cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.fjgfr3
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON(((149.133091682185 -35.322117493037,149.133277975635 -35.3213711728763,149.13029493228 -35.3203002120711,149.131417116303 -35.3214943580152,149.133091682185 -35.322117493037)))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003673-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zyzpn
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON(((149.135904622406 -35.3187827654743,149.135384632685 -35.319193458129,149.139377362451 -35.319506688922,149.136080000932 -35.318630536602,149.135904622406 -35.3187827654743)))"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003675-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18444841
title: [Dataset] Journalists' Attitudes Towards AI
DOI: 10.5281/zenodo.18444842
title: [Dataset] Journalists' Attitudes Towards AI
DOI: 10.15468/dl.wxmdca
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gnaphalium chartaceum"
 ]
}

 The dataset includes 153 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003678-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.31322.81600
title: Supplementary to Barbieri et al AAS 2026
DOI: 10.15468/dl.jgg9e7
title: Occurrence Download

description: A dataset containing 11044 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Fossil",
 "PublishingOrg is 4c91866b-3c2e-4568-aca0-3ab0a1c1a45e"
 ]
}

 The dataset includes 11044 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003677-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hbyywe
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bothrops osbornei"
 ]
}

 The dataset includes 61 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003680-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jndz6q
title: Occurrence Download

description: A dataset containing 2552 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stenella clymene",
 "HasCoordinate is true",
 "Geometry POLYGON ((-98.05392 -60, 20 -60, 20 68.63872, -98.05392 68.63872, -98.05392 -60))"
 ]
}

 The dataset includes 2552 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003682-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/7fxd-y912
title: "DATASET_GAUSSIANFUSION_AI"

description: "This dataset contains multimodal UAV acquisitions integrating RGB optical imagery, thermal camera data, and LiDAR point clouds. The RGB and thermal images are provided in JPG format, while the original and fused point clouds are available in PLY format. Data were collected in real urban environments using drone platforms equipped with multiple sensors, enabling multimodal integration for 3D reconstruction and analysis.The dataset supports research in computer vision, remote sensing, and robotics, particularly in the areas of multimodal data fusion, unsupervised clustering, and Gaussian-based splatting for continuous rendering. It has been validated in scenarios such as controlled environments, cultural heritage sites, and vegetated urban areas, offering diverse geometric and radiometric conditions.This resource is intended to foster reproducibility and benchmarking in 3D reconstruction, segmentation, and multimodal integration tasks. Potential applications include civil engineering, precision agriculture, climate impact assessment, and defense-related urban modeling. By releasing this dataset with a DOI, we aim to promote open science and collaboration across the geoscience and computer vision communities."
DOI: 10.15468/dl.uxxd58
title: Occurrence Download

description: A dataset containing 2803 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Syngnathidae"
 ]
}

 The dataset includes 2803 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003683-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15692659
title: Neural signatures of predictive coding underlying the acquisition of incidental sensory associations
DOI: 10.5281/zenodo.18377043
title: Neural signatures of predictive coding underlying the acquisition of incidental sensory associations
DOI: 10.15468/dl.gh66kp
title: Occurrence Download

description: A dataset containing 403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pangshura"
 ]
}

 The dataset includes 403 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003684-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x6heav
title: Occurrence Download

description: A dataset containing 780 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Juglans mollis"
 ]
}

 The dataset includes 780 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003686-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nuqse8
title: Occurrence Download

description: A dataset containing 3733 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Pl@ntNet observations",
 "Country is Chile",
 "MediaType is Image"
 ]
}

 The dataset includes 3733 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003687-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2prfhx
title: Occurrence Download

description: A dataset containing 3238811 records in GBIF matching the query:
SELECT 
 "gbifid", "taxonkey", "phylum", "class", "order", "eventdate", "datasetkey", "countrycode", "stateprovince", "decimallongitude", "decimallatitude" 
FROM occurrence 
WHERE 
 ("hasgeospatialissues" = 'false') AND 
 ("hascoordinate" = 'true') AND 
 ("occurrencestatus" = 'PRESENT') AND 
 NOT("basisofrecord" IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')) AND 
 ("decimallatitude" &gt;= 30) AND 
 ("decimallatitude" &lt; 31) AND 
 ("decimallongitude" &gt;= -82) AND 
 ("decimallongitude" &lt; -81) AND 
 ("year" &lt;= 2025)

