cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.3926432
title: An Arabic Dataset for Disease Named Entity Recognition with Multi-Annotation Schemes

description: This is a novel data descriptor that provides the Arabic natural language processing community with a dataset dedicated to named entity recognition tasks for diseases. The dataset comprises more than 60 thousand words, which were annotated manually by two independent annotators using the inside-outside (IO) annotation scheme. To ensure the reliability of the annotation process, the inter-annotator agreements rate was calculated, and it scored 95.14\%. Due to the lack of research efforts in the literature dedicated for studying Arabic multi-annotation schemes, a distinguishing and a novel aspect of this dataset is the inclusion of six more annotation schemes that will bridge the gap by allowing the researchers to explore and compare the effects of these schemes on the performance of the Arabic named entity recognizers. These annotation schemes are IOE, IOB, BIES, IOBES, IE, and BI. Additionally, five linguistic features, including part-of-speech tags, stopwords, gazetteers, lexical markers, and the presence of the definite article, are provided for each record in the dataset.
DOI: 10.5281/zenodo.3926431
title: An Arabic Dataset for Disease Named Entity Recognition with Multi-Annotation Schemes

description: This is a novel data descriptor that provides the Arabic natural language processing community with a dataset dedicated to named entity recognition tasks for diseases. The dataset comprises more than 60 thousand words, which were annotated manually by two independent annotators using the inside-outside (IO) annotation scheme. To ensure the reliability of the annotation process, the inter-annotator agreements rate was calculated, and it scored 95.14\%. Due to the lack of research efforts in the literature dedicated for studying Arabic multi-annotation schemes, a distinguishing and a novel aspect of this dataset is the inclusion of six more annotation schemes that will bridge the gap by allowing the researchers to explore and compare the effects of these schemes on the performance of the Arabic named entity recognizers. These annotation schemes are IOE, IOB, BIES, IOBES, IE, and BI. Additionally, five linguistic features, including part-of-speech tags, stopwords, gazetteers, lexical markers, and the presence of the definite article, are provided for each record in the dataset.
DOI: 10.5281/zenodo.3925729
title: Supplementary materials for Arzi et al 2012: Humans can learn new information during sleep

description: Supplementary materials for Arzi et al 2012: Humans can learn new information during sleep: Arzi, A., Shedlesky, L., Ben-Shaul, M. <em>et al.</em> Humans can learn new information during sleep. <em>Nat Neurosci</em> <strong>15, </strong>1460–1465 (2012). https://doi.org/10.1038/nn.3193
DOI: 10.5281/zenodo.3925728
title: Supplementary materials for Arzi et al 2012: Humans can learn new information during sleep

description: Supplementary materials for Arzi et al 2012: Humans can learn new information during sleep: Arzi, A., Shedlesky, L., Ben-Shaul, M. <em>et al.</em> Humans can learn new information during sleep. <em>Nat Neurosci</em> <strong>15, </strong>1460–1465 (2012). https://doi.org/10.1038/nn.3193
DOI: 10.5281/zenodo.3701845
title: University of Kentucky files from LAPSE-RATE

description: This data set is a compilation of the quality-controlled thermodynamic and kinematic data (pressure, temperature, humidity, wind speed and direction) measured by the Unmanned Aerial Systems and fixed 2 m flux tower operated by the University of Kentucky during the LAPSE-RATE campaign from July 14, 2018 through July 18, 2018. V2 data set includes additional files not included in the V1 upload. V3 data set includes a .zip file containing all data files for more convenient downloading, as well as additional quality control on the SOLOW and BCT5D wind data.
DOI: 10.34644/laudatio-dev-wyrjc3mb7carcq9cunok
title: Fuerstinnenkorrespondenz
DOI: 10.18112/openneuro.ds002887.v1.0.1
title: Emotion Study
DOI: 10.5287/bodleian:bry9rwzrr
title: Metabolomics of 293T IDH1 mutant and wild-type cells
DOI: 10.7910/dvn/jgthxf/ukcdog
title: README.rtf

description: readme
DOI: 10.7910/dvn/jgthxf/0ny7c5
title: JaimoSiuData20190505.tab

description: data
DOI: 10.7910/dvn/jgthxf/ueokvj
title: bpass.m

description: band pass filter
DOI: 10.15139/s3/oijn6v
title: double row layout test problems

description: Test instances for double row layout problem with pairwise clearance requirements. Number of departments = {6, 8, 10, 12, 14, 16}
DOI: 10.5287/bodleian:nzz0abqzr
title: Metabolomics of U87-MG IDH1 mutant and wild-type cells
DOI: 10.5281/zenodo.3925656
title: SMartyMetrics Empirical Evaluation

