cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/icpsr38469
title: Subsidized and Transitional Employment Demonstration (STED), Minnesota, 2014-2019
title: Archival Version

description: Minnesota's Temporary Assistance for Needy Families (TANF) program, called the Minnesota Family Investment Program (MFIP), provides a full range of employment services to families receiving MFIP benefits, including job readiness workshops and job search assistance. However, in 2014, despite Minnesota's strong labor market, some MFIP recipients were unable to find employment. The state funded the Minnesota Subsidized and Transitional Employment Demonstration (MSTED) to improve the employment outcomes of MFIP recipients who were not able to find employment after receiving MFIP services for six months or more. MSTED placed participants into two different types of subsidized employment based on their job readiness - either in temporary paid work experience in the nonprofit and public sectors for participants who were less job-ready participants or in subsidized jobs in the private sector designed to roll over into permanent unsubsidized positions for the more job-ready participants. The evaluation of MSTED, conducted as a randomized controlled trial, included an implementation study, an impact study, and a cost analysis. These data are a Fast Track Release and are distributed as they were received from the data depositor. The files have been zipped for release, but not checked or processed.
description: The purpose of this study was to evaluate the Minnesota Subsidized and Transitional Employment Demonstration (MSTED) program as part of the Subsidized and Transitional Employment Demonstration (STED) project.
description: The Minnesota Subsidized and Transitional Employment Demonstration (MSTED) placed participants into two different types of subsidized employment based on their job readiness - either in temporary paid work experience in the nonprofit and public sectors for participants who were less job-ready participants or in subsidized jobs in the private sector designed to roll over into permanent unsubsidized positions for the more job-ready participants. The evaluation of MSTED, conducted as a randomized controlled trial, included an implementation study, an impact study, and a cost analysis.
description: The study sample including 799 Temporary Assistance for Needy Families (TANF) recipients in Minnesota was randomly assigned to the program group (n=403) and the control group (n=396) between November 2014 and June 2016.
description: Datasets: DS1: Subsidized and Transitional Employment Demonstration (STED), Minnesota, 2014-2019
description: Minnesota Family Investment Program (MFIP) recipients in Hennepin, Ramsey, and Dakota Counties who were not able to find employment after receiving MFIP services for six months or more. Smallest Geographic Unit: County
description: on-site questionnaireFor additional information, users can visit the MDRC website.
DOI: 10.25934/pr00008308
title: Placeholder study for uploading one-off data

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.5281/zenodo.6898161
title: Nova resources for use in Galactic Chemical evolution codes

description: A collection of resources, including formatted nova yield tables and ejecta delay-time distributions for novae, suitable for use in galactic chemical evolution codes.
DOI: 10.5281/zenodo.6898160
title: Nova resources for use in Galactic Chemical evolution codes

description: A collection of resources, including formatted nova yield tables and ejecta delay-time distributions for novae, suitable for use in galactic chemical evolution codes.
DOI: 10.5281/zenodo.6874301
title: Images and catalogs of HST and JWST images in the SMACS-0723 field

description: This repository is a first-pass reduction of the HST and JWST images of the SMACS-0723 lensing cluster field. All images have been processed with the grizli software pipeline. Further documentation will be provided by Brammer et al. (in prep).
DOI: 10.5281/zenodo.6874300
title: Images and catalogs of HST and JWST images in the SMACS-0723 field

description: This repository is a first-pass reduction of the HST and JWST images of the SMACS-0723 lensing cluster field. All images have been processed with the grizli software pipeline. Further documentation will be provided by Brammer et al. (in prep).
DOI: 10.5281/zenodo.5347875
title: MeerTime MSP Census