 The dataset's 3238811 records were derived from 484 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003676-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rk8969
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Holtbyrnia macrops Maul, 1957",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.9648 19.8496,26.9648 19.8496,26.9648 10.8496,35.9648 10.8496,35.9648 19.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010241-250525065834625/datasets/export for details.
DOI: 10.17632/xx9zzz6t54
title: Advancing Alzheimer’s Disease Detection in Clinical Settings: MRI Image Data

description: Dataset Overview
Dataset Name: Alzheimer’s Disease Detection Dataset

Purpose: To facilitate the development of AI and deep learning models for detecting Alzheimer’s Disease using MRI images.

Data Type: MRI brain scans in JPG format.

Labels: Four classes of Alzheimer’s Disease progression:

NonDemented: No signs of dementia.

VeryMildDemented: Very mild cognitive impairment.

MildDemented: Mild cognitive impairment.

ModerateDemented: Moderate cognitive impairment.

Dataset Size:

Train Set: 5,121 images

NonDemented: 2,560

VeryMildDemented: 1,792

MildDemented: 717

ModerateDemented: 52

Test Set: 1,279 images

NonDemented: 640

VeryMildDemented: 448

MildDemented: 179

ModerateDemented: 12

License: CC BY 4.0

Folder Structure
The dataset is organized into the following folder structure:

Alzheimer_Dataset/
│
├── images/
│ ├── train/
│ │ ├── NonDemented/
│ │ │ ├── image1.jpg
│ │ │ ├── image2.jpg
│ │ │ └── ...
│ │ ├── VeryMildDemented/
│ │ │ ├── image1.jpg
│ │ │ ├── image2.jpg
│ │ │ └── ...
│ │ ├── MildDemented/
│ │ │ ├── image1.jpg
│ │ │ ├── image2.jpg
│ │ │ └── ...
│ │ └── ModerateDemented/
│ │ ├── image1.jpg
│ │ ├── image2.jpg
│ │ └── ...
│ └── test/
│ ├── NonDemented/
│ │ ├── image1.jpg
│ │ ├── image2.jpg
│ │ └── ...
│ ├── VeryMildDemented/
│ │ ├── image1.jpg
│ │ ├── image2.jpg
│ │ └── ...
│ ├── MildDemented/
│ │ ├── image1.jpg
│ │ ├── image2.jpg
│ │ └── ...
│ └── ModerateDemented/
│ ├── image1.jpg
│ ├── image2.jpg
│ └── ...
│
└── labels/
 ├── train_labels.csv
 └── test_labels.csv


Dataset Details
3.1 MRI Images
Description: Brain MRI scans (e.g., T1-weighted, T2-weighted) from participants.

Format: JPG

Resolution: 256x256 pixels

Source: ADNI dataset, and local hospital

Preprocessing:

Converted from DICOM to JPG.

Normalized for brightness and contrast.

Resized to a consistent resolution.

Train Labels (train_labels.csv)
The train_labels.csv file contains metadata for the training set of MRI images. Each row corresponds to an image and includes the following fields:

Image_Path: The relative path to the image file (e.g., train/NonDemented/image1.jpg).

Label: The classification label for the image, which can be NonDemented, VeryMildDemented, MildDemented, or ModerateDemented.

Participant_ID: A unique identifier for the participant (e.g., 001).

Age: The age of the participant at the time of diagnosis (e.g., 72).

Gender: The gender of the participant (e.g., Male or Female).

Diagnosis_Date: The date of diagnosis in YYYY-MM-DD format (e.g., 2022-01-15).

Notes: Additional notes or comments (e.g., N/A if no notes are available).
DOI: 10.6084/m9.figshare.17703269.v2
title: Skewness project raw data files and codes

description: This repository contains raw data files and base codes to analyze them.A. The 'powerx_y.xlsx' files are the data files with the one dimensional trajectory of optically trapped probes modulated by an Ornstein-Uhlenbeck noise of given 'x' amplitude. For the corresponding diffusion amplitude A=0.1X(0.6X10<sup>-6</sup>)<sup>2</sup> m2/s, x is labelled as '1'B. The codes are of three types. The skewness codes are used to calculate the skewness of the trajectory. The error_in_fit codes are used to calculate deviations from arcsine behavior. The sigma_exp codes point to the deviation of the mean from 0.5. All the codes are written three times to look ar T<sub>+</sub>, T<sub>last</sub> and T<sub>max</sub>.C. More information can be found in the manuscript.
DOI: 10.17632/8nmhx6c8r2
title: Symmetry 1283574

description: Upper Limb Activity Time and Intensity of Workers employed at Metalworking Industry
DOI: 10.17632/cmnh9xc6wb
title: Benchmark Instances of the Quadratic Minimum Spanning Tree Problem(QMSTP)

description: Benchmark instances of the quadratic minimum spanning tree problem(QMSTP) , kindly provided by Hao Jin-kao and Fu Zhang-hua. There are 7 types of instances including CP, New Soak, OP1, OP2, RAND, SCA and SS.
DOI: 10.17632/dhdt6xrhrm
title: DEFIANCE: Decentralized Evidentiary Forensics for Immutable Auditability, Networked Chain-of-Custody, and Enforcement (A Blockchain-Based Forensic Firearm Tracking System and Evidentiary Dataset)

description: This dataset supports the thesis "A Cryptographic Architecture for Decentralized Firearm Forensics" and contains the complete codebase, verification artifacts, deployment scripts, audit records, forensic output samples, and evidentiary templates that comprise the DEFIANCE system — the first decentralized blockchain-based firearm forensic infrastructure.

DEFIANCE enables smart contract–governed NFT firearm identity, biometric transfer validation, multisignature warrant-based access control, and zero-knowledge-compatible forensic event logging. This dataset includes all modules necessary to deploy, test, audit, and reproduce the system in compliance with U.S. evidentiary law (Federal Rules of Evidence 902(13) and 902(14)) and academic reproducibility guidelines.
DOI: 10.6084/m9.figshare.28114337.v2
title: <b>Manganese homeostasis modulates glucan and chitin unmasking in the opportunistic yeast</b><b> </b><b><i>Candida albicans</i></b>

description: <i>Candida albicans</i> is a commensal fungus and also the most prevalent human fungal pathogen. The ability of this opportunistic yeast to acquire and maintain homeostatic levels of manganese (Mn), particularly in the metal-limited host environment, is an important determinant of its fitness. Recent studies have underscored the importance of Mn acquisition through members of Smf transporters, in <i>C. albicans</i> virulence and its ability to withstand various stresses. In the present study, we undertook transcriptional profiling in the mutant of the Mn transporter Smf12 under restricted Mn availability to identify processes that are directly impacted by impaired Mn uptake. Our analysis revealed that <i>smf12</i> displayed a transcriptional pattern suggestive of a cell wall defect, with many transcripts associated with cell wall biogenesis being differentially regulated. <i>smf12</i> together with <i>smf11</i>, a mutant of the closest homolog of Smf12, exhibited hypersensitivity to cell wall stressors and an altered cell wall ultrastructure. The <i>smf</i> mutants also exhibited unmasking of both β-glucan and chitin, which unexpectedly resulted in a decreased rate of phagocytosis by macrophages, suggesting impaired recognition or internalization. Furthermore, we showed that Mn-mediated unmasking of β-glucan required modulation of glucanase activity and was not mediated through the calcineurin pathway. This study uncovers a novel role for Mn in maintaining cell wall integrity and modulating the exposure of fungal antigenic determinants, further emphasizing the critical role of this metal in supporting the opportunistic nature of <i>C. albicans</i>.
DOI: 10.6084/m9.figshare.29120012.v1
title: The metabolome, RNA sequencing, ChIP, WGBS and WGS data of JIMT1, SKBR3 and MCF10A.