description: SMartyMetrics Empirical Evaluation
description: Funded by CAPES/Brazil code 001
DOI: 10.5281/zenodo.3925655
title: SMartyMetrics Empirical Evaluation

description: SMartyMetrics Empirical Evaluation
description: Funded by CAPES/Brazil code 001
DOI: 10.17632/gh945hpwy3.1
title: The spectrum of COVID-19-associated dermatologic manifestations an international registry of 716 patients from 31 countries: Supplemental Appendix

description: Supplemental appendix
DOI: 10.25919/5efcf3d9b9542
title: Parkes observations for project P958 semester 2020APRS_20

description: Fast radio bursts (FRBs) continue to raise more questions than they answer. Until last year, only one burst – the only one known to repeat - had been localized to a bright radio nebula (either a young supernova remnant or pulsar wind nebulae) in a distant dwarf galaxy. Over the last three years searches with the Australian Square Kilometre Array Pathfinder (ASKAP) have detected 35 bursts, eight of which have been localised to host galaxies at redshifts ranging from 0.1 to 0.5. These bursts and their hosts are very unlike the repeater, suggesting there may be a dichotomy in the population. However one of the arcminute-localised ASKAP FRBs has recently been found to repeat. Here we propose to search and study repetitions in this FRB population. Our comprehensive sample and a dense monitoring campaign of well localised bursts, at a fluence limit more than 60 times lower than that of their detections to characterise the fraction of bursts that repeat. For bursts that repeat the unique wide bandwidth observations will be used to test leading models of burst emission.
DOI: 10.17632/7ckkgswjpx.1
title: Data for: 3D Modelling of MHD Mixed Convection Flow in a Vertical Duct

description: Simulation results of LM MHD flows in vertical ducts with applied heating. The heating type is either surface heating (surf) or volumetric heating with an exponential profile (vol). The flow direction is either up or down (up/down) and the wall conductivity ratio is either 0.12 (cond) or 0 (ins). These files are readable with Tecplot.
DOI: 10.5281/zenodo.3926779
title: Flexible surge capacity

description: Questionnaire and detailed results of Regional Capacity evaluation as foundation for a flexible surge capacity.
DOI: 10.5281/zenodo.3926778
title: Flexible surge capacity

description: Questionnaire and detailed results of Regional Capacity evaluation as foundation for a flexible surge capacity.
DOI: 10.5281/zenodo.3575197
title: Embedding Java Classes with code2vec - Java Datasets

description: This is a collection of Java class classification datasets (i.e., classify a class into one of a set of categories), collected for the research work '<strong>Embedding Java Classes with code2vec: Improvements from Variable Obfuscation</strong>'. These are shared for further research in static code analysis tasks (malware classification, author attribution, etc). Obfuscation & Pipeline Code: Download code2vec Models: Download
DOI: 10.5281/zenodo.3575196
title: Embedding Java Classes with code2vec - Java Datasets

description: This is a collection of Java class classification datasets (i.e., classify a class into one of a set of categories), collected for the research work '<strong>Embedding Java Classes with code2vec: Improvements from Variable Obfuscation</strong>'. These are shared for further research in static code analysis tasks (malware classification, author attribution, etc). Obfuscation & Pipeline Code: Download code2vec Models: Download
DOI: 10.5281/zenodo.3629569
title: Maximizing human effort for analyzing scientific images: a case study using digitized herbarium sheets

description: This directory contains "gold standard" set of phenological annotations of herbarium specimen photographs, in Acer_Prunus_gold_standard_phenological_data.csv. The methods used to generate these data are described in Brenskelle, L., R. P. Guralnick, M. Denslow, and B. J. Stucky. 2020. Maximizing human effort for analyzing scientific images: A case study using digitized herbarium sheets. Applications in Plant Sciences 8(6): e11370.
DOI: 10.5281/zenodo.3629568
title: Maximizing human effort for analyzing scientific images: a case study using digitized herbarium sheets

description: This directory contains "gold standard" set of phenological annotations of herbarium specimen photographs, in Acer_Prunus_gold_standard_phenological_data.csv. The methods used to generate these data are described in Brenskelle, L., R. P. Guralnick, M. Denslow, and B. J. Stucky. 2020. Maximizing human effort for analyzing scientific images: A case study using digitized herbarium sheets. Applications in Plant Sciences 8(6): e11370.
DOI: 10.5281/zenodo.3926720
title: data_set_deAnna_et_al_2020_chemotaxis_dispersion