description: Data table and PSRFITS-format files associated with Spiewak et al. 2022, "The MeerTime Pulsar Timing Array -- A Census of Emission Properties and Timing Potential" (doi:10.1017/pasa.2022.19). The zipped tar file contains one PSRFITS-format file per pulsar, containing a profile, summed from multiple observations with varying lengths, with 1024 phase bins across the profile, 1 subintegration, 8 frequency channels across the 775.75-MHz band, and 4 polarization channels (with the up-to-date rotation measures and dispersion measures in the headers). The columns in the data table (in csv format) are as follows: <br> PSRJ : the pulsar name (J2000)<br> PTA_SCR : boolean indicating whether the pulsar is part of the MPTA<br> REF_SH : short form of the reference (psrcat-style)<br> GL, GB : Galactic longitude and latitude<br> P0, P1 : pulse period and period derivative in (s) and (s/s), respectively<br> DM, DM_ERR, DMEPOCH : the dispersion measure of a single epoch, with 1-sigma uncertainty, and the MJD for that epoch<br> RM, RM_ERR : the rotation measure, as described in the paper, with uncertainty<br> RM_SNG : boolean indicating whether the RM was measured from the summed archive (True indicates the RM_ERR is the 1-sigma uncertainty from `rmfit` and False indicates the RM_ERR is the standard deviation of all measured RMs after outlier removal)<br> L_FRAC, L_FRAC_ERR : the fractional linear polarization and uncertainty<br> V_FRAC, V_FRAC_ERR : the fractional circular polarization and uncertainty<br> ABS_V_FRAC, ABS_V_FRAC_ERR : the fractional absolute circular polarization (from `psrchive`) and uncertainty<br> TOA_ERR_NEW : the median ToA uncertainty, as described in the paper<br> SPIND, SPIND_ERR : the spectral index from a power law fit to the flux density per band and uncertainty<br> NOBS : number of unique observations of the pulsar included in this analysis<br> S1400, S1400_ERR : the flux density at 1400 MHz from a power law fit to the flux density per band, and uncertainty<br> FLUX_n_VAL, FLUX_n_ERR, FLUX_n_FRQ : flux density information per frequency band (n=0-7), the mean value, the formal error on the mean, and the mean frequency of the band html, body, table, thead, input, textarea, select {color: #bab5ab!important; background: #35393b;} input[type="text"], textarea, select {color: #bab5ab!important; background: #35393b;} [data-darksite-inline-background-image-gradient] {background: linear-gradient(rgba(0, 0, 0, 0.5), rgba(0, 0, 0, 0.5))!important; -webkit-background-size: cover!important; -moz-background-size: cover!important; -o-background-size: cover!important; background-size: cover!important;} [data-darksite-force-inline-background] * {background-color: rgba(0,0,0,0.7)!important;} [data-darksite-inline-background] {background-color: rgba(0,0,0,0.7)!important;} [data-darksite-inline-color] {color: #fff!important;} [data-darksite-inline-background-image] {background-image: linear-gradient(rgba(0,0,0,0.3), rgba(0,0,0,0.3))!important}
DOI: 10.5281/zenodo.5347874
title: MeerTime MSP Census

