cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.23617272.v1
title: Supplementary Material for: Spinal Cord Stimulation for Parkinson’s Disease: A Systematic Review and Meta-Analysis of Pain and Motor Outcomes

description: <b><i>Background:</i></b> Spinal cord stimulation (SCS) has been investigated as a potential therapeutic option for managing refractory symptoms in patients with Parkinson’s disease (PD). <b><i>Objective:</i></b> This systematic review and meta-analysis aimed to evaluate the safety and efficacy of SCS in PD. <b><i>Method:</i></b> A comprehensive literature search was conducted on PubMed and Web of Science to identify SCS studies reporting Unified Parkinson Disease Rating Scale-III (UPDRS-III) or Visual Analogue Scale (VAS) score changes in PD cohorts with at least 3 patients and a follow-up period of at least 1 month. Treatment effect was measured as the mean change in outcome scores and analyzed using an inverse variance random-effects model. The risk of bias was assessed using the Newcastle-Ottawa Scale and funnel plots. <b><i>Results:</i></b> A total of 11 studies comprising 76 patients were included. Nine studies involving 72 patients reported an estimated decrease of 4.43 points (95% confidence interval [CI]: 2.11; 6.75, <i>p</i> &lt; 0.01) in UPDRS-III score, equivalent to a 14% reduction. The axial subscores in 48 patients decreased by 2.35 points (95% CI: 1.26; 3.45, <i>p</i> &lt; 0.01, 20% reduction). The pooled effect size of five studies on back and leg pain VAS scores was calculated as 4.38 (95% CI: 2.67; 6.09, <i>p</i> &lt; 0.001), equivalent to a 59% reduction. <b><i>Conclusions:</i></b> Our analysis suggests that SCS may provide significant motor and pain benefits for patients with PD, although the results should be interpreted with caution due to several potential limitations including study heterogeneity, open-label designs, small sample sizes, and the possibility of publication bias. Further research using larger sample sizes and placebo-/sham-controlled designs is needed to confirm effectiveness.
DOI: 10.6084/m9.figshare.26322442.v1
title: The use of the representativeness heuristic by psychiatrists in early psychosis diagnosis: a pilot study - data for sharing

description: <b>Objectives: </b>Heuristics allow clinicians to make efficient judgements under conditions of uncertainty but can also prejudice decision-making and contribute to clinical error. While other fields of medicine have been subject to analysis of these processes, psychiatry has largely been ignored. The aim of this study was to identify the use of heuristics - specifically, the representativeness heuristic - by psychiatrists in the diagnosis of Early Psychosis (EP). A further objective was to establish the effectiveness and feasibility of the methodology devised, given its novel application to this field. <b>Methods: </b>Fictional EP case vignettes were sent as an electronic questionnaire to members of RANZCP. The primary outcome measure was the difference between diagnostic likelihood ratings when irrelevant information designed to trigger the use of the representativeness heuristic was included.<b>Results: </b>There were 24 respondents. In 2 of 16 vignettes, irrelevant information significantly changed diagnostic likelihood ratings, suggesting use of the representativeness heuristic.<b>Conclusions: </b>Psychiatric doctors may use the representativeness heuristic when making diagnostic decisions in EP. This could have implications in terms of missed or misdiagnosis and subsequent access to appropriate treatments. Sufficiently powered research is required to further clarify the use of heuristics in psychiatric diagnosis. <br>
DOI: 10.6084/m9.figshare.28731671.v1
title: Data from: Heat, hydroclimate and herbivory: A late-Pleistocene record of environmental change from tropical western Africa

description: Macro-charcoal data (&gt;160 μm) related to:Kiely, R.E., Paine, A.R., McMichael, C.H. & Gosling, W.D. (2025) Heat, hydroclimate and herbivory: A late-Pleistocene record of environmental change from tropical western Africa. <i>Quaternary International </i><b>717,</b> 109636. DOI: https://doi.org/10.1016/j.quaint.2024.109636Data generated by: Ruth E. Kiely (University of Amsterdam, the Netherlands)Data curated by: William D. Gosling (University of Amsterdam, the Netherlands)
DOI: 10.6084/m9.figshare.649472.v1
title: Percentages of records by Australian Artists in the Melbourne Charts 1960-89
DOI: 10.6084/m9.figshare.8943317.v1
title: Figure 5 underlying data. Confocal line scans of R-GECO1.0 expressing HCM hiPSC-CMs

description: Confocal laser line scan Ca<sup>2+</sup> transient traces and kymographs of d30 hiPSC-CMs that express R-GECO1.0. Veh = Vehicle only, DanRan = 10 µM Dantrolene and Ranolazine.
DOI: 10.17632/tzrjx692jy
title: Synthetic Dataset for PII Detection and Anonymization in Financial Documents

description: This dataset is designed for Training and Testing Machine Learning Models for Detecting and Anonymizing Personally Identifiable Information (PII) in financial documents. This dataset adheres to the highest data privacy standards and is fully synthetic, ensuring no real-world personal data is included. The dataset simulates various PII entities typically found in financial contexts. It is intended to support the development and evaluation of PII Detection and Anonymization Models. It includes training and testing sets of Synthetic Entries generated using realistic financial document structures.

