cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/p8rg7mv4h9
title: Next move in movement disorders: neuroimaging protocols for hyperkinetic movement disorders - fMRI Data Quality Metrics

description: Introduction: The Next Move in Movement Disorders (NEMO) study is an initiative aimed at advancing our understanding and the classification of hyperkinetic movement disorders, including tremor, myoclonus, dystonia, and myoclonus-dystonia. The study has two main objectives: (a) to develop a computer-aided tool for precise and consistent classification of these movement disorder phenotypes, and (b) to deepen our understanding of brain pathophysiology through advanced neuroimaging techniques. This protocol review details the neuroimaging data acquisition and preprocessing procedures employed by the NEMO team to achieve these goals.
Methods and analysis: To meet the study's objectives, NEMO utilizes multiple imaging techniques, including T1-weighted structural MRI, resting-state fMRI, motor task fMRI, and 18F-FDG PET scans. We will outline our efforts over the past four years to enhance the quality of our collected data, and address challenges such as head movements during image acquisition, choosing acquisition parameters and constructing data preprocessing pipelines. This study is the first to employ these neuroimaging modalities in a standardized approach contributing to more uniformity in the analyses of future studies comparing these patient groups. The data collected will contribute to the development of a machine learning-based classification tool and improve our understanding of disorder-specific neurobiological factors. 
Ethics and dissemination: Ethical approval has been obtained from the relevant local ethics committee. The NEMO study is designed to pioneer the application of machine learning of movement disorders. We expect to publish articles in multiple related fields of research and patients will be informed of important results via patient associations and press releases.

The current dataset contains the fMRI data quality statistics used in the manuscript for Figure 4 and Table 1. To assess spatial and temporal signal quality for the two fMRI protocols across rest and hand movement tasks, we compared data quality metrics in a small cohort of hyperkinetic movement disorder patients (1 dystonia, 7 myoclonus, 2 tremor) and 13 healthy controls using framewise displacement (FD), derivative of the root mean square variance over voxels (DVARS), spatial SNR, and temporal (t)SNR.
DOI: 10.17632/pv8p3r69cb
title: The TDHF code Sky3D

description: Abstract The nuclear mean-field model based on Skyrme forces or related density functionals has found widespread application to the description of nuclear ground states, collective vibrational excitations, and heavy-ion collisions. The code Sky3D solves the static or dynamic equations on a three-dimensional Cartesian mesh with isolated or periodic boundary conditions and no further symmetry assumptions. Pairing can be included in the BCS approximation for the static case. The code is implemented with ... Title of program: Sky3D Catalogue Id: AESW_v1_0 Nature of problem The time-dependent Hartree-Fock equations can be used to simulate nuclear vibrations and collisions between nuclei for low energies. This code implements the equations based on a Skyrme energy functional and also allows the determination of the ground-state structure of nuclei through the static version of the equations. For the case of vibrations the principal aim is to calculate the excitation spectra by Fourier-analyzing the time dependence of suitable observables. In collisions, the formatio ... Versions of this program held in the CPC repository in Mendeley Data AESW_v1_0; Sky3D; 10.1016/j.cpc.2014.04.008 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.6084/m9.figshare.928564.v1
title: Plain text file, raw digital elevation model for Kameni islands, Santorini using 2004 data

description: Plain text file, with the dataset for the raw digital elevation model, from 2004. Published in 2006 by DM Pyle & JR Elliott, Quantitative morphology, recent evolution, and future activity of the Kameni Islands volcano, Santorini, Greece, Geosphere, 2 (5), 253-268. The original LiDAR data were collected in an airborne campaign funded by the UK Natural Environment Research Council, and carried out by the NERC Airborne Research and Surveu Facility
DOI: 10.17632/gjgj4hzpgc
title: Keyhole stone monuments of Sahara in satellite images (.kml files)

description: Here I propose the .kml files regarding the positions of keyhole stone monuments of Sahara. These monuments are mentioned in literature as burial sites. In the folder, besides the files obtained by means of Google Earth, .pdf documents are enclosed to illustrate the solar orientation of these monuments. One of the .kml files is named "Swallows of Sahara". Cino Boccazzi, writer and explorer, who visited several times the Sahara, reports of some stone structures having the shape of "stone flying swallows" in the region of Amguid.
DOI: 10.17632/nxnsrsnnnw
title: Estimation of aboveground biomass and carbon stocks of tree saplings using UAV-derived RGB imagery - DATASET