description: Data table and PSRFITS-format files associated with Spiewak et al. 2022, "The MeerTime Pulsar Timing Array -- A Census of Emission Properties and Timing Potential" (doi:10.1017/pasa.2022.19). The zipped tar file contains one PSRFITS-format file per pulsar, containing a profile, summed from multiple observations with varying lengths, with 1024 phase bins across the profile, 1 subintegration, 8 frequency channels across the 775.75-MHz band, and 4 polarization channels (with the up-to-date rotation measures and dispersion measures in the headers). The columns in the data table (in csv format) are as follows: <br> PSRJ : the pulsar name (J2000)<br> PTA_SCR : boolean indicating whether the pulsar is part of the MPTA<br> REF_SH : short form of the reference (psrcat-style)<br> GL, GB : Galactic longitude and latitude<br> P0, P1 : pulse period and period derivative in (s) and (s/s), respectively<br> DM, DM_ERR, DMEPOCH : the dispersion measure of a single epoch, with 1-sigma uncertainty, and the MJD for that epoch<br> RM, RM_ERR : the rotation measure, as described in the paper, with uncertainty<br> RM_SNG : boolean indicating whether the RM was measured from the summed archive (True indicates the RM_ERR is the 1-sigma uncertainty from `rmfit` and False indicates the RM_ERR is the standard deviation of all measured RMs after outlier removal)<br> L_FRAC, L_FRAC_ERR : the fractional linear polarization and uncertainty<br> V_FRAC, V_FRAC_ERR : the fractional circular polarization and uncertainty<br> ABS_V_FRAC, ABS_V_FRAC_ERR : the fractional absolute circular polarization (from `psrchive`) and uncertainty<br> TOA_ERR_NEW : the median ToA uncertainty, as described in the paper<br> SPIND, SPIND_ERR : the spectral index from a power law fit to the flux density per band and uncertainty<br> NOBS : number of unique observations of the pulsar included in this analysis<br> S1400, S1400_ERR : the flux density at 1400 MHz from a power law fit to the flux density per band, and uncertainty<br> FLUX_n_VAL, FLUX_n_ERR, FLUX_n_FRQ : flux density information per frequency band (n=0-7), the mean value, the formal error on the mean, and the mean frequency of the band html, body, table, thead, input, textarea, select {color: #bab5ab!important; background: #35393b;} input[type="text"], textarea, select {color: #bab5ab!important; background: #35393b;} [data-darksite-inline-background-image-gradient] {background: linear-gradient(rgba(0, 0, 0, 0.5), rgba(0, 0, 0, 0.5))!important; -webkit-background-size: cover!important; -moz-background-size: cover!important; -o-background-size: cover!important; background-size: cover!important;} [data-darksite-force-inline-background] * {background-color: rgba(0,0,0,0.7)!important;} [data-darksite-inline-background] {background-color: rgba(0,0,0,0.7)!important;} [data-darksite-inline-color] {color: #fff!important;} [data-darksite-inline-background-image] {background-image: linear-gradient(rgba(0,0,0,0.3), rgba(0,0,0,0.3))!important}
DOI: 10.5281/zenodo.6902878
title: Chr21 protein–protein interactions: enrichment in proteins involved in intellectual disability, autism, and late-onset Alzheimer's disease

description: Description of the Bait and the full protein/protein interaction dataset obtained in saturated yeast 2-Hybrid screens. Interaction will be later release in Intact under IMEX=IM-27626.
DOI: 10.5281/zenodo.6902877
title: Chr21 protein–protein interactions: enrichment in proteins involved in intellectual disability, autism, and late-onset Alzheimer's disease

description: Description of the Bait and the full protein/protein interaction dataset obtained in saturated yeast 2-Hybrid screens. Interaction will be later release in Intact under IMEX=IM-27626.
DOI: 10.5281/zenodo.6903168
title: Melierax poliopterus decontaminated gx

description: .
DOI: 10.5281/zenodo.6903167
title: Melierax poliopterus decontaminated gx

description: .
DOI: 10.25919/s716-bk31
title: Parkes observations for project P1139 semester 2022APRS_03

description: We have made the first direct detection of an ultra-long period magnetar, using a low-frequency sky survey performed by the Murchison Widefield Array (MWA). Its radio emission is highly polarised and periodic on a timescale of ~20 minutes. Its dynamic spectrum shows high-fluence narrow-timescale “spikes” which are unresolved by our data, with fluence approaching the Fast Radio Bursts generated by the Galactic centre magnetar. The source was visible in Q1 2018 but has since entered a quiescent state. In the event that it switches back on, we requre follow-up of this source to determine an accurate position, a wide-band spectral index, a precise dispersion measure, determination of its polarisation properties at high frequencies, and to better understand the emission on short timescales. Therefore, we are requesting triggered observations with ATCA and Parkes based on MWA monitoring. This semester we request to extend the triggering criterion to any similar source detected in an upcoming monitoring campaign of the Galactic plane using the MWA.
DOI: 10.5281/zenodo.6903199
title: Megaceryle alcyon decontaminated gx

description: .
DOI: 10.5281/zenodo.6903198
title: Megaceryle alcyon decontaminated gx

description: .
DOI: 10.5281/zenodo.6903272
title: Spizaetus melanoleucus decontaminated gx

description: .
DOI: 10.5281/zenodo.6903271
title: Spizaetus melanoleucus decontaminated gx

description: .
DOI: 10.17632/tk6bg8jx6j.1
title: Feeding of pigeon pea leaves for dairy cows