Each entry simulates real-world financial texts such as auditor reports, tax filings, compliance notices, and transaction confirmations. The dataset contains a variety of Synthetic PII types embedded into these documents, including:

• Names
• Social Security Numbers (SSNs)
• Credit Card Numbers
• Phone Numbers
• Email Addresses
• Physical Addresses
• Company Names
• URLs

Dataset Structure:

The Training and Testing Datasets have the following structure of Synthetic Data:

Columns:

1. Name: Contains the synthetic full names of individuals, generated with a mix of genders and cultural backgrounds.

2. Credit Card: Lists synthetic credit card information, including card numbers, expiration dates, and security codes. Various credit card types (e.g., VISA, MasterCard, American Express) are represented.

3. Email: Includes synthetic email addresses in realistic formats with diverse domain names.

4. URL: Contains synthetic website URLs from various domains (e.g., .com, .org, .info), mimicking the variety found in real financial documents.

5. Phone: Represents synthetic phone numbers in different formats, including international formats.

6. Address: Consists of detailed synthetic addresses, including street names, cities, states, and postal codes, generated in various formats.

7. Company: Includes synthetic company names across different industries, providing a realistic mix of common and unique names.

8. SSN: Synthetic Social Security Numbers (SSNs) presented in various formats, including different region-specific patterns (e.g., with or without hyphens).

9. Text: The main body of text simulating financial document content such as audits, reports, invoices, compliance notices, or transaction confirmations. Each text entry contains embedded PII data.

10. True Predictions: Lists and Annotates the exact starting and ending character positions of each PII entity within the "Text" column, along with the entity type (e.g., 'name', 'email', 'address', etc.).

Please Note: This dataset does not contain any real-world Sensitive Information.
DOI: 10.6084/m9.figshare.12288578.v1
title: Desert bighorn sheep landscape resistance surface

description: Landscape resistance surface for desert bighorn sheep in the southwestern U.S., as used in: <i>Creech et al. (2020). Genetic and environmental indicators of climate change vulnerability for desert bighorn sheep. Frontiers in Ecology and the Evolution.</i> File is in GeoTIFF raster format.
DOI: 10.6084/m9.figshare.28872917.v1
title: Source data in manuscript

description: Quantitative data from graphs in the manuscript
DOI: 10.17632/bd5trxccvp
title: data_tweets2022-2023

description: This data contained in the excel table contains part of samples organized for testing in the prototype tool in the metadata classification application, the test tool is in this repository, link: https://drive.google.com/drive/folders/1zQaOOxhRA3-sxkgmhXRiI7JpFm9uPpA6?usp=sharing

See below in Steps to reproduce.
The data is organized according to the application scenario. In case. I will be providing a procedure for loading the sample used for testing, it is also found in the link I provided.
DOI: 10.17632/dtsn3xn3n6
title: Global chronostratigraphical correlation table for the last 2.7 million years v.2019 (Poster version)

description: This 'version 5' upload is the 2022-updated poster-version of Figure 1 of the Quaternary International 500 article (version 1). 
The Figure 2 inset from that paper, is also included here, for completeness. 
Cohen, K.M. & Gibbard, P.L. 2019 Global chronostratigraphical correlation table for the last 2.7 million years.
Quaternary International vol. 500. Fig. 1. https://doi.org/10.1016/j.quaint.2019.03.009

See abstract and full text of the linked paper for details, research history  and citations/references to materials included in the chart: it makes extensive use of published data sets and schemes, all cited in the main text, many of which have data repositories.

The 2020 update comprised the ratification of a GSSP for the Middle Pleistocene (introducing the Chibanian Stage), the splitting of the Subseries and Stages column and the way the GSSPs are indicated, and the lowering of the provisional numeric age for the Late Pleistocene Subseries/Stage from 0.129 to 0.126 (affecting the dashed horizontal line that serves as a left-right guide across the chart). The 2021 update corrected a MIS misnumbering at the top of the Olduvai (63, 65) present in older editions, spotted after over a decade of updating the figure/poster. Otherwise, the undivided poster version only differs from the 3-page spread figure in the QI paper in  placement and font size of title and version, placement of logotypes, inclusion of Utrecht University and University of Cambridge logo's on the poster (continued from earlier releases of the chart), reference to the Quaternary International v-500 2019 paper. 
All data featured on the chart, is referenced in brief in the text below, and referenced in full and documented in brief in the 2019 paper.

The 2019 QI-500 paper publication followed up the Episodes 2008 Gibbard & Cohen paper.
The 2021 and 2020 edition of the chart (versions 4, 3, 2 in this repository)  follow up editions in 2019 (QI-500/INQUA-Dublin; version 4) and the 2016 IUGS' Cape town IGC version (web-released at the time). 
The 2021 and 2022 edition are corrigenda regarding MIS labeling around the Olduvai (see text in Steps to reproduce).

The release of the poster version via data.mendeley.com, cross-referenced from the QI paper, was coordinated with the QI journal management (Elsevier) and editorship (INQUA). 
Use of the IUGS-ICS and INQUA logo's was coordinated with the respective organisations (and is continued from earlier releases of the chart). 

The PDF files contain scale-able vector graphics only and therefore should suit reproductions to mini-poster (A4, A3) and poster size  (e.g. A1) formats alike. 
Before seeking far zoomed-in usage of the chart: take notice of the discussion in the QI paper of chosen graphical resolution, versus achievable geological and chronometric correlation accuracy limits.
DOI: 10.6084/m9.figshare.13720450.v1
title: Dataset

description: Dataset for stroke study
DOI: 10.6084/m9.figshare.1608294.v1
title: Media type as Linked Open Data

description: This is the dump of the data available at https://w3id.org/spar/mediatype, which is a LOD dataset that provides a description in RDF, according to the Semantic Publishing and Referencing (SPAR) Ontologies and the Dublin Core Metadata Terms, of all the media types available at the official IANA webpage.
DOI: 10.17632/kpbkwd39tn
title: Construction Labour

description: This data we have collected from laborers who are working on construction sites.
DOI: 10.17632/6gtnjwwg8j
title: DNSLab: A gateway to turbulent flow simulation in Matlab

description: Abstract Computational fluid dynamics (CFD) research is increasingly much focused towards computationally intensive, eddy resolving simulation techniques of turbulent flows such as large-eddy simulation (LES) and direct numerical simulation (DNS). Here, we present a compact educational software package called DNSLab, tailored for learning partial differential equations of turbulence from the perspective of DNS in Matlab environment. Based on educational experiences and course feedback from tens of eng... Title of program: DNSLab Catalogue Id: AEZX_v1_0 Nature of problem Numerical solution of the Navier-Stokes equations in turbulent state is demonstrated in Matlab environment for two test problems: turbulent 3d channel flow and 2d periodic array of vortices. The high-level, interpreted language Matlab enables the solution of turbulent flows using compact and short code syntax. Both of the problems are of high relevance in numerical test phases of research, and in education and numerical simulation of turbulence. Versions of this program held in the CPC repository in Mendeley Data AEZX_v1_0; DNSLab; 10.1016/j.cpc.2016.02.023 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/d93rnhhht3
title: Supplemental data for JAAD manuscript titled: "Interleukin-23 inhibition associates with lower incidence of cardiovascular risk factor type diseases compared to biologic naïve patients with psoriasis: A retrospective cohort study."

description: This supplemental material has been provided by the authors to give readers additional information about their work.
DOI: 10.17632/tdp2krwtsf
title: Data for Detecting geothermal anomalies using multi-temporal thermal infrared remote sensing data in the Damxung-Yangbajain basin

description: Average winter land surface temperature in Damxung.
DOI: 10.6084/m9.figshare.28386470.v1
title: 生物硅化模拟手性纳米结构靶向治疗炎症性肠病

description: 生物硅化模拟手性纳米结构靶向治疗炎症性肠病
DOI: 10.6084/m9.figshare.27689739.v1
title: Text files of genre-specific song titles (Country, Pop, Rock)

description: Each file contains 3000 song titles scraped from the Billboard Top 100's genre specific end of year charts (1994-2024).
DOI: 10.6084/m9.figshare.7264928.v1
title: PPPT_Interactions.csv

description: The results of partner preference trials and the corresponding association indices calculated from RFID data.
DOI: 10.6084/m9.figshare.13337429.v1
title: IJFE - Ghana Banks.xlsx