description: Data used in the publication "Estimation of aboveground biomass and carbon stocks of tree saplings using UAV-derived RGB imagery". Metadata and description of the dataset are included.
DOI: 10.17632/pvskpn6tbs
title: Dataset for Predicting the Future Price of Carbon Credits: A Systematic Review

description: This dataset forms the basis of a systematic analysis that examines different approaches and frameworks employed in forecasting future carbon credit prices.
DOI: 10.17632/wxb94xrctt
title: Data - Alkaline water electrolysis beyond 3 A/cm2 using catalyst coated diaphragms

description: Experimental data for the publication Alkaline water electrolysis beyond 3 A/cm2 using catalyst coated diaphragms
DOI: 10.17632/zdpz6m9gzf
title: Datasets for ichthyolith detection

description: The following three kinds of dataset are shared.

(1) 01_dataset_for_ai_ichthyolith
A zip file of training and validation dataset for ai_ichthyolith (Mask R-CNN).
A training folder includes 866 images and 1 annotation information in the format of VGG Image Annotator (https://www.robots.ox.ac.uk/~vgg/software/via/).
A validation folder include 92 images and 1 annotation information.

(2) 02_dataset_for_efficientNet-v2
A zip file for training and validation of classification model (efficientnet-v2).
A dataset include 17400 images of tooth, 15036 images of noise. 
These images were randomly split into training and validation dataset in the training code.
Although 36 images of denticle are included, they were not used for classification, because the number is too small.

(3) 03_dataset_for_practical_test
6 Zip files that include whole the observation regions of the slide.
A file include ~1000 images and annotation information in the format of labelImg (https://github.com/tzutalin/labelImg).

Sample codes are available at https://github.com/KazuhideMimura/ai_ichthyolith and https://github.com/KazuhideMimura/eNetV2_for_ai_ichthyolith
DOI: 10.6084/m9.figshare.27297039.v1
title: A Theory to Refute the Riemann Hypothesis

description: This paper introduces a new theory regarding the distribution of the zeros of the Riemann zeta function on the critical line, challenging the current assumptions about the structure of the zeta function. The classical approach, which incorporates both prime and non-prime numbers into the calculations, obscures the actual zeros and results in computations that approach but never reach the true zeros. By isolating the prime numbers, it becomes apparent that the imaginary part of the zeros on the critical line is directly correlated with the primes. The higher the prime, the greater the distance between the zeros. This discovery reveals a pattern that contradicts previous assumptions about the distribution of the zeros in the zeta function.
DOI: 10.6084/m9.figshare.3556590.v1
title: Supplement 1. Original data on heterospecific pollen transfer, floral traits, pollination generalization level among 74 species, and parameters of the HPT network structure.

description: File List Directed_network.txt (MD5: 5397bbc1e9c459809a79f42456a4318c) Floral_trait_and_PG.txt (MD5: f883673e7890eaf6849467f2fdb52fbb) Description Directed_network.txt is an original data set of pollen donation and receipt among 74 flowering species in Shangri-La Alpine Botanical Garden, southwest China. Value in each cell represents the number of pollen grains transfered between plant species. Species number is corresponding to that in Fig. 2. Floral_trait_and_PG.txt presents data including relative visit frequency of major pollinators (Bee, bumblebee and Diptera) to 74 sympatric flowering species, pollination generalization level, floral traits (stigma area, stigma position and corolla open), (weighted) In- and Out-Degree, and Modularity. Species whose stigma were collected shown in 1 otherwise in 0.
DOI: 10.6084/m9.figshare.9948233.v2
title: Mouse list of counts after hypoxic stress by RNA-seq (up/down/unchanged)

description: The number of experiments in which gene was up/down regulated was counted for all genes in mouse utilizing RNA-seq data collected. For up/down regulated gene selection, over 2 fold threshold was adopted.
DOI: 10.17632/226275vfxz
title: Dataset of Mugshots