description: The experiment was conducted to evaluate the effect of inclusion of pigeon pea leaves in the concentrate mixture  on Feed intake, body condition score, milk yield and composition and serum metabolites of lactating crossbred dairy cows. The experimental design was 4 x 4 latin square design using 12 lactating crossbred dairy cows. Inclusion of up to 30% pigeon pea leaves in the concentrate mixture resulted similar feed intake, body condition score, serum metabolites and milk yield and composition.
DOI: 10.17632/2yr6y6wnc5.2
title: Integrative Analysis of Spatial Transcriptome with Single-cell Transcriptome and Single-cell Epigenome in Mouse Lungs after Immunization

description: Merged ST data for all four slices from the immunized (slices A1 and A2) and the re-challenged (slices A3 and A4) mice, including deconvolution results for all 15 lung cell types.
DOI: 10.17632/6vnfswjz5s.1
title: Supplemental material for "Survival analysis of sentinel lymph node biopsy in rare malignant adnexal carcinoma"

description: Table S1. International Classification of Disease for Oncology version 3 (ICDO-3) codes for diagnosis of adnexal carcinomas – Page 2 
Table S2. Definitions for Covariates – Page 3
DOI: 10.17632/kffcz69k2h.1
title: Skilled Immigration, Firms, and Policy

description: We develop a two-sector dynamic general equilibrium model with skilled immigration that focuses on the role of firms. We first analyze trends related to firm demand for foreign skilled labor in the U.S. (using micro records on Labor Condition Applications from 2012 to 2018) and its relationship with firm sales (using Compustat data). Our model is consistent with the data.
DOI: 10.17632/cjb75s5m2d.1
title: Dynamic Behavior of Hybrid Concrete Slabs Strengthen With Different Ratios of CFRP Bars under Different Elevation Free Drop Mass Impacts

description: raw data, testing and casting photos, graphs, video, excel and materials tests of the study
DOI: 10.17632/vh3k9y3tdw.1
title: Radiotherapy-Induced Vitiligo

description: Our purpose was to conduct a systematic review of the patient demographics and clinical characteristics of radiotherapy-induced vitiligo. The EMBASE and PubMed and databases were searched for articles pertaining to vitiligo following radiotherapy. Of the 1,626 total articles screened, 15 met the inclusion criteria (Figure 1). The 2009 Oxford Levels of Evidence criteria was used to determine the quality of evidence presented in the included articles (Supplementary Table 1).
DOI: 10.17632/57bpzbfs2k.1
title: Replication Package for: "Profitability of Politically Corrupt Firms: Evidence from Romania"

description: Regression_data_file.dta is the data file. This file is intentionally made empty to show the structure of the dataset and the data will be made available upon request. 
Regression_do_file.do is the do file that runs all the regressions.
DOI: 10.17632/r7ncdy9yfk.1
title: The relationship between canopy microclimate, fruit and seed yield, and quality in Xanthoceras sorbifolium

description: The comprehensive utilization value of Xanthoceras sorbifolium is high, but its development is limited by the problem of low yield. This study investigated the relationship between the canopy microclimate, fruit yield, and fruit quality of Xanthoceras sorbifolium. Difference between the distributions of canopy microclimate factors as well as fruit and seed parameters in the inner and outer canopies of the lower layer, as well as between the inner and outer canopies of the upper layer, were investigated for a period of one year. Canopy structure induced significant differences between canopy microclimate factors during various periods of the year. Light intensity and temperature of the outer and upper canopies were higher than those of inner and lower canopies. However, relative humidity showed an opposing trend. Light intensity was significantly and positively correlated with fruit set percentage, fruit yield, and seed yield. Temperature was significantly and positively correlated with fruit yield and seed yield, but significantly negatively correlated with the oil concentration of seed kernels. Fruit and seed yields significantly decreased from the outer to the inner canopy and from the upper to the lower canopy. Fruit set percentage in the outer canopy was also significantly higher than that in the inner canopy. However, oil concentrations in the seed kernels of the lower layer were significantly higher than those of the upper layer. Additionally, regression analysis was used to construct evaluation models for microclimate, fruit, and seed parameters. Regression equations corresponding to the association between single microclimatic factors during different periods and the fruit and seed parameters may provide a reference for canopy pruning and help develop an optimal regression model that may be used to predict and estimate fruit and seed parameters.
DOI: 10.17632/zr98mwztg5.1
title: LINF_300030500

description: AAA family ATPase-like protein | DRG1
Leishmania infantum (strain JPCM5)
DOI: 10.17632/pc4mb3h8hz.1
title: Multi-Label Retinal Diseases (MuReD) Dataset

description: Abstract:
Early detection of retinal diseases is one of the most important means of preventing partial or permanent blindness in patients. One of the major stumbling blocks for manual retinal examination is the lack of a sufficient number of qualified medical personnel per capita to diagnose diseases. Computer-aided diagnosis systems (CAD) have proven to be very effective in helping physicians reduce the time taken to make a diagnosis and minimize variability in image interpretation. Still, they are not flexible enough to accommodate the simultaneous presence of multiple retinal diseases, which is a common situation in real-world applications. In the past years, few datasets that focus on the classification of numerous retinal pathologies present at the same time, i.e., multi-label classification have been proposed, but there are some shared problems with all of them, such as a narrow range of pathologies to classify, high level of class imbalance, low amount of samples for the underrepresented labels, no assurance in image quality, among others. All these problems hinder the performance of any model trained with these datasets, which leads to poor robustness, lack of generalization, and reduced trustability in its predictions.
To address these problems, we constructed the Multi-Label Retinal Diseases (MuReD) dataset, using images collected from three different state-of-the-art sources, i.e., ARIA, STARE, and RFMiD datasets, and performing a sequence of post-processing steps to ensure the quality of the images, a wide range of diseases to classify, and a sufficient number of samples per disease label.
The MuReD dataset consists of 2208 images with 20 different labels, with varying image quality and resolution. At the same time, ensuring a minimal degree of quality in the data, with a sufficient number of samples per label. To the best of our knowledge, the MuReD dataset, is the only publicly available dataset that applies a sequence of post-processing steps to ensure the quality of the images, the variety of pathologies, and the number of samples per label, resulting in increased data quality and a significant reduction of the class imbalance present in the publicly available datasets.
It is envisaged that the MuReD dataset will enable the creation of more robust, general, and trustable models for the automatic detection and classification of retinal diseases.

Files Description:
1. The file "train_data.csv" contains the images from the training set, along with the 20 different labels.
2. The file "val_data.csv" contains the images from the validation set, along with the 20 different labels.
3. The folder "images" contains all the images that compose the MuReD dataset.

The images come in two different formats, i.e., .tiff and .png.
There is no single image resolution. Given that the images come from different sources, resolution can vary from 520x520 to 3400x2800 depending on the source of the image.
DOI: 10.17632/krdthg24n4.1
title: Readiness of teachers to use distance educational technologies in teaching students with disabilities: survey dataset

description: English
The dataset contains the results of a survey of teachers. The purpose of the study was to assess the motivation and readiness to use distance learning technologies in teaching students with disabilities. The study was carried out in September 2020. The sample of 213 answers from students with teaching experience and university faculty was obtained by the method of anonymous voluntary online survey. The questionnaire contained 17 single-choice questions and 10 multiple-choice questions (114 variables in total). The dataset is presented in two languages: English (Accessibility_Readiness_2020_EN.xlsx) and Russian (Accessibility_Readiness_2020_RU.xlsx).

Русский
Набор данных содержит результаты опроса преподавателей. Целью исследования была оценка мотивации и готовности к использованию дистанционных образовательных технологий в обучении студентов с ограниченными возможностями здоровья. Исследование проводилось в сентябре 2020 года. Методом анонимного добровольного онлайн-опроса была получена выборка из 213 ответов студентов с педагогическим стажем и преподавателей университета. Анкета содержала 17 одновариантных вопросов и 10 вопросов с несколькими вариантами ответов (всего 114 переменных). Набор данных представлен на английском (Accessibility_Readiness_2020_EN.xlsx) и русском (Accessibility_Readiness_2020_RU.xlsx) языках.