cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/jcycgvhm96
title: Forensic Genetic Genealogy Project v. 2022

description: This research attempts to collect all publicly available information concerning cases that were successfully cleared through forensic genetic genealogy (FGG), going back as far as possible in time and ending on December 31, 2022. Cases were selected for inclusion in the sample through internet searches, discussion boards related to genetic genealogy, missing persons, and cold cases, as well as press releases and blog posts from private companies and non-profit organizations known to perform FGG, publications devoted to advances in forensic science, and published court records. Attempts were made to confirm each piece of data collected through three separate sources, whenever this was possible. 

Cases were chosen for inclusion in the sample only if a public authority had confirmed that FGG was used to clear the investigation, and the investigation met the following definition of FGG:

1. Investigative Body: The investigation was led by a public, and not a private, authority, such as a law enforcement agency or a coroner/medical examiner’s office. 

2. Investigative Techniques: The investigation must use the techniques of genomics, computer database technologies, and traditional genealogy. Cases were included when family lineages were drawn out to at least three or more generations. The sample includes investigations that use Y-chromosome STR profiles and/or mitochondrial DNA profiles to trace the paternal and maternal lineages of persons of interest. Cases solved through familial searching of law enforcement databases were excluded from the sample, as this technique raises separate legal and ethical issues. 

3. Investigative Purpose: The investigation must be for a forensic purpose, meaning that the evidence thus produced is relevant to an ongoing legal dispute. Most cases considered here are for the identification of perpetrators of criminal offences or the identification of decedents but can also include the identification of living does. Not included in this data are cases that are of purely historical interest, or the identification of unknown soldiers by military authorities. The term ‘forensic genetic genealogy’ has been chosen for this project in preference to the broader, and more generic term ‘investigative genetic genealogy’, which has also been used, to highlight the fact that these investigations are directed towards an ongoing legal dispute before the public legal system.  

4. Causation: This database only includes cases that have been successfully cleared using FGG. The resolution of any investigation – particularly very large and lengthy investigations as were many of the cases described in this data – has many causes. To be included here, the FGG investigation must have played a significant causal role in the resolution of the case. 

More complete information about how the data was coded, as well as an annotated bibliography and a short digest of each case, can be found in the FGG User Manual.
DOI: 10.25417/uic.28889918.v1
title: De-identified Data from the PArTNER Study: A Pragmatic Clinical Trial to Improve Patient Experience During Transitions from Hospital to Home

description: The PArTNER study was a single-center pragmatic randomized clinical trial conducted at a minority-serving hospital in Chicago. It evaluated whether a Navigator intervention—delivered by community health workers and peer coaches—could improve patient experience, health outcomes, and healthcare utilization during the transition from hospital to home among adults hospitalized with heart failure, pneumonia, myocardial infarction (MI), chronic obstructive pulmonary disease (COPD), or sickle cell disease. A total of 1,029 adults, predominantly non-Hispanic Black, participated. The intervention included in-hospital visits, a home visit, and follow-up telephone coaching. The primary outcomes were changes in anxiety and informational support at 30 days post-discharge. The study found no significant overall improvements compared to usual care, although exploratory analyses suggested potential benefits for certain subgroups.<b>Data Description:</b><br>The dataset includes de-identified information on participant demographics, clinical characteristics, social determinants of health, Patient-Reported Outcomes Measurement Information System (PROMIS) scores (e.g., anxiety, informational support), healthcare utilization outcomes (e.g., hospital readmissions, emergency department visits), and intervention engagement. Data were collected through baseline hospital assessments, telephone follow-up surveys at 30 and 60 days post-discharge, and electronic health record reviews.<br><b>Publications related to data:</b>LaBedz, Stephanie L., et al. "Pragmatic clinical trial to improve patient experience among adults during transitions from hospital to home: the PArTNER study." Journal of general internal medicine 37.16 (2022): 4103-4111.Prieto-Centurion, Valentin, et al. "Design of the patient navigator to Reduce Readmissions (PArTNER) study: a pragmatic clinical effectiveness trial." contemporary clinical trials communications 15 (2019): 100420.
DOI: 10.6084/m9.figshare.21655784.v3
title: MDD2 (MDD2018) GWAS sumstats w/o UKBB

description: GWAS summary statistics for major depressive disorder from the PGC MDD2 (Wray et al.) excluding 23andMe and UK Biobank. Cite Wray et al 2018 (source of cohort summary stastics) and Howard et al 2019 (source of UKB/PGC overlap resolution). <br> <em>Update 2022/03/07</em> - v3 Apply QC step to remove duplicate CPIDs, to match v1 - v2 Correct doubly counted Nca/Nco tallies for a subset of SNPs.
DOI: 10.6084/m9.figshare.8866934.v1
title: Additional file 9: of Frequent intra- and inter-species introgression shapes the landscape of genetic variation in bread wheat

description: Table S12. List of haplotype blocks with a length &gt;â 1â Mb along the A, B, and D subgenomes. (XLSX 39 kb)
DOI: 10.17632/4rmby3k737
title: Association between neurological lesions originated during the neonatal period, with atopic dermatitis and IgE levels.

