cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25632429.v3
title: A national longitudinal dataset of skills taught in U.S. higher education curricula

description: Higher education plays a critical role in driving an innovative economy by equipping students with knowledge and skills demanded by the workforce. While researchers and practitioners have developed data systems to track detailed occupational skills, such as those established by the U.S. Department of Labor (DOL), much less effort has been made to document skill development in higher education at a similar granularity.Here, we fill this gap by presenting a longitudinal dataset of skills inferred from over three million course syllabi taught at nearly three thousand U.S. higher education institutions.To construct this dataset, we apply natural language processing to extract from course descriptions detailed workplace activities (DWAs) used by the DOL to describe occupations. We then aggregate these DWAs to create skill profiles for institutions and academic majors. Our dataset offers a large-scale representation of college-educated workers and their role in the economy.To showcase the utility of this dataset, we use it to 1) compare the similarity of skills taught and skills in the workforce according to the US Bureau of Labor Statistics, 2) estimate gender differences in acquired skills based on enrollment data, 3) depict temporal trends in the skills taught in social science curricula, and 4) connect college majors' skill distinctiveness to salary differences of graduates.Overall, this dataset can enable new research on the source of skills in the context of workforce development and provide actionable insights for shaping the future of higher education to meet evolving labor demands especially in the face of new technologies.<b>Citation</b>:The preprint is available here:https://arxiv.org/abs/2404.13163 If you are using the dataset, please use the following citation:<pre>@article{sabet2024national,<br> title={A national longitudinal dataset of skills taught in US higher education curricula},<br> author={Sabet, Alireza Javadian and Bana, Sarah H and Yu, Renzhe and Frank, Morgan R},<br> journal={arXiv preprint arXiv:2404.13163},<br> year={2024}<br>}<br></pre>
DOI: 10.17632/6pkcy497v7
title: Barcode counts for heterozygous yeast for genes related to the chaperone system

description: Haploinsufficiency Chemical Genomic Profiling (HIP) approach is based on the premise that yeast containing a gene expressed in heterozygosis will become hypersensitive to an inhibitor targeting the product of this gene. Here we treated a pool containing ~6000 heterozygous yeast strains with sublethal doses of violacein or vehicle control for further barcode counts comparisson. The BioProject accession number of the SRA database generated from this work is PRJNA689872. In order to guarantee reproducibility of our results, all the code we used to process the data is available in a public databank (https://zenodo.org/record/4443837).
DOI: 10.6084/m9.figshare.1562284.v2
title: South Seattle Streets Renamed

description: Streets renamed in Columbia City, South Park, south Beacon Hill, and other surrounding areas annexed into Seattle in 1907. Transcribed from http://clerk.seattle.gov/~archives/Ordinances/Ord_17213.pdfI have added a transcription of 17506 as well which has a smaller set of streets in this area.
DOI: 10.6084/m9.figshare.24012429.v1
title: data for 05_channel_jsi

description: see repo for info
DOI: 10.6084/m9.figshare.28624694.v1
title: Comparison of Six-week Velocity-Based Training versus Percentage-Based Training Programs on Lower-Body Strength and Sticking Region in Squat Exercises

description: This study compared the effects of Velocity-Based Training (VBT) and Percentage-Based Training (PBT) on lower-body strength and the sticking region in squat exercises among resistance-trained males over six weeks intervention. Twenty resistance-trained males were randomized to train under a 10% velocity loss threshold VBT group(n=10, Age = 21.96 ± 2.27, height = 1.79 ± 0.04 m, weight = 70.98 ± 6.16 kg) or traditional PBT group (n=10, Age = 22.12 ± 2.38, height = 1.78 ± 0.02 m, weight = 74.14 ± 4.87 kg), each training twice weekly for six weeks. The study measured changes in squat one-repetition maximum (1RM), relative strength, countermovement jump (CMJ), standing long jump (SLJ), duration of the sticking region, and average velocity in the sticking region using pre-test and post-test. Results indicated significant improvements in squat 1RM, relative strength, and CMJ for both groups, with no significant changes in sticking region velocity (p &gt; 0.05). Except for squat 1RM improvements (p &lt; 0.01), no other significant differences were noted between groups post-intervention (p &gt; 0.05). In conclusion, both interventions significantly enhanced lower-body strength, with the VBT regimen showing greater effectiveness. Neither approach significantly altered the duration or velocity of the sticking region, though the PBT regimen yielded more favorable improvements in sticking region performance. These findings suggest that differences in muscle adaptation and strength qualities between regimens might explain the varied impacts on the sticking region. Future research could explore these aspects to further refine training strategies for improving sticking region performance across various movement phases.<br><br>Data collection device: https://www.mdpi.com/1424-8220/23/5/2435This study is being submitted for publication, and more details will be updated after acceptance.<br>
DOI: 10.6084/m9.figshare.28722137.v1
title: Table_S2.dge_t-test_tumor_vs_healthy_tumorDGEs.csv