description: The major goal of the self-created dataset is to eliminate the class imbalance in LFW i.e., the dataset's largest class has 500 times more photos than the smallest. As a result of this flaw, the model may bias towards the class with more photos. Another reason for creating the criminal dataset is to account for low-resolution photos, as standard datasets use high-resolution cameras to gather photographs. To show the real-time application of face recognition, a self-created dataset containing 10 classes of criminals is used. Mislabelled and vague photos are manually removed, and 25 images from each class are considered to create a class-balanced dataset. Out of which 10 images of each class are used to construct low-resolution images and partially occluded faces. Therefore, each class of the proposed dataset is having 35 images. Photographs of the criminals for the self-created dataset are taken from Google. As the captured video frames contain numerous faces at a time, another testing dataset is made to include 50 different photos with multiple faces, thus the planned dataset is now ready to demonstrate the real-time surveillance system.
DOI: 10.6084/m9.figshare.12264401.v3
title: The BETA database

description: The brain-computer interface (BCI) provides an alternative means to communicate and it has sparked growing interest in the past two decades. Specifically, for Steady-State Visual Evoked Potential (SSVEP) based BCI, marked improvement has been made in the frequency recognition method and data sharing. However, the number of pubic databases is still limited in this field. Therefore, we present a \textbf{BE}nchmark database \textbf{T}owards BCI \textbf{A}pplication (BETA) in the study. The BETA database is composed of 64-channel Electroencephalogram (EEG) data of 70 subjects performing a 40-target cued-spelling task. The design and the acquisition of the BETA is in pursuit of meeting the demand from real-world applications and it can be used as a test-bed for these scenarios. We validate the database by a series of analyses and conduct the classification analysis of eleven frequency recognition methods on BETA. We recommend to use the metric of wide-band signal-to-noise ratio (SNR) and BCI quotient to characterize the SSVEP at the single-trial and population levels, respectively. The BETA database has an alternative download website link of http://bci.med.tsinghua.edu.cn/download.html.
DOI: 10.6084/m9.figshare.19750666.v3
title: Data from: Linking rhizosphere soil microbial activity and plant resource acquisition strategy

description: The dataset were uesd to generate results of how plant resource strategy regulate rhizosphere soil microbial functions
DOI: 10.6084/m9.figshare.28806470.v2
title: Research Data Journal Isbat (16 April 2025).csv

description: This study aims to analyze the collaboration between servant leadership and Adversity Quotient (AQ) in improving employee performance and commitment to the organization at the Bogor Regency Regional-Owned Enterprises (BUMD), with work motivation as an intervening variable. This study uses a sequential explanatory method with Structural Equation Modeling (SEM). The results of the study indicate that the collaboration between servant leadership and AQ has a significant effect on employee performance, commitment to the organization, and work motivation. Work motivation is proven to act as a mediator that strengthens the influence of servant leadership and AQ on employee performance and commitment. In conclusion, strengthening the collaboration between servant leadership, AQ, and work motivation can be an effective strategy to improve employee performance and commitment at BUMD.
DOI: 10.6084/m9.figshare.28972058.v1
title: State_Firearm_Laws_Database_Codebook.xlsx

description: This is a copy of the codebook about 134 state gun laws collected from the State Firearm Laws Database website, which has been shut down and is no longer accessible.
DOI: 10.17632/tsy6rbc5d4
title: Data for: MACHINE LEARNING IN MEDICINE: CLASSIFICATION AND PREDICTION OF DEMENTIA BY SUPPORT VECTOR MACHINES (SVM)

description: This set consists of a longitudinal collection of 150 subjects aged 60 to 96. Each subject was scanned on two or more visits, separated by at least one year for a total of 373 imaging sessions. For each subject, 3 or 4 individual T1-weighted MRI scans obtained in single scan sessions are included. The subjects are all right-handed and include both men and women. 72 of the subjects were characterized as nondemented throughout the study. 64 of the included subjects were characterized as demented at the time of their initial visits and remained so for subsequent scans, including 51 individuals with mild to moderate Alzheimer’s disease. Another 14 subjects were characterized as nondemented at the time of their initial visit and were subsequently characterized as demented at a later visit.
DOI: 10.17632/vkf5v4dmwb
title: Apêndice - COSMÉTICOS ORGÂNICOS E O USO DE APELOS EMOCIONAIS

description: Este apêndice contém as figuras e as escalas utilizadas na pesquisa intitulada "Cosméticos orgânicos e o uso de apelos emocionais"
DOI: 10.4121/uuid:a2997418-682b-46f5-a988-ba0c88d7350e
title: Damage Tolerance of Adhesive Bonds - Dataset I

description: Quasi-static and fatigue crack growth tests of metal-metal adhesive bonds. Tests were performed on double cantilever beam specimens, consisting of aluminium-2024-T3 arms bonded using FM 94 epoxy adhesive. Specimens and test procedure were based on ASTM standard ASTM D5528-01. The aim of the experiments was to increase the understanding of (fatigue) crack growth in adhesively bonded joints. Both raw data (crack length, force, and displacement) and derived data (e.g. strain energy release rate) are included. Parent item: Damage Tolerance of Adhesive Bonds - Datasets Quasi-static and fatigue tests of metal-metal adhesive bonds. Both raw data (crack length, force and displacement) and derived data (e.g. strain energy release rate) are included.
DOI: 10.6084/m9.figshare.12525929.v1
title: JVASP-20993 to JVASP-21948

description: JARVIS-DFT input/output files
DOI: 10.6084/m9.figshare.14984667.v2
title: A public dataset of video, acceleration, and angular velocity in individuals with Parkinson's disease during the turning-in-place task

description: This dataset contains acceleration, angular velocity and video data from 35 PD patients with Freezing of gait in a turning task. For the turning in place task, participants stood and turned in place, alternating 360° turns to their right, then 360° to their left, repeating this sequence at a self-selected pace for 2 minutes. The data set contains three types of data: (a) metadata; (b) separate text files were generated for the IMU processed data for each trial; and (c) the video of each trial. Two movement disorders specialists subsequently reviewed the videos and noted freezing events. From the identification of FE carried out by the movement disorders specialists using the video, we identify when these events happen in the IMU data.
DOI: 10.6084/m9.figshare.28641839.v1
title: Near telomere-to-telomere genome assembly of the Beagle dog (<i>Canis lupus familiaris</i>)

description: The Beagle dog (<i>Canis lupus familiaris</i>) plays a dual role as both a beloved family pet and an invaluable research model animal. Here, we present the first telomere-to-telomere genome assembly of the Beagle dog. The genome assembly size is 2.46 Gb with a contig N50 of 63.17 Mb, and the largest contig spans 123.45 Mb. The BUSCO completeness is 98.30%. A total of 99.92% of the contigs were anchored to 38 acrocentric autosomes and a metacentric sex chromosome. Only 13 gaps remained to be resolved, and 29 out of the 39 chromosomes are telomere-to-telomere gap-free. Two hundred and seven out of the total 447 rRNA genes were enriched on chromosome 4. Repeats comprised 34.90% of the genome, which is higher than that of other canine genomes. A total of 21,146 protein-coding genes were predicted, and 99.68% of them were functionally annotated.
DOI: 10.6084/m9.figshare.3519836.v1
title: Appendix B. Model 2 path diagram illustrating the direct effects of hypothesized associations between variables.

description: Model 2 path diagram illustrating the direct effects of hypothesized associations between variables.
DOI: 10.17632/6n38vwnwc7
title: Dataset for 'Evolutionary response to climate change in migratory pied flycatchers'
DOI: 10.17632/fdsz3z2c7x
title: "Detection of Water Adulteration Levels in Milk Using Near-Infrared Spectroscopy Combined with Chemometrics"Supplementary documents

description: "Detection of Water Adulteration Levels in Milk Using Near-Infrared Spectroscopy Combined with Chemometrics"Supplementary documents
DOI: 10.17632/fg7nhc7yvn
title: Data for: Both low- and regular-fat cheeses mediate improved insulin sensitivity and modulate serum phospholipid profiles in insulin resistant rats

description: The file has 3 tables: Table 1 is the fatty acid profile of the diets used in this study. The fatty acids were quantified using gas chromatography. Table 2 is the complete serum metabolomic analyses for all analytes reported. Table 3 is the liