221) orders on 144 unique patients.  The retrospective timeframe is July 31, 2012 through November 30, 2018.

Supplementary file 5: Data for 56 ARUP Laboratories P/Q-type voltage-gated calcium channel (VGCC) antibodies in serum (test code: 2004890) orders on 45 unique patients.  The retrospective timeframe is July 25, 2012 through November 30, 2018.  

Supplementary file 6: Data for 110 ARUP Laboratories serum voltage-gated potassium channel (VGKC) antibodies  (test code: 3002046) orders on 107 unique patients.  The retrospective timeframe is July 25, 2012 through November 30, 2018.

Supplementary file 7: Data for 215 ARUP paraneoplastic reflexive panel in serum (test code: 2013955) orders on 205 unique patients.  The retrospective timeframe is October 8, 2015 through November 30, 2018.
DOI: 10.17632/xcm62gpxvk.1
title: Open Ventilator Evaluation Framework: A Synthesized Database of Regulatory Requirements and Technical Standards for Emergency Use Ventilators from Australia, Canada, UK, and US

description: The development of emergency use ventilators has attracted significant attention and resources during the COVID-19 pandemic. To facilitate mass collaboration and accelerate progress, many groups have adopted open-source development models, inspired by the long history of open-source development in software. According to the
Open-source Hardware Association (OSHWA), Open-source Hardware (OSH) is a term for tangible artifacts - machines, devices, or other physical things - whose design has been released to the public in such a way that anyone can make, modify, and use
them. One major obstacle to translating the growing body of work on open-source ventilators into clinical practice is compliance with regulations and technical standards for the effective performance and safety of medical devices. This is exacerbated by the inherent complexity of the regulatory process which is tailored to traditional centralized development models, as well as the rapid changes and alternative pathways that have emerged during the pandemic. As a step in addressing this challenge, this paper provides developers, evaluators, and potential users of emergency ventilators with the
first iteration of a pragmatic, open-source assessment framework that incorporates existing regulatory guidelines from Australia, Canada, the UK, and the USA. We also provide an example evaluation for one open-source emergency ventilator design. The evaluation process has been divided into three levels: 1. Adequacy of open-source project documentation; 2. Clinical performance requirements, and 3. Conformance with technical standards.
DOI: 10.17632/xs5nbm4w55.1
title: Simulated dataset of corn response to Nitrogen over thousands of fields and multiple years in Illinois

description: Nitrogen (N) fertilizer recommendations for corn (Zea mays L.) in the US Midwest have been a puzzle for several decades, without agreement among stakeholders for which methodology is the best to balance environmental and economic outcomes. Part of the reason is the lack of long-term data of crop responses to N over multiple fields since trial data is often limited in the number of soils and years it can explore. To overcome this limitation, we designed an analytical platform based on crop simulations run over millions of farming scenarios over extensive geographies. The database was calibrated and validated using data from more than four hundred trials in the region. This dataset can have an important role for research and education in N management, machine leaching, and environmental policy analysis. The calibration and validation procedure provides a framework for future gridded crop model studies. We describe dataset characteristics and provide thorough descriptions of the model setup.
DOI: 10.17632/29ntw7sh4r.4
title: Human breast cancer in situ capturing transcriptomics

description: Triplicates from 23 breast cancer patients with luminal a, luminal b, triple-negative, and HER2-positive subtypes. Please refer to metadata.csv for patient, replicate, and subtype associations.

All samples were produced using the protocol described in [1].

[1]: http://doi.org/10.1126/science.aaf2403

Changes in Version 4:
- Fix contributors list

Changes in Version 3:
- Added tumor annotation files

Changes in Version 2:
- Added indices to spot files
- Dropped sample with bad spot data (23901_C1)
DOI: 10.17632/9h6gpbhj5k.1
title: RTU-HVAC Real-Time Operating Data from Unit in Field

description: The purpose of collecting, creating, and publishing this dataset is to develop novel machine learning methods that can classify faults for datasets that are (1) collected real-time, (2) that are not labeled, and (3) that may be imbalanced. The hypothesis was that we would be able to classify HVAC faults with these conditions with an accuracy > 90%.  All the developed methods were able to classify all seven considered faults categories (UCC1, OCC1, UCC2, OCC2, CA, EA, NF); however, only five classes are identified and analyzed because there was no instance in the datasets for the UCC1 and OCC2 faults. The average accuracy of the supervised ML method for the baseline method was high (93.5%); however, the minority class (NF) classification accuracy was low (80.6%) because of the data imbalance. A combination of SVM and a novel unsupervised ML technique that utilizes k-NN labeling (Method 2) was developed. This method is very promising, as it shows a high average accuracy (94.9%) even with a few labeled data points and it can predict multiple faults in the same data point. This method also shows encouraging results for dealing with imbalanced datasets without the need for additional techniques to generate new data points to balance all classes. A combination of SVM, clustering, and unsupervised learning of k-NN labeling (Method 3) was developed. This method is limited to a scenario where only one fault at a time is present in the dataset; however, it is a powerful approach to deal with limited labeled data points. The highest average accuracy was achieved using 50 k-NN.  Interestingly, all OCC1 and UCC2 testing data points are correctly predicted, while there were a few data points that were misclassified for CA, EA, and NF. Even though the imbalanced dataset challenge can be handled by using different techniques, the main drawback of this method is the presence of multiple faults in the same data point. Finally, an ensemble method was developed to select between Methods 1 and 2 for each fault type. Rather than looking at the overall accuracy of each method, this method looks at the accuracy of each individual classifier (one classifier for each fault or class). This is useful when it is necessary to select between different methods (SVM or a combination of SVM and unsupervised ML of k-NN labeling) for each classifier, to achieve better predictions, and an overall higher average accuracy.
DOI: 10.17632/xr8dyzvrk3.1
title: Supplementary Material of "Exploratory study of battery aging analysis with machine learning models to complete multi-physical ones for more adaptable systems" publication by Challier et al., 2022 

description: Supplementary Material of "Exploratory study of battery aging analysis with machine learning models to complete multi-physical ones for more adaptable systems" publication by Challier et al., 2022.
This methodology can be used for other dataset.
DOI: 10.17632/7r47wftkgz.2
title: Sedimentary infill in Slovakian Tatra Mts. lakes: Acoustic survey data

description: This repository contains raw sub-bottom sonar (SBS) data about limnic infill and raw Autonomous Underwater Vehicle EcoMapper (AUVEM) data about bottom topography obtained on seven alpine and sub-alpine lakes in the Tatra mountains, Slovakia.
DOI: 10.17632/86wywbx3ps.1
title: Data on N-fixing and Pioneer tree spp

description: Evaluating how different tree species affect the microbial and physicochemical properties of technosols from combustion wastes and reclaimed mine soil (RMS) is vital in species selection to enhance restored ecosystem services. Therefore, the aim of this research was to evaluate the effect of pioneer and N-fixing tree species on the mine soil microbial and physicochemical properties under different substrate types. Common birch (Betula pendula Roth) and scots pine (Pinus sylvestris L.), as the commonly introduced species on RMS in eastern and central Europe, were selected as pioneer species, whereas black alder (Alnus glutinosa (L) Gaernt.) and black locust (Robinia pseudoacacia L.) were selected as N-fixer species. Soil samples were collected from different technosols and RMS developed under three substrates (fly ashes, clay, and sand) and measured for the content of total nitrogen (Nt), organic carbon (Corg), exchangeable calcium (Ca2+), exchangeable potassium (K+), exchangeable magnesium (Mg2+), C to N ratio (C:N), basal respiration rate (RESP) and microbial biomass. The research indicated that tested tree species influenced water holding capacity (WHC), Nt, C:N and RESP value. The highest Nt accumulation in soil was observed under N-fixing, but it did not transfer into higher organic carbon content under N-fixers. The soil under pine had a greater C:N ratio than soil under birch, alder and locust. The RESP rate was highest under birch. In terms of substrate type, RMS developed on Miocene clays exhibited higher carbon and macronutrient contents followed by ashes, whereas sands exhibited the lowest values of both physicochemical and microbial properties. The study suggested that both tree species and substrates affect microbial activities and physicochemical properties of RMS, however, the substrate effect is stronger.
DOI: 10.17632/79nmyyv99z.1
title: Establishment of a Human iPSC Reporter-Based Developmental Toxicity Assay that Detects FGF Signal Disruption

description: Python code for PubMed database mining. The keywords "(limb OR digit) AND (teratogen OR developmental toxicity) AND (pregnancy OR fetal OR fetus OR birth OR infant)" were input into PubMed, and hit articles with available abstracts were extracted. The sentences in the abstract were divided into individual words by natural language processing that includes morphological analysis.
DOI: 10.17632/2yrw73rwpn.1
title: Raw data for "Functionalized polysiloxanes with perylene diimides and poly(ethylene glycol): synthesis and properties"

description: Raw data related to the manuscript "Functionalized polysiloxanes with perylene diimides and poly(ethylene glycol): synthesis and properties"
DOI: 10.17632/5fs529b5bd.1
title: Financial risk management based on corporate social responsibility for sustainable development

description: The dataset contains the following statistics for a sample (based on the criterion of data availability) from 105 countries of the world:
- Total investment for 2000-2021, calculated by the International Monetary Fund;
- World giving index for 2021, calculated by the Charities Aid Foundation;
- Sustainable development index for 2021, calculated by UN.
DOI: 10.17632/3svnh2n84r.3
title: Electrical resistivity of Fe and Fe-3 wt%P at 5 GPa with implications for the Moon’s core conductivity and dynamo

description: These data are our original measured resistivity data during all experiments. Our data show that small amounts of light elements (e.g. phosphorus) in the lunar core have no significant impact on the core’s thermal conductivity. Also, the result implies that a thermal-driven lunar dynamo perhaps ended before 3.63-3.88 Ga.
DOI: 10.17632/f2sxh47t7b.1
title: Fe2O3,NORR

description: Fe2O3,NORR
DOI: 10.17632/npy5k8z69p.1
title: The foraminiferal distribution at Neolithic Daxie site, East China

description: Here we present the vertical distribution of foraminiferal assemblage in two profiles collected at a Neolithic site on the Daxie island, East China. The results indicated that the site evolved from tidal flat into freshwater environment at ca. 4900 cal yr BP. However, the occurrence of foraminifer in the cultural layer of Daxie Phase II indicates that the site had changed into a sea-salt production site at ca. 4400 cal yr BP, which is suggested to be a respone to the relative sea-level rise at that time.
DOI: 10.17632/8rddszh9d6.1
title: Atrax robustus behaviour

description: Behavioural responses to different threatening stimuli over time and across contexts in the funnel-web spider Atrax rubustus. The frequency of fang movements was assessed for prod stimulus (fang_agg), antipredator behaviour or puff of air (fang_bold), climb (Climbing frequency), and activity.
DOI: 10.17632/j4p4k4djn2.1
title: The Use of Journal Writing in Teaching English Writing

description: Abstract
This article tries to give an alternative way to improve students’ writing skills. Writing is still considered as the most difficult skill to be acquired since writing involves many aspects such as organization, content, mechanic, vocabulary, grammar etc. Writing is not only about product  but also about process. It is called journal writing. Journal writing provides students an opportunity to improve writing. There are some kinds of journal writing which can be applied in teaching and learning writing such as personal journal, reading logs, learning logs, etc.
Keywords: journal, writing, learning, improve, skills Abstrak
Artikel ini mencoba memberikan cara lain atau alternative yang mungkin dilakukan untuk meningkatkan kemampuan menulis siswa. Menulis masih dipandang sebagai salah satu dari empat kemampuan dalam pembelajaran bahsa Inggris yang sulit untuk dikuasai karena menulis itu sendiri adalah melibatkan beberapa aspek seperti susunan idea tau pemikiran, isi atau materi yang akan ditulis, kosakata, tata bahasa dan sebagainya. Teknik atau cara yang mungkin dapat digunakan untuk meningkatkan keterampilan menulis adalah journal writing. Ada beberapa jenis journal writing yang bias diaplikasikan oleh guru dan siswa dalam pembelajaran menulis seperti personal journal, reading logs, learning log dan sebagainya.
Kata kunci: jurnal, menulis, improve, learning, improve, keterampilan
DOI: 10.17632/ccnzpxng54.1
title: Data set used in the replication of an IR based test case prioritization techniques (IRCOV)

description: This data set represents the results of our replication experiment to replicate a Test Case Prioritization Based on Information Retrieval Concepts. 
The technique was initially proposed by Jung-Hyun Kwon, In-Young Ko (Dept. Of Comp. Science
KAIST, Daejeon, South Korea), Gregg Rothermel (Dept. of Comp. Science Univ. of Nebraska-Lincoln, NE), and Matt Staats (Univ. of Luxembourg, Luxembourg).  
All details about the experiment are documented in the paper titled "Lessons learned from replicating an information-retrieval based test case prioritization technique." 
The folder named CommonsCLI contains the results of successful replication of the test case prioritization technique based on coverage and information retrieval concepts. 
The folder contains both results from internal steps and the final results. The folder named LogsXmlSecurity presents the issues that we faced during the replication of this project. 
The folder named Log4J presents the partial replication results because due to less coverage of the tests cases, we could not replicate the underlying technique. 
And the Folder CommonsEmail also includes partial results, as we could not build the programs because of inappropriate mutants.
DOI: 10.17632/4rd4hrch68.1
title: The distribution of seed plants in the Qinghai-Tibetan Plateau