description: Data set associated to the publication "Chemotaxis under flow disorder shapes microbial dispersion in porous media". It includes the following: i) images of bacterial distribution in a microfluidics porous medium replica while displaced by a continuously injected front of a solute triggering microbial chemotaxis towards positive gradients (attractant). ii) images of bacterial distribution in a microfluidics porous medium replica while displaced by a continuously injected front of a solute triggering microbial chemotaxis towards negative gradients (repellent). iii) images of a continuously injected front of fluorescent tracer. iv) images of a chemotaxis assay to characterize positive/negative chemotaxis towards/from a chemoattractant/repellent: no flow conditions, steady and homogeneous chemical gradient.
DOI: 10.5281/zenodo.3926719
title: data_set_deAnna_et_al_2020_chemotaxis_dispersion

description: Data set associated to the publication "Chemotaxis under flow disorder shapes microbial dispersion in porous media". It includes the following: i) images of bacterial distribution in a microfluidics porous medium replica while displaced by a continuously injected front of a solute triggering microbial chemotaxis towards positive gradients (attractant). ii) images of bacterial distribution in a microfluidics porous medium replica while displaced by a continuously injected front of a solute triggering microbial chemotaxis towards negative gradients (repellent). iii) images of a continuously injected front of fluorescent tracer. iv) images of a chemotaxis assay to characterize positive/negative chemotaxis towards/from a chemoattractant/repellent: no flow conditions, steady and homogeneous chemical gradient.
DOI: 10.5281/zenodo.3926808
title: Court of Justice of the EU case similarity and relevance analysis

description: Results and analyses of a study to measure the level of agreement between the citation network of judgements by the Court of Justice of the European Union (until December 2018), and the textual similarity of these judgements.
DOI: 10.5281/zenodo.3926660
title: Processed data from "Human and rat skeletal muscle single-nuclei multi-omic integrative analyses nominate causal cell types, regulatory elements, and SNPs for complex traits"

description: This is the processed data from our manscript "Human and rat skeletal muscle single-nuclei multi-omic integrative analyses nominate causal cell types, regulatory elements, and SNPs for complex traits"
DOI: 10.5281/zenodo.3926659
title: Processed data from "Human and rat skeletal muscle single-nuclei multi-omic integrative analyses nominate causal cell types, regulatory elements, and SNPs for complex traits"

description: This is the processed data from our manscript "Human and rat skeletal muscle single-nuclei multi-omic integrative analyses nominate causal cell types, regulatory elements, and SNPs for complex traits"
DOI: 10.3886/e116221v1-25201
title: Replication data for: Paying Not to Go to the Gym

description: How do consumers choose from a menu of contracts? We analyze a novel dataset from three U.S. health clubs with information on both the contractual choice and the day-to-day attendance decisions of 7,752 members over three years. The observed consumer behavior is difficult to reconcile with standard preferences and beliefs. First, members who choose a contract with a flat monthly fee of over $70 attend on average 4.3 times per month. They pay a price per expected visit of more than $17, even though they could pay $10 per visit using a 10-visit pass. On average, these users forgo savings of $600 during their membership. Second, consumers who choose a monthly contract are 17 percent more likely to stay enrolled beyond one year than users committing for a year. This is surprising because monthly members pay higher fees for the option to cancel each month. We also document cancellation delays and attendance expectations, among other findings. Leading explanations for our findings are overconfidence about future self-control or about future efficiency. Overconfident agents overestimate attendance as well as the cancellation probability of automatically renewed contracts. Our results suggest that making inferences from observed contract choice under the rational expectation hypothesis can lead to biases in the estimation of consumer preferences. (JEL D00, D12, D91)
DOI: 10.3886/e119966v2
title: Literature review of barriers of robotics adoption in construction

description: This research focused the analyses on a specific the region, the United States as a case study, to understand the challenges of adopting robotics in construction and the associated lessons learned. The goal of this study is to assemble, present specific and easily identifiable barriers that are documented in scientific literature, which in turn will support the construction profession and advance the adoption of robotics and its associated training and knowledge precisely for the U.S construction industry.
DOI: 10.3886/e119966v1
title: Literature review of Web of science database

description: This research focused the analyses on a specific the region, the United States as a case study, to understand the challenges of adopting robotics in construction and the associated lessons learned. The goal of this study is to assemble, present specific and easily identifiable barriers that are documented in scientific literature, which in turn will support the construction profession and advance the adoption of robotics and its associated training and knowledge precisely for the U.S construction industry.
DOI: 10.3886/e120144v1
title: Understanding Loan Aversion

description: Although prior research has suggested that some students may be averse to taking out loans to finance their college education,there is little empirical evidence showing the extent to which loan aversion exists or how it affects different populations of students. This study provides the first large-scale quantitative evidence of levels of loan aversion in the United States. Using survey data collected on more than 6,000 individuals, we examine the frequency of loan aversion in three distinct populations: high school seniors, community college students, and adults without a college degree.<br>
DOI: 10.3886/e120144
title: Understanding Loan Aversion

description: Although prior research has suggested that some students may be averse to taking out loans to finance their college education,there is little empirical evidence showing the extent to which loan aversion exists or how it affects different populations of students. This study provides the first large-scale quantitative evidence of levels of loan aversion in the United States. Using survey data collected on more than 6,000 individuals, we examine the frequency of loan aversion in three distinct populations: high school seniors, community college students, and adults without a college degree.<br>
DOI: 10.3886/e115487v1
title: The Impact of Insurance Expansions on the Already Insured: The Affordable Care Act and Medicare

description: Some states have not adopted the Affordable Care Act (ACA) Medicaid expansions due to concerns that the expansions may impair access to care and utilization for those who are already insured. We investigate such negative spillovers using a large panel of Medicare beneficiaries. Across many subgroups and outcomes, we find no evidence that the expansions reduced utilization among Medicare beneficiaries, and can rule out all but very small changes in utilization or spending. These results indicate that the expansions in Medicaid did not impair access to care or utilization for the Medicare population.
DOI: 10.3886/e115487
title: The Impact of Insurance Expansions on the Already Insured: The Affordable Care Act and Medicare

description: Some states have not adopted the Affordable Care Act (ACA) Medicaid expansions due to concerns that the expansions may impair access to care and utilization for those who are already insured. We investigate such negative spillovers using a large panel of Medicare beneficiaries. Across many subgroups and outcomes, we find no evidence that the expansions reduced utilization among Medicare beneficiaries, and can rule out all but very small changes in utilization or spending. These results indicate that the expansions in Medicaid did not impair access to care or utilization for the Medicare population.
DOI: 10.21227/gkvy-yx79
title: ERA Dataset

description: Along with the increasing use of unmanned aerial vehicles (UAVs), large volumes of aerial videos have been produced. It is unrealistic for humans to screen such big data and understand their contents. Hence methodological research on the automatic understanding of UAV videos is of paramount importance. In this paper, we introduce a novel problem of event recognition in unconstrained aerial videos in the remote sensing community and present a large-scale, human-annotated dataset, named ERA (Event Recognition in Aerial videos), consisting of 2,864 videos each with a label from 25 different classes corresponding to an event unfolding 5 seconds. The ERA dataset is designed to have a significant intra-class variation and inter-class similarity and captures dynamic events in various circumstances and at dramatically various scales. Moreover, to offer a benchmark for this task, we extensively validate existing deep networks. We expect that the ERA dataset will facilitate further progress in automatic aerial video comprehension. The website is \url{https://lcmou.github.io/ERA_Dataset/}.
DOI: 10.5281/zenodo.3926851
title: Air–water exchange and gas-particle partitioning of polycyclic aromatic hydrocarbons (PAHs) in coral reef areas of the South China Sea

description: Supporting information
DOI: 10.5519/qd.sp18msr3
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.5281/zenodo.3609355
title: ClaimBuster: A Benchmark Dataset of Check-worthy Factual Claims

description: The ClaimBuster dataset consists of statements extracted from all U.S. general election presidential debates (1960-2016) along with human-annotated check-worthiness labels where each sentence is categorized into one of the three categories: non-factual statement, unimportant factual statement, and check-worthy factual statement. If you use this dataset, please cite the following paper: @inproceedings{arslan2020claimbuster,<br> title={{A Benchmark Dataset of Check-worthy Factual Claims}},<br> author={Arslan, Fatma and Hassan, Naeemul and Li, Chengkai and Tremayne, Mark },<br> booktitle={14th International AAAI Conference on Web and Social Media},<br> year={2020},<br> organization={AAAI}<br> }
description: The work is partially supported by NSF grants IIS-1408928, IIP-1565699, IIS-1719054, OIA-1937143, a Knight Prototype Fund from the Knight Foundation, and subawards from Duke University as part of a grant to the Duke Tech & Check Cooperative from the Knight Foundation and Facebook. Any opinions, findings, and conclusions or recommendations expressed in this publication are those of the authors and do not necessarily reflect the views of the funding agencies.
DOI: 10.5281/zenodo.3926908
title: What Makes a Popular Academic AI Repository?

description: This package is used for replicating experiments in the paper "What makes a popular AI academic repository"
DOI: 10.5281/zenodo.3607025
title: What Makes a Popular Academic AI Repository?