description: This research integrated metabolomics, transcriptomics and epigenomics data of trastuzumab sensitive and primary resistant HER2 positive breast cancer to identify metabolic alterations.
DOI: 10.6084/m9.figshare.3496541.v1
title: Table of comparisons between scanners

description: Table of comparisons between scanners.
DOI: 10.6084/m9.figshare.5554564.v1
title: Experiment HaLT-SubjectA-160308-6States

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: 10.17632/4gdzpyym5s
title: LINF_190008000

description: GDT1-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/sr7v22b66t
title: Dataset and code

description: The dataset covers  the period from July 01, 2015 to December 02, 2022. The dataset includes time series for a group of 27 variables. Description of the variables and their corresponding sources are outlined in the paper. The code file includes commands for carrying out the empirical analysis. Some parts of the analysis have been performed using STATA 17 drop-down menus.
DOI: 10.6084/m9.figshare.22567015.v1
title: Supplementary Material for: Frequency of and factors associated with the presence of a history of probable ADHD in a population of patients with sex addiction

description: Introduction: Since the first description of sex addiction (SA) by Carnes, research on this problematic behaviour has continued to grow, and the association with attention-deficit hyperactivity disorder (ADHD) appears to be frequent. This study aimed to estimate the frequency of a history of probable ADHD in a population of patients with SA and to explore the factors associated with it. Methods: One hundred eighty-five patients referred to the Nantes University Hospital for SA between 2011 and 2020 were included. Patients completed the Sexual Addiction Screening Test (SAST) or its revised version (SAST-R) to establish the presence of SA. As the SAST-R was not validated in French, we conducted a validation study for the French version. ADHD was screened using the Wender-Utah Rating Scale in childhood and the Adult-ADHD Self-Report Scale in adulthood. A multivariate logistic regression model was used to identify factors associated with the presence of a history of probable ADHD. Results: Childhood ADHD was identified in 36% of patients with SA. Factors associated with the presence of a history of probable ADHD were a low education level, an earlier age of onset of problematic sexual behaviour, another addictive disorder, an anxiety disorder, impulsivity (high negative urgency score) and high scores on harm avoidance and novelty-seeking temperament scales. Furthermore, the French version of the SAST-R displayed good psychometric properties, especially excellent sensitivity. Discussion/Conclusion: The frequency of a history of probable ADHD among patients with SA is consistent with the literature and close to the highest range. Specific personality traits in patients with both SA and a history of probable ADHD could induce lasting problems of adaptation, which may precipitate the development of SA or maintain it.
DOI: 10.6084/m9.figshare.3549810.v1
title: Appendix C. Additional figures of the residuals of the metabolic rates on body mass.

description: Additional figures of the residuals of the metabolic rates on body mass.
DOI: 10.17632/t8rrxnb6p2
title: Data for: GOVERNMENTS AS PARTNERS: THE ROLE OF ALLIANCES IN U.S. CLEANTECH STARTUP INNOVATION

description: The database is a novel and unbalanced panel of 657 startups in the U.S. cleantech sector between 2008 and 2012. The panel includes 2,015 alliances (2008 to 2012) of all U.S. startups interacting with other firms, government organizations, research institutes, universities, and other not-for-profit organizations from the U.S. and globally. The startups operate in one or more of the following 17 sub-sectors: solar, wind, biomass, geothermal, hydro and marine power, nuclear, energy storage, smart grid, energy efficiency, advanced materials, transportation, biofuels and biochemicals, conventional fuels, fuel cells and hydrogen, air, recycling and waste, or water and wastewater. We considered a firm to be a startup if it is younger than 5 years in year t, with t0 being 2008. In addition to the network data, the dataset includes information on the patenting activity and financial investments (number of financing deals) of the startups.
DOI: 10.6084/m9.figshare.19148912.v1
title: Observing planet-driven dust spirals with ALMA