description: Database of patients who presented neurological risk at birth, where the differences between the results of the frequentist and Bayesian statistical methods are also presented.
DOI: 10.6084/m9.figshare.1062009.v3
title: UNH-RVAT CAD models

description: STEP CAD models for the UNH Reference Vertical Axis Turbine (UNH-RVAT). Includes simplified models for use in CFD simulations.
DOI: 10.6084/m9.figshare.14992416.v1
title: ang_dep_exp.dat

description: Angular dependence of the TiN harmonics
DOI: 10.6084/m9.figshare.7679594.v1
title: running-example-and-experimental-datasets

description: A running-example and experimental datasets from the paper 'a hybrid method for short-term host utilization prediction in cloud computing'
DOI: 10.6084/m9.figshare.27201498.v2
title: Code and data repository for <b>Unravelling</b><b> the drivers of marine biodiversity across the Phanerozoic</b> (Balembois et al., 2025)

description: This item contains code, sub-programs and original data used to generate results and findings exposed in <i>Unravelling</i><i> the drivers of marine biodiversity across the Phanerozoic</i> (Balembois et al., 2025).
DOI: 10.6084/m9.figshare.5028389.v1
title: Supplementary Table 2 from Global biogeography since Pangaea

description: Summary of Phylogenetic Biological Data
DOI: 10.6084/m9.figshare.29125502.v1
title: Redistributive Effects of South Korea’s Fifth National Pension Reform: Accounting for Inequality in Contribution Periods and Life Expectancy

description: This study evaluates the redistributive consequences of South Korea’s “Fifth National Pension Comprehensive Plan (Draft),” announced in October 2023, by employing a dynamic microsimulation model calibrated to individual-level panel data from the Korean Labor & Income Panel Study (KLIPS).
DOI: 10.6084/m9.figshare.5447194.v1
title: NHS prescription cost analysis data 1998-2016

description: Compiled Prescription cost analysis (PCA) datasets (available under Open Government licence): Original unprocessed data covering 1998-2016, and same dataset following processing, which normalises for changes in drug names and classifications.
DOI: 10.6084/m9.figshare.5554579.v1
title: Experiment HaLT-SubjectE-160219-6States

description: Experiment in which subject performed 6 imageries of left and right hand motion, left and right leg motion, tongue motion, and a passive state.
DOI: 10.17632/v9r8c2cyp2
title: Soil physical and chemical properties

description: This dataset contains the soil water content (SWC, %), soil bulk density (BD, g cm-3), soil particle size composition, soil organic carbon content (SOC, g kg-3), total nitrogen content (TN, g kg-3), total phosphorus content (TP, g kg-3), Olsen phosphorus content (OP, mg kg-3), available potassium content (AK, mg kg-3), ammonia nitrogen content (NH4+-N, mg kg-3), nitrate nitrogen content (NO3--N, mg wdkg-3) and soil pH corresponding to five vegetation restoration types (Pinus sylvestris var. mongholica Litv. (PS), Amygdalus pedunculata Pall. (AP), Salix psammophila (SP), Amorpha fruticosa L. (AF), Artemisia desertorum Spreng. (AD)) and bare sandy land (BS) in the Mu Us Sandy Land.
DOI: 10.6084/m9.figshare.21717776.v1
title: Working dogs in dynamic on-duty environments

description: Data on the latency to start a task, the duration of the task and task accuracy before during and after exposure to three different light and acoustic distractors during dog training.
DOI: 10.6084/m9.figshare.11865540.v1
title: Africadiv extract