description: This package is used for replicating experiments in the paper "What makes a popular AI academic repository"
DOI: 10.3886/e112903
title: Replication data for: Gross Worker Flows over the Business Cycle

description: We build a hybrid model of the aggregate labor market that features both standard labor supply forces and frictions in order to study the cyclical properties of gross worker flows across the three labor market states: employment, unemployment, and nonparticipation. Our parsimonious model is able to capture the key features of the cyclical movements in gross worker flows. Despite the fact that the wage per efficiency unit is constant over time, intertemporal substitution plays an important role in shaping fluctuations in the participation rate.
DOI: 10.5281/zenodo.3923728
title: Annual 30-m land use/land cover maps of China for 1980–2015 from the integration of AVHRR, MODIS and Landsat data using the BFAST algorithm

description: This package supplements the following paper entitled “Annual 30-m land use/land cover maps of China for 1980–2015 from the integration of AVHRR, MODIS and Landsat data using the BFAST algorithm” published with Science China Earth Sciences.
DOI: 10.5281/zenodo.3923727
title: Annual 30-m land use/land cover maps of China for 1980–2015 from the integration of AVHRR, MODIS and Landsat data using the BFAST algorithm

description: This package supplements the following paper entitled “Annual 30-m land use/land cover maps of China for 1980–2015 from the integration of AVHRR, MODIS and Landsat data using the BFAST algorithm” published with Science China Earth Sciences.
DOI: 10.14457/tu.the.2019.225
title: การศึกษาความเป็นไปได้การพัฒนาที่ดินเปล่าในบริเวณสาทร-เจริญราษฎร์

description: โครงการเพลาตั้งอยู่บริเวณซอยเจริญราษฎร์ 7 แยก 7-5 แขวงบางโคล่ เขตบางคอแหลม กรุงเทพมหานคร เนื้อที่ดิน 2-0-31.5 ไร่ (3,324 ตารางเมตร) การศึกษาในเบื้องต้นได้ทำการกลั่นกรองแนวคิด ประกอบไปด้วยการศึกษาวิเคราะห์ด้านข้อกำหนดกฎหมาย, ลักษณะทางกายภาพ,ด้านการตลาด และการเงินเบื้องต้น จากการศึกษานั้นพบว่าประเภทอสังหาริมทรัพย์ที่มีความเป็นไปได้มากที่สุดคือ ที่อยู่อยู่อาศัยประเภททาวน์โฮม เนื่องจากมีความต้องการทางตลาด มีกลุ่มลูกค้ารองรับและสามารถกำหนดราคาได้ใกล้เคียงกับราคาตลาด จากการวิเคราะห์อุปสงค์-อุปทาน คู่แข่งรวมถึงการสัมภาษณ์กลุ่มเป้าหมายและผู้ประกอบการเพื่อกำหนดรูปแบบโครงการให้ตรงกับความต้องการของลูกค้านั้น ได้สรุปออกมาเป็นรูปแบบโครงการเป็นทาวน์โฮม 3.5 ชั้น มีจำนวน 17 ยูนิต แบ่งเป็น 3 รูปแบบ พื้นที่ใช้สอยเริ่มต้น 160 ตร.ม. พื้นที่ดิน 21.5 ตร.วา มีราคาเริ่มต้น 9.5 ล้านบาท หรือ 420,000 บาท/ตร.วา โดยมีกลุ่มลูกค้าเป้าหมายคือกลุ่มครอบครัวสมัยใหม่, เจ้าของธุรกิจ Start Up และครอบครัวขยายจากแหล่งที่อยู่อาศัยเดิม มีความต้องการที่อยู่อาศัยใจกลางเมืองราคาไม่เกิน 10 ล้านบาท โครงการมีการออกแบบสไตล์ Modern Torpical เพื่อให้เหมาะสมกับสภาพภูมิประเทศและง่ายต่อการตกแต่งดูแลรักษา ด้านการเงินสรุปมูลค่าโครงการรวม 189 ล้านบาท ใช้เงินลงทุน 147 ล้านบาท มูลค่าปัจจุบันสุทธิ 12 ล้านบาท มีอัตราผลตอบแทนภายในที่ 28% กำไรสุทธิ 16% และสามารถปิดการขายได้ภายใน 24 เดือนนับจากวันเปิดตัวโครงการ เมื่อวิเคราะห์ความเสี่ยงด้านปัจจัยที่มีผลกระทบต่ออัตราผลตอบแทนโครงการและวิเคราะห์ความอ่อนไหวของผลตอบแทนมีผลสรุปที่สามารถยอมรับได้ จึงสรุปได้ว่าโครงการเพลามีความเป็นไปได้ในการลงทุน