description: <b>Table S2. </b>Differentially expressed genes (DEGs) tumor vs healthy area obtained by Visium platform (t-test).
DOI: 10.6084/m9.figshare.4823518.v3
title: Instances and solutions of the article "Repayment policy for multiple loans", Plos-one PloS one 12 (4), e0175782, 2017

description: <pre>Instances and Gurobi code in C++ for the article: </pre><pre><pre>Repayment policy for multiple loans</pre><pre>Plos-one</pre><pre>Yasmin Agueda Rios-Solis</pre><pre>Mario Alberto Saucedo-Espinosa</pre><pre>Gabriel Arturo Caballero-Robledo</pre><pre>2017</pre></pre> <pre><br></pre>
DOI: 10.17632/6pf936739y
title: Annual salaries of the athletes from 11 professional sports

description: The data on the annual salaries of the athletes from 11 professional sports are in 2019 or the latest. The 11 professional sports are the Women's National Basketball Association (WNBA), the English Premier League (EPL), the National Football League (NFL), the National Hockey League (NHL), the Major League Baseball (MLB), the National Basketball Association (NBA), the Professional Golfers' Association of America (PGA), the Ladies Professional Golf Association (LPGA), the Major League Soccer (MLS), the Association of Tennis Professionals (ATP), and the Women's Tennis Association (WTA).
DOI: 10.17632/vxd89xvktf
title: Beishan thermochronology 2022

description: We report apatite (U-Th)/He thermochronology from the Beishan fold-thrust belt, central Asia. Based on these data, we  interpret ~140-133 Ma cooling in the Early Cretaceous to reflect hanging wall exhumation during thrust slip along the Hongqishan thrust in the Hongliudaquan area, southeastern Beishan. And we infer that the normal slip of the Suosuojing fault was responsible for footwall exhumation at ~124‒115 Ma in the Early Cretaceous. The late Mesozoic development of the Beishan fold-thrust belt in central Asia should be a far-field response to the closure of the Mongol‒Okhostk Ocean in the north and the Lhasa‒Qiangtang collision in the south, followed by collapse of thickened crust that triggered the post-thrusting extensional deformation.
DOI: 10.6084/m9.figshare.24137409.v1
title: Data and Codes for <i>Bayesian surprise intensifies pain in a novel visual-noxious association</i><i>. </i>

description: Behavioral data (pain raiting) and codes for statistical analysis and modeling
DOI: 10.6084/m9.figshare.26888749.v2
title: Jhang et al., (2024) Nature Neuroscience. "A top-down slow breathing circuit that alleviates negative affect"

description: Source Data related to Jhang et al., (2024) Nature Neuroscience
DOI: 10.6084/m9.figshare.7677197.v1
title: Behavioral assessment of shelter dogs submitted to different methods of environmental enrichment

description: ABSTRACT: Environmental enrichment is a dynamic process consisting of a set of activities designed to meet the ethological and psychological needs of animals. It stimulates the natural behavior of each animal species improving the well-being of the individual and avoiding the development of stereotyped behaviors. The present study aimed to assess the potential benefits that four different types of environmental enrichment would bring to the quality of life of shelter dogs. Twenty dogs were observed for 6 hours daily for 5 consecutive days in the first week in order to assess and document their behavior patterns in an experimental kennel. Between the second to the fourth week, 3 forms of game and 1 type of food enrichment were used in the first 4 days of each week. On the fifth day of each week, behavioral patterns were recorded and later compiled and analyzed according to the Tukey test. Statistical analysis showed significant differences in behaviors associated with lying down, standing up, and licking. Based on our findings, we concluded that the use of environmental enrichment methods through different types of games and toys in shelters decreased signs of depression and stereotyped behavior of kennelled dogs. Results of the present study showed that these tools may help improve life quality of these animals.
DOI: 10.6084/m9.figshare.8275190.v1
title: Clinical trial data of advanced pancreatic cancer