description: This data is prepared according to a paper submitted to the IJFE.
DOI: 10.6084/m9.figshare.14743329.v2
title: Database Predator-Prey

description: Dataset of all relevant data calculated from 3D predator-prey interactions within the experiments. <br>
DOI: 10.6084/m9.figshare.15073329.v1
title: Trends

description: <b>Speciation links to massive non-random trends of short tandem repeats</b>
DOI: 10.6084/m9.figshare.4983095.v1
title: Puma_GPS_locations

description: CSV file contains puma GPS collar locations collected at 5 minute, 15 minute, and 6 hour intervals in Southern California as part of the UC Davis Wildlife Health Center Mountain Lion Project. Fields contain unique identifiers for each individual and the X / Y location in NAD 1983 UTM Zone 11N projection.
DOI: 10.6084/m9.figshare.20749729.v2
title: MitoNet automatic instance segmentation of mitochondria in the OpenOrganelle Mouse Kidney dataset

description: MitoNet is a generalist model for the instance segmentation of mitochondria in electron microscopy images. This dataset is the automatically generated result from applying MitoNet to the large OpenOrganelle Mouse Kidney FIB-SEM dataset at 16 nm voxel size. It contains nearly 220,000 segmented objects stored in a chunked Zarr array with chunk size of (512, 512, 512). <br> This version of MitoNet predicted both the semantic segmentation, to distinguish mitochondria from background, and contours of each instance. Predictions were hardened at a confidence threshold of 0.5 for the semantic segmentation and 0.3 for the contour segmentation. Connected components and the watershed algorithm were then applied to create an instance segmentation. Instances that were found to be smaller than 4,000 voxels were removed as likely false positives. <br> Inference took 4 hours on a single Biowulf compute node equipped with a A100 GPU, 64 GB RAM, and 32 CPUs cores. <br> The data file contains a Zarr directory that can be loaded in Python for further analysis or Napari for visualization.
DOI: 10.6084/m9.figshare.23607588.v1
title: patient11.rar

description: A Patient with fundus images that taken by Ret-cam.
DOI: 10.6084/m9.figshare.28578650.v1
title: High-dimensional non-Abelian holonomy in integrated photonics

description: Source data for "High-dimensional non-Abelian holonomy in integrated photonics".Chen, Y., Fan, Y., Larsonneur, G. <i>et al.</i> High-dimensional non-Abelian holonomy in integrated photonics. <i>Nat Commun</i> <b>16</b>, 3650 (2025). https://doi.org/10.1038/s41467-025-58794-3.This source data is also published in Nature Research figshare portal: https://springernature.figshare.com with DOI: https://doi.org/10.6084/m9.figshare.28603322.
DOI: 10.6084/m9.figshare.c.3625163_d2.v1
title: Additional file 1: Table S1a. of AnnoLnc: a web server for systematically annotating novel human lncRNAs

description: The annotation result of “trancriptional regulation” of IncRNA H19. Table S1b. The annotation result of “miRNA interaction” of IncRNA H19. Table S2. The annotation result of “trait association” of IncRNA CCAT2. Table S3. RNA-Seq datasets of normal samples. Table S4. RNA-Seq datasets of cancer samples. Table S5. ChIP-Seq datasets. Table S6. miRNA families to run targetScan prediction. Table S7. CLIP Seq datasets of AGO. Table S8. CLIP-Seq datasets of RNA binding protein. (XLS 190 kb)
DOI: 10.6084/m9.figshare.24013134.v1
title: Quantitative pre and post questionnaire responses from students

description: Pre and post quantitative questionnaire responses from batch C and D of the workshop. Questions were adapted from the Attitude Towards Disabled Persons (ATDP) scale.Background demographic information including age, gender, ethnicity, disability, and any history of being in contact with PWD in their personal life was also recorded.<br>
DOI: 10.6084/m9.figshare.28061504.v1
title: Supplementary Material for: The novel SSTR3 full agonist ITF2984 shows antitumor properties against pancreatic neuroendocrine tumors (Pan-NETs)