description: <b>Dataset and image gallery </b>supplementing the publication:Speedie, J., Booth R.A. & Dong, R. (2022). Observing Planet-driven Dust Spirals with ALMA. <i>ApJ</i>, 930:40 (22pp).<br>--------------------------------------------------------------------------------<b>data.zip</b> contains fits files of synthetic ALMA Band 7 continuum observations [mJy/beam].<b>image.gallery.zip</b> contains a ready-made visualization of everything in <b>data.zip</b>: an image gallery (and quicklook movies) of disk images [mJy/beam] and residual maps [S/N]Loose<b> *.mp4 files </b>are also present in <b>image.gallery.zip</b>.<br>The following model permutations are available:1. <b>Face-on</b> disks:<b>x2</b> equation of state (isothermal, adiabatic with beta=10)<b>x3</b> planet mass (0.3, 1.0 and 3.0 thermal masses)<b>x4</b> disk optical depth (0.1, 0.3, 1.0, 3.0 initial tau at Rp)<b>x6</b> requested observing sensitivity (10, 15, 20, 25, 30, 35 uJy/beam)<b>x3</b> antenna configuration pairs (C43-4 + C43-7, C43-5 + C43-8, C43-6 + C43-9)<b>= 432</b> synthetic ALMA Band 7 continuum images (+24 model dust continuum emission maps that served as input [Jy/arcsec2])<br>2. <b>Inclined</b> disks:<b>x1</b> equation of state (adiabatic with beta=10)<b>x1</b> planet mass (1.0 thermal masses)<b>x4</b> disk optical depth (0.1, 0.3, 1.0, 3.0 initial tau at Rp)<b>x3</b> disk inclinations (30, 50 and 70 degrees)<b>x2</b> planet position angle (on major axis, on minor axis)<b>x6</b> requested observing sensitivity (10, 15, 20, 25, 30, 35 uJy/beam)<b>x1</b> antenna configuration pairs (C43-5 + C43-8)<b>= 144</b> synthetic ALMA Band 7 continuum images---------------------------------------------------------------------------------When you make use of material from this repository, please acknowledge:Speedie, J., Booth R.A. & Dong, R. (2022). Observing Planet-driven Dust Spirals with ALMA. <i>ApJ</i>, 930:40 (22pp).
DOI: 10.17632/54vrj36p3p
title: Fault-slip data of Ukrainian Outer Carpathians

description: Fault-slip data recorded in Ukrainian Outer Carpathians
DOI: 10.17632/5tj8phdkj8
title: Supplementary Table 1

description: Supplementary Table 1 for Kang & Nabel Smith et al. (JAAD, 2025). "Infection risk of rituximab monotherapy versus combination therapy with rituximab and mycophenolic acid in systemic sclerosis"
DOI: 10.17632/z483jhnsf2
title: Dataset associated with: "Computational hydroacoustic analysis of the BB2 submarine using the advective Ffowcs Williams and Hawkings equation with Wall-Modeled LES"

description: PLEASE REFER TO: 
Journal: Applied Ocean Research n. 129 Dec 2022
DOI : 10.1016/j.apor.2022.103360
Title : Computational hydroacoustic analysis of the BB2 submarine using the advective Ffowcs Williams and Hawkings equation with Wall-Modeled LES
The repository contains data to reproduce many of the graphs shown in the paper and can be used for validation and comparison. The numerical techniques, hypothesis and models adopted to produce this dataset are well described in the manuscript. Data are organized in folders, named with the unique number that identify the figure in the paper. Together with the data is always present a Python script that loads files and plot figures.
DOI: 10.6084/m9.figshare.29178863.v2
title: <i>Brasenia schreberi</i>

description: <b>The T2T genome assembly and annotation</b><b> of </b><b>watershield (</b><b><i>Brasenia schreberi</i></b><b>)</b>