description: This dataset is an extract from Africadiv. It provides the information required to replicate some analyses of the Data Descriptor Ploton et al., 2020, Scientific Data. doi:10.1038/s41597-020-0561-0. <br>Africadiv is a network of 1-ha forest monitoring plots spread across the moist forests of Cameroon and Gabon. In each plot, the diameter at breast height (DBH) of all trees with DBH ≥ 10 cm have been measured. All trees were identified in the field by expert botanists. Herbarium samples are conserved at the Herbarium of the Université Libre de Bruxelles (BRLU, Belgium) and the determination of the samples is frequently updated by ULB's botanists. Leaves samples were frequently collected along with herbarium samples for genetic analyses. Additional information on tree structure were collected on a subset of trees across the DBH gradient to study local tree allometry (total tree height, trunk height, crown diameter). Four soil samples per plots were collected and basic soil analyses are available. In order to facilitate the use of field plots in remote-sensing studies, a GPS point as well as laser measurements (distance, vertical & horizontal angles) were recorded every 20 m on the contour of the plot. These data are routinely collected and used by AMAP research unit (IRD) and partners (LaboSyst, Yaoundé 1 University) in the frame of their research activities on tropical forest stand structure, biomass, and remote-sensing inference of tropical forest properties. New plots are frequently added to the network. Scientific collaboration are welcomed, please get in touch with a Point of contact. <br>
DOI: 10.6084/m9.figshare.20212757.v1
title: Mindfulness meditation and positive emotions

description: Data (2 studies) of the paper titled " The Effect of a Short Attentional Mindfulness Meditation Practice on Positive Mental Health in Novices: Self-Transcendence as a Mediating Process" <br>
DOI: 10.6084/m9.figshare.26036239.v1
title: Chemical and mineral composition of Fe and Mn deposits and basaltic rocks in the Tokoro Belt, Japan.

description: Chemical and mineral compositons of Fe and Mn deposits and basaltic rocks in the Tokoro Belt, Japan. The Tokoro Belt is the Jurassic to Cretaceous accretionary complex. Fe and Mn deposits were formed due to hydrothermal activity at mid-ocean ridge in the Callovian or earlier and oceanic island in the middle Barremian to the early Aptian, respectively. Basaltic rocks are classied into MORB and OIB.
DOI: 10.6084/m9.figshare.28208783.v1
title: multimodal data

description: It is used to study the multimodal characteristics of short video advertising
DOI: 10.6084/m9.figshare.13060280.v1
title: Genomes of Ostryopsis species

description: Data for "Hybrid speciation via inheritance of alternate alleles of parental isolating genes" (Zefu Wang et al. 2020).<br>Including the genome assemblies and gene annotation (GFF3) files of <i>O. davidiana</i>, <i>O. intermedia</i>, and <i>O. nobilis</i>.<br>
DOI: 10.6084/m9.figshare.19783372.v1
title: Cleaned Data

description: Cleaned data including all the survey ratings and posttest scores (with scores from rater 1 and rater 2)
DOI: 10.6084/m9.figshare.15024876.v2
title: GBLUP job file

description: This is an ASReml job file for running GBLUP as well as Fullsib-CV for height. Each of 51 full-sib families is held out of the model in turn.<br><br><br>The user needs to specify their own input and output folders. Additionally, the user can run the same analysis for stem form by referencing the "strt" columns.<br><br><br>
DOI: 10.6084/m9.figshare.24098058.v1
title: 108_large white_imputation_resequencing_polydactyly.zip

description: (1) high depth (25x) of 20 large white pigs.(2) imputation improved low depth (1x) of 88 large white pigs;
DOI: 10.6084/m9.figshare.5009045.v1
title: 电影选取一览表.xlsx

description: the data of movies selected
DOI: 10.6084/m9.figshare.6994562.v1
title: training

description: training.csv corresponds to data instances that describe cross matches between earthquakes and municipalities.
DOI: 10.6084/m9.figshare.7901387.v1
title: gVCF_HG01811

description: 1000 Genomes gVCF mapped to hs37d5 for HG01811. Complete collection: https://doi.org/10.6084/m9.figshare.c.4414307
DOI: 10.17632/2356m76ktj
title: Friction coefficient data of open-cell AlSi10Mg and AlSi10Mg-Al2O3 materials with different pore sizes by pin-on-disk test and machine learning prediction

description: The data folders and files are organized in the repository as follows:

Pin-on-disk_data folder contains three subfolders (Raw_files; Processed_files; COF_calculation).
The Raw_files subfolder contains 12 DWF files with the raw data for each specimen.
The Processed_files subfolder contains 12 XLSX files with the processed data for each specimen.
The COF_calculation subfolder contains eight XLSX files with the average COF and time data for each material, two PNG files with the plots of the average COF vs time for each material pair, and one python script for calculating and visualizing the average COF and time data.
Prediction folder contains three subfolders (Input_files; Output_data; Python_COF_prediction).
The Input_files subfolder contains four XLSX files with the input data for the python script to make the predictions of COF vs sliding time for each material.
The Output_data subfolder contains eight XLSX files with the actual and predicted values of COF for two different sets (test and validation) of each material, four TXT files with the performance metrics of the predicted COF for each material, and four PNG files with the plots of the actual vs predicted COF as a function of time for each material.
The Python_COF_prediction subfolder contains one python script for making and evaluating the predictions of COF vs sliding time using a XGBoost model.