description: Background: Somatostatin analogs (SSAs) binding to and activating somatostatin receptors (SSTRs) have been extensively used for the treatment of neuroendocrine tumors (NETs). The currently approved synthetic SSAs have high affinity for SSTR2 (octreotide/lanreotide), or for SSTR2 and SSTR5 (pasireotide). These agents have shown symptoms control and antiproliferative effects in subsets of NET patients and this was associated to the expression of the targeted SSTRs. Pancreatic NETs (Pan-NETs) are uncommon tumors with a propensity to metastasize. For unresectable advanced Pan-NETs expressing SSTRs, SSAs are the first-line medical therapy. Pan-NETs express mainly SSTR1, SSTR2 and SSTR3 and thus should respond to agonists targeting SSTR3. 
Summary: We evaluated the efficacy of ITF2984, a novel multireceptor agonist with specificity for SSTR3, against Pan-NET cells representative of well differentiated, functioning tumors, and expressing high levels of SSTR3. The effect of ITF2984 on cell proliferation/viability, and on its ability to promote apoptosis and suppress hormone secretion was evaluated in 2D and 3D organotypic culture systems. Pasireotide was tested in parallel for comparative purposes. 
Key message: We found that ITF2984 is as effective as pasireotide at inhibiting both proliferation/viability and hormone secretion, as well as at inducing apoptosis of Pan-NET cells grown as both 2D monolayers and 3D spheroids. High-dose ITF2984 elicits structural alterations in Pan-NET 3D spheroids compatible with cell death more effectively than pasireotide. Altogether, ITF2984 may represent a useful alternative to pasireotide for the medical treatment of Pan-NETs and other tumors with elevated SSTR3 expression.
DOI: 10.6084/m9.figshare.6819812.v3
title: Transcriptomic and genomic assemblies, Lake Baikal Sponge Data, from "Symbiosis, Selection and Novelty: Freshwater Adaptation in the Unique Sponges of Lake Baikal"

description: Assemblies of Lake Baikal sponge transcriptomes and draft genomic assemblies, along with associated files. Corresponds to paper by Kenny et al, 2019 MBE<br>
DOI: 10.6084/m9.figshare.9697205.v1
title: Response of Wheat Plants to Combinations of Herbicides with Insecticides and Fungicides

description: ABSTRACT: The combination of herbicides and other pesticides can influence weed and crop management. This study aimed to evaluate the response of the combination of different herbicides with insecticides or fungicides of different chemical groups on the development and yield of wheat grains of the cultivar ORS Vintecinco. The experimental design was a randomized block design with three replications. The experiment consisted of 33 treatments, as follows: control without application and application of the herbicides 2,4-D (1,005 g a.e. ha-1), bentazon (756 g a.i. ha-1), metsulfuron-methyl (3 g a.i. ha-1), and pyroxsulam (16 g a.i. ha-1), isolated or combined with the insecticides chlorfluazuron (15 g a.i. ha-1), chlorpyrifos (720 g a.i. ha-1), deltamethrin (5 g a.i. ha-1), and methomyl (5 g a.i. ha-1) or with the fungicides azoxystrobin (100 g a.i. ha-1), carbendazim (250 g a.i. ha-1), and propiconazole (190 g a.i. ha-1). Relative tolerance (RT), shoot dry matter (SDM), yield components, and grain yield were evaluated. In general, pyroxsulam had the highest number of synergistic interactions with insecticides and fungicides, reducing RT and SDM, especially the combination pyroxsulam + chlorpyrifos due to a lower RT level (45%) and higher SDM reduction (52%). All combinations of herbicides with the insecticide chlorpyrifos and most of the combinations with the fungicide propiconazole led to a reduction of grain yield when compared to their isolated application or to control without application.
DOI: 10.6084/m9.figshare.25526899.v2
title: EPI-Clone dataset: Human total bone marrow (A.1-A.7)

description: This is the dataset supporting the EPI-Clone manuscript: Targeted single cell methylation profiling of bone marrow was performed with the scTAMseq method. BM from seven donors was analyzed Donor characteristics are described in full in Table S1.Dataset is an R Data File (RDS) with an integrated Seurat object across donors<b>ASSAYS:</b>AB: Antibody expression dataDNAm: DNA methylation data, containing binary observations (0: amplicon not observed, i.e. dropout or absence of DNA methylation, 1: amplicon observed, i.e. DNA methylation). See the paper on scTAMseq<b>DIMENSIONALITY REDUCTION</b>scanorama: scanorama performed on the DNAm+AB dataumap: UMAP computed on scanoramascanoprot, umapprot: Same for AB data onlyscanometh, umapmeth: Same for DNAm data onlyTo compute donor-specific static CpGs UMAPs, follow the vignette at https://github.com/veltenlab/EPI-clone<b>METADATA</b>sample: Donor (A.1 - A.7)age: Donor agecelltype: Cell type annotationNonHhaI: Performance of the control amplicons in that celllog_ChrY: Log number of reads on the ChromosomeY ampliconsEPIClone_id: Cluster annotation computed by EPI-Clonemutation: CH mutation called in each cell. N/A means dropout.<br><br>