description: This is the raw data sort from the clinical trials about the treatment on advanced pancreatic cancer
DOI: 10.17632/vb8fxrhjt9
title: Multidimensional poverty and growth: Evidence from India 1998–2021

description: Data for the paper "Multidimensional poverty and growth: Evidence from India 1998–2021"
DOI: 10.6084/m9.figshare.24257263.v1
title: Table summarizing the literature on clinical presentation of children with NTS bloodstream infection in sub-Saharan Africa.

description: Systematic literature review of studies presenting data on clinical presentation of children with non-typhoidal <i>Salmonella</i> (NTS) bloodstream infection in sub-Saharan Africa. The PubMed search string was:<b> </b><i>Salmonella</i> [TIAB] AND (non-typh*[TIAB] OR nontyph*[TIAB] OR typhimurium[TIAB] OR enteritidis[TIAB]) AND (bacterem*[TIAB] OR bacteraem*[TIAB] OR "blood culture"[TIAB] OR "bloodstream infection"[TIAB] OR sepsis [TIAB] OR invasive [TIAB])). Systematic review of studies presenting treatment efficacy data for NTS bloodstream infection was previously published by Tack et al. in BMC Medicine in 2020.
DOI: 10.6084/m9.figshare.25918588.v1
title: <i>M. sativa</i><i> </i>cultivar Zhongmu No. 1

description: Modified GTF file
DOI: 10.6084/m9.figshare.3547530.v1
title: Appendix A. Spatial CVs.

description: Spatial CVs.
DOI: 10.6084/m9.figshare.5827695.v1
title: Databook for Nature Energy perspective on coal to gas generation

description: A spreadsheet containing the data used to produce the Figures in the Nature Energy publication - ' Rapid fuel switching from coal to natural gas through effective carbon pricing'<br>
DOI: 10.17632/29zmmnyj7h
title: coastal GWL prediction

description: Raw output and analysis scripting for prototype tests associated with the paper 'A hybrid machine learning model for predicting the groundwater level in a coastal aquifer.'
DOI: 10.6084/m9.figshare.12885299.v1
title: WDI R Package: A Use Case

description: Access global development data through the WDI API.
DOI: 10.6084/m9.figshare.25771062.v2
title: DeepEnzyme

description: Turnover numbers (<i>k</i><sub>cat</sub>), which indicate an enzyme's catalytic efficiency, have a wide range of applications in fields including protein engineering and synthetic biology. Experimentally measuring the enzymes’ <i>k</i><sub>cat</sub> is always time-consuming. Recently, the prediction of <i>k</i><sub>cat</sub> using deep learning models has mitigated this problem. However, the accuracy and robustness in <i>k</i><sub>cat </sub>prediction still needs to be improved significantly, particularly when dealing with enzymes with low sequence similarity compared to those within the training dataset. Herein, we present DeepEnzyme, a cutting-edge deep learning model that combines the most recent Transformer and Graph Convolutional Network (GCN) to capture the information of both the sequence and 3D structure of a protein. To improve the prediction accuracy, DeepEnzyme was trained by leveraging the integrated features from both sequences and 3D structures. Consequently, our model exhibits remarkable robustness when processing enzymes with low sequence similarity compared to those in the training dataset by utilizing additional features from high-quality protein 3D structures. DeepEnzyme also makes it possible to evaluate how point mutations affect the catalytic activity of the enzyme, which helps identify residue sites that are crucial for the catalytic function. In summary, DeepEnzyme represents a pioneering effort in predicting enzymes’ <i>k</i><sub>cat</sub> values with improved accuracy and robustness compared to previous algorithms. This advancement will significantly contribute to our comprehension of enzyme function and its evolutionary patterns across species.
DOI: 10.6084/m9.figshare.28416131.v1
title: Microbiota-reprogrammed phosphatidylcholine inactivates cytotoxic CD8+ T cells through UFMylation via exosomal SerpinB9 in multiple myeloma

description: These data include FACS and image data for our manuscript titled "Microbiota-reprogrammed phosphatidylcholine inactivates cytotoxic CD8 T cells through UFMylation via exosomal SerpinB9 in multiple myeloma".
DOI: 10.17632/7grtvby7nz
title: Excitatory SST neurons in the medial paralemniscal nucleus control repetitive self-grooming and encode reward

description: The excel data and the original data (uncropped, unmodified images) for figures.
DOI: 10.17632/yv9mpth5zk
title: Code for "Reserve Accumulation, Growth and Financial Crises"

description: Code for replicating simulations for Reserve Accumulation, Growth and Financial Crises
DOI: 10.6084/m9.figshare.17213441.v2
title: Occupational Therapists’ School-based Interventions: a scoping review about outcomes and tiers of support

description: These data support the findings of the study Occupational Therapists' School-Based Interventions: A Scoping Review About Outcomes and Tiers of Support. There are two Microsoft excel sheets available: Descriptive Characteristics and Interventions' ingredients.The characteristics of the 46 articles included in this review are available in the first one. This sheet includes: full references, years of publication, language in which the articles were written, the country in which the studies took place, the primary aim of the articles, outcome measures, the characteristics of the schools in which the studies were conducted, and the characteristics of the samples. These are all presented depending on the methodological design of each of the papers. These data supported the findings of the occupational therapy outcomes addressed by these papers.The ingredients of the 44 interventions analysed in this review are available in the second sheet. This sheet includes: the name of the intervention, the reference, the focus of the intervention (why), the materials used and the procedures carried out (what), who provided it, the mechanism and people involved (how), the location and infrastructure used (where), the duration of the whole intervention and the number of sessions including their schedule and duration (when and how much), and the planned and actual fidelity measures (how well). These aspects were based on the TIDER Checklist. These interventions were classified according to their aims in nine groups: collaborative consultation, mental health, transition, handwriting, fine-motor skills, visual-motor skills, visual and fine motor skills, behaviour and participation. These data were used to classify the interventions according to a multi-tiered perspective. This classification is also available in this sheet.
DOI: 10.6084/m9.figshare.8241410.v1
title: SH transcriptome-S1.xlsx

description: After the quality control of the original transcriptomic data, we used Bowtie2 to compare clean reads to the reference gene sequence , and then RSEM<sup> </sup> was used to calculate the expression levels of genes and transcripts. The results in the table S1 showed that most genes in <i>P. aeruginosa</i> were expressed under both conditions. In order to reflect the correlation of gene expression between samples, Pearson correlation coefficients of all gene expression amounts between every samples were calculated, and then expression amount distribution analysis were performed. The obtained results are shown in Fig. S1A below. According to the gene expression level of each sample, a total of 2047 differentially expressed genes were detected by the threshold of fold changes&gt;2, Q value&lt;0.001, of which 368 genes were up-regulated and 1679 genes were down-regulated. The quantity of down regulated genes are significantly larger than the up-regulated genes. The results are shown in volcanic map of Fig. S1B.
DOI: 10.6084/m9.figshare.21641027.v1
title: The scope of virtual reality in dental radiology education - A systematic review

description: The scope of virtual reality in dental radiology education - A systematic review
DOI: 10.6084/m9.figshare.25962715.v1
title: Improving Process Trees - Event Log

description: The dataset includes 10 event logs that can be used to experiment with improved process tree methods.·Airline Process.xes: The data set is a real event log of a certain business process of an airline, and the activities in the log have been blurred for information security protection.·ICP.anon.xes: Incoming document handling at an insurance company, 12391 process instances (1411 distinct), 65653 events, 70 activity types.·KIM.anon.xes: Helpdesk process of an ICT service at a University, 24770 process instances (1174 distinct), 124217 events, 18 activity types.·MCRM.anon.xes: CRM process at a manufacturing company, 956 process instances (212 distinct), 11218 events, 22 activity types.·Receipt phase of an environmental permit application process (‘WABO’), CoSeLoG project.xes: This data originates from the CoSeLoG project executed under NWO project number 638.001.211. Within the CoSeLoG project the (dis)similarities between several processes of different municipalities in the Netherlands has been investigated. This event log contains the records of the execution of the receiving phase of the building permit application process in an anonymous municipality.·DomesticDeclarations.xes: This file contains the Domestic Declarations: 10,500 cases, 56,437 events Parent item: BPI Challenge 2020 The dataset contains events pertaining to two years of travel expense claims.·InternationalDeclarations.xes: This file contains the events related to International Declarations: 6,449 cases, 72151 events Parent item: BPI Challenge 2020 The dataset contains events pertaining to two years of travel expense claims.·PrepaidTravelCost.xes: This file contains the events related to prepaid travel costs Parent item: BPI Challenge 2020 The dataset contains events pertaining to two years of travel expense claims.·RequestForPayment.xes: This dataset contains the event related to Requests for Payment (should not be travel related): 6,886 cases, 36,796 events. Technically, they should not be linked to travels, but sometimes they can be (this is an unwanted deviation) Parent item: BPI Challenge 2020 The dataset contains events pertaining to two years of travel expense claims.·helpdesk.xes:This data is a public event log, the details of which have been blurred.
DOI: 10.6084/m9.figshare.28147100.v1
title: Construct Phrases Database.pdf

description: a Database of all construct phrases in 6 compositions from the bible and from the DSS.
DOI: 10.6084/m9.figshare.28458701.v1
title: H&E_PAS_non-PAS

description: H&E of PAS site (A3) and non-PAS site (A9) imaged by Zeiss Axioscan 7.
DOI: 10.17632/ddj8ygdjbd
title: Data for: Data-driven mapping of the spatial distribution and potential changes of frozen ground over the Tibetan Plateau

description: Permafrost map and maximum thickness of seasonally frozen ground (MTSFG) map over the Tibetan Plateau during the baseline period (2003-2010) generated from statistics and machine learning algorithms
DOI: 10.6084/m9.figshare.26828953.v1
title: CldNetV2 - 202208

description: Retrieval of all-day cloud property based on satellite remote sensing dataGithub page: https://github.com/metdai/PMD-CldNetV2
DOI: 10.6084/m9.figshare.19185092.v1
title: Critical current characterisation of Shanghai Superconductor Low Field High Temperature 2G HTS superconducting wire

description: Detailed measurements of the critical current of a commercial 2G HTS REBCO wire as a function of temperature, magnetic field, and field angle, performed at the Robinson Research Institute of Victoria University of Wellington.
DOI: 10.6084/m9.figshare.25532843.v1
title: Constitutive model of an additively manufactured combustor material at high-temperature load conditions

description: In this paper, the high-temperature constitutive behaviour of an additively manufactured ductile nickel-based superalloy is investigated and modelled, with application to thermomechanical fatigue, low-cycle fatigue and creep conditions at temperatures up to 800∘C. Thermomechanical fatigue tests have been performed on smooth specimens in both in-phase and out-of-phase conditions at a temperature range of 100−800∘C, and creep tests at 625∘C, 700∘C, 750∘C and 800∘C. Additionally, low-cycle fatigue tests at different strain ranges and load ratios have been performed at 700∘C, and tensile tests have been performed at 600∘C, 700∘C and 800∘C. A clear anisotropic mechanical response is obtained in the experiments, where the anisotropic effects are larger at high stress levels in creep loadings. To capture this behaviour, a rate-dependent strain based on a double-Norton model has been adopted in the model, by which the creep and mid-life response of the thermomechanical fatigue tests can be simulated with good accuracy.
DOI: 10.6084/m9.figshare.27867288.v1
title: DDML analysis data and code

description: Using the DDML package in Stata software to analyze the impact of armed conflicts on cropland dynamics before and after their occurrence.
DOI: 10.6084/m9.figshare.27967795.v1
title: Additional file 1 from Eco-evolutionary dynamics of host-microbiome interactions in a natural population of closely related mice subspecies and their hybrids

description: Spreadsheet containing description and references of the primer pairs targeting different marker genes and regions used for amplification of multiple fragments (amplicons) used in the Fluidigm Access Array 48 x 48 (Fluidigm, San Francisco, California, USA), for the samples from the wild-derived and wild-caught mice.
DOI: 10.17632/d3s5bgpky2
title: Cyclic data

description: Excel files with raw data from MTS controller and calculated columns for quantities such as stress and strain.
DOI: 10.6084/m9.figshare.17073785.v1
title: XRD data of silica xerogel synthesized from corn husk via the sol-gel method

description: X-ray diffractograms of silica xerogel synthesized from corn husk via the sol-gel method
DOI: 10.6084/m9.figshare.20522211.v2
title: practice

description: practice