description: The distribution of seed plants in the Qinghai-Tibetan Plateau, with the format of grid cell unit.
DOI: 10.17632/2h773jgvbm.2
title: SRPES and STM data for Pd-In/HOPG

description: This dataset is for the Data in Brief article: "SRPES and STM data measured for the model bimetallic PdIn/HOPG catalysts: influence of mild post-synthesis oxidative treatment"
DOI: 10.17632/rv47hphk7n.1
title: The species list of seed plants in the Qinghai-Tibetan Plateau

description: The species list of seed plants in the Qinghai-Tibetan Plateau including Chinese endemic species, regional endemic species (species endemic to QTP), threatened species, and national protected species. The threatened species are classified as VU (Vulnerable), EN (Endangered), and CR (Critically endangered). The national protected species are classified as I (National Class I Protection plant) and II (National Class II Protection plant). The family and genus names of species are determined based on the Engler system.
DOI: 10.17632/77s5dw57dx.1
title: Data for: Description of Guam’s Extreme Rainfall Events Using Scaling Invariant Properties for Climate Change Assessment

description: Severe coastal erosion and flooding caused by extreme weather events threaten coral reefs and shallow coastal ecosystems. Because more intense and frequent extreme storms and subsequent floods are expected with climate change conditions, various hazard mitigation programs necessitate the understanding of current extreme rainfall characteristics over a given region. In this study, the scaling-GEV method is suggested to describe the regional patterns of extreme rainfalls, as well as to estimate sub-daily and sub-hourly AMPs using only measured daily AMPs. AMPs at these stations exhibit simple scaling behavior within two different time frames: (1) from 15 minutes to 45 minutes; and (2) from 45 minutes to 24 hours. The comparison study has indicated that the temporal downscaling model based on S3NCM is able to estimate accurately the observed quantiles using only daily AMPs. A new regional extreme rainfall analysis approach based on the scaling exponents is introduced in this study. Result shows distinct extreme rainfall patterns over Guam. Moreover, the numerical and graphical analyses identify that the typhoon brings on average about 3% of increase in daily AMPs on Guam.
DOI: 10.17632/k9m86px3k6.1
title: Children’s dynamic use of face- and behavior-based cues in an economic trust game

description: Data for study: Children’s dynamic use of face- and behavior-based cues in an economic trust game
DOI: 10.17632/52s2th2hmg.1
title: Supplementary Appendix - Contribution of Socioeconomic Risk Factors within a Diverse Mycosis Fungoides Cohort from Detroit, MI

description: Supplementary Appendix for "Contribution of Socioeconomic Risk Factors within a Diverse Mycosis Fungoides Cohort from Detroit, MI"
DOI: 10.17632/zfrsrrv598.1
title: Effect of a Chitosan-based Flame Retardant with a Caged Structure on Unsaturated Polyester Resin

description: A chitosan-based flame retardant with a caged structure of chitosan maleic acid mono (1-thio-phosa-4-hydroxymethyl-2,6,7-trioxa-bicyclic [2.2.2] octan-4-methylene) ester salt (CS-MA-SPEPA) is successfully synthesized well-characterized. The Cone Calorimeter (CC) results reveal the introduction of CS-MA-SPEPA into UPR matrix effectively reduce the HRR, TRR and SPR. More importantly, the incorporation of CS-MA-SPEPA suppresses the release of toxic gases (CO) from UPR matrix. The char residues results suggest the combination of CS-MA-SPEPA into UPR increase the degree of graphitization of the matrix and made char residues intumescent and tight, which could efficiently block the exchange of oxygen and heat.
DOI: 10.17632/43x3c9f6bs.2
title: Enzymatic Hydrolysis and Fermentation of Pea Protein Isolate and Its Effects on Potential Allergens, Functional Properties and Sensory Profile

description: The raw data for this publication are find in this DataSet.