The data were collected by performing dry wear tests at room temperature with linear velocity 0.5 m∙s−1, load 50 N and sliding time of 420 s. The labels of the specimen indicate the following:

• AC_3_2, AC_3_3, AC_3_4, are three datasets used for pin-on-disk tests conducted with open-cell AlSi10Mg-Al2O3 composite with pore size of 800 ÷ 1000 μm (AC);
• C_5_1, C_5_2, C_5_3, are three datasets used for pin-on-disk tests conducted with open-cell AlSi10Mg material with pore size of 800 ÷ 1000 μm (C);
• AE_3_2, AE _4_1, AE _6_6, are three datasets used for pin-on-disk tests conducted with open-cell AlSi10Mg- Al2O3 composite with pore size of 1000 ÷ 1200 μm (AE);
• E_3_1, E _6, E _6_3, are three datasets used for pin-on-disk tests conducted with open-cell AlSi10Mg material with pore size of 1000 ÷ 1200 μm (E).
DOI: 10.6084/m9.figshare.12034143.v1
title: Publications data set for fig. 2

description: Web of Science search strings:TOPIC: (ecology) AND LANGUAGE: (English)Timespan: 1980-2018. Indexes: SCI-EXPANDED.<br><br>TOPIC: (ecology) AND ALL FIELDS: ("Network*" or "Food web*" or "Foodweb*") AND LANGUAGE: (English)Timespan: 1980-2018. Indexes: SCI-EXPANDED.<br><br>TOPIC: (ecology) AND ALL FIELDS: ("Network*" or "Food web*" or "Foodweb*") AND ALL FIELDS: ("collapse" or "disruption") AND LANGUAGE: (English)<br>Timespan: 1980-2018. Indexes: SCI-EXPANDED.<br>
DOI: 10.6084/m9.figshare.28711076.v1
title: Supplemental Figure-2

description: Endothelial-to-mesenchymal transition (EndMT) is a biological process that converts endothelial cells to mesenchymal cells with increased proliferative and migrative abilities. EndMT has been implicated in the development of pulmonary vascular remodeling in pulmonary arterial hypertension (PAH), a fatal and progressive lung vascular disease. Transforming growth factor β<sub>1</sub> (TGF-β<sub>1</sub>), an inflammatory cytokine, is known to induce EndMT in many types of endothelial cells including lung vascular endothelial cells (LVEC). An increase in cytosolic free Ca<sup>2+</sup> concentration ([Ca<sup>2+</sup>]<sub>cyt</sub>) is a major stimulus for cellular proliferation and phenotypic transition, but it is unknown whether Ca<sup>2+</sup> signaling is involved in EndMT. In this study we tested the hypothesis that TGF-β<sub>1</sub>-induced EndMT in human LVEC is Ca<sup>2+</sup>-dependent. Treatment of LVEC with TGF-β<sub>1</sub> for 5-7 days resulted in increase in SNAI1/2 expression, induction of EndMT, upregulation of STIM/Orai1 and enhancement of store-operated Ca<sup>2+</sup> entry (SOCE). Removal (or chelation) of extracellular or intracellular Ca<sup>2+</sup> with EGTA or BAPTA-AM respectively abolished EndMT in response to TGF-β<sub>1</sub>. Moreover, EGTA diminished TGF-β<sub>1</sub>-induced increase in SNAI in a dose-dependent manner. Knockdown of either STIM1 or Orai1 was sufficient to prevent TGF-β-mediated increase in SNAI1/2 and EndMT, but did not rescue the continuous adherent junctions. Blockade of Orai1 channels by AnCoA4 inhibited TGF-β-mediated EndMT and restored PECAM1-positive continuous adherent junctions. In conclusion, intracellular Ca<sup>2+</sup> signaling plays a critical role in TGF-β-associated EndMT through enhanced SOCE and STIM1-Orai1 interaction. Thus, targeting Ca<sup>2+</sup> signaling pathways regulating EndMT may be a novel therapeutic approach to treat PAH and other forms of pre-capillary pulmonary hypertension.
DOI: 10.17632/bg5g6nwb3r
title: Data for: Improving the efficiency of CZTSSe solar cells by engineering the lattice defects in the absorber layer

description: The scaps codes are available for modeling this paper.
DOI: 10.6084/m9.figshare.28283000.v2
title: Missing and Unaccounted-for People in Mexico (1960s–2025)

description: This project provides a comprehensive dataset of over 125,000 missing and unaccounted-for people in Mexico from the 1960s to 2025. The dataset is sourced from the publicly available records on the RNPDO website and represents individuals who were actively missing as of the date of collection (April 1, 2025). To protect individual identities, personal identifiers, such as names, have been removed.<b>Dataset Features:</b>The data has been cleaned and translated to facilitate analysis by a global audience.Fields include:SexDate of birthDate of incidenceState and municipality of the incidentData spans over six decades, offering insights into trends and regional disparities.<b>Additional Materials:</b><b>Python Script:</b> A Python script to generate customizable visualizations based on the dataset. Users can specify the state to generate tailored charts.<b>Sample Chart:</b> An example chart showcasing the evolution of missing persons per 100,000 inhabitants in Mexico between 2006 and 2025.<b>Requirements File:</b> A <code>requirements.txt</code> file listing the necessary Python libraries to run the script seamlessly.This dataset and accompanying tools aim to support researchers, policymakers, and journalists in analyzing and addressing the issue of missing persons in Mexico.
DOI: 10.6084/m9.figshare.25114472.v2
title: IO3 panel target and reagent details

description: A list of target analytes and assay reagents in the IO3 assay panel. Gene symbol pertains to the gene product targeted by the assay. The target peptide sequence shows the analyte peptide sequence. Modifications are noted in brackets, +16 corresponds to oxidation, +114 corresponds to ubiquitination, +79 corresponds to phosphorylation. Extended peptide sequences show the sequence used for heavy stable isotope-labeled internal standards. CPTAC Antibody Portal IDs are used for lookup of additional images and antibody characterization data on antibodies.cancer.gov. CPTAC Assay Portal IDs are used for lookup of characterization data on assays.cancer.gov. Literature references support relevance to immuno-oncology for analytes targeted in the assay.
DOI: 10.17632/8rzyn3ng9c
title: LA-Breast DCE-MRI Dataset

description: Images were selected from retrospective studies corresponding to Latin American patients. Studies were selected according to the acquisition parameters with the aim to preserve diversity but ensure homogeneity among them. Each study was anonymized following the convention “MRI\_N” where N represents the integer number of the patient (between 1 and 200). Each study contains 15 imaging sequences: pre-contrast T1 fat saturated Dynamic (d0), five postcontrast T1 fat saturated dynamics (d1 to d5), T1 with no fat saturation (t1), T2 with no fat saturation (t2), the apparent diffusion coefficient image (ADC) and the diffusion image (Diff). All image sequences were obtained and stored using the standard DICOM 3.0. Besides, all studies were acquired using multiple 1.5T scanners and all contrast agents were gadolinium-based with dosages between 0.014 and 0.016 l/mol as they were obtained retrospectively. Each patient data was filtered according to their available clinical finding, were benign and malignant lesions were prioritized to ensure at least one relevant clinical finding across all images. Thereupon, the data contains balanced train, test and validation sets in terms of benign/malignant lesions, as well as non-dense/dense tissue. Additionally, annotations per image are provided with lesion location (x and y coordinates) BIRADS and tissue density. This data can be used for multiple purposes, including image synthesis, image characterization, lesion classification, tissue segmentation, among others. This dataset can be used for multiple purposes, such image synthesis, image characterization, lesion classification, tissue segmentation, among others.
DOI: 10.6084/m9.figshare.24185583.v1
title: Test data

description: Data for testing from https://springernature.figshare.com/collections/Upper_limb_activity_of_twenty_myoelectric_prosthesis_users_and_twenty_healthy_anatomically_intact_adults_/4457855
DOI: 10.6084/m9.figshare.24411595.v1
title: Winter carbon dioxide measurements in UK honeybee hives 2022/2023

description: This work reports the carbon dioxide measurements in wintering hives in the UK and compared the data with hive scale and vibration sensor measurements.
DOI: 10.6084/m9.figshare.13106693.v1
title: Extended Data Workbook 1. Genesets: AD-DS, Chr 21, AD risk factors, DEX DFC and CBC

description: Genesets associated with Alzheimer's disease, Down Syndrome, Chromosome 21 and Alzheimer's disease risk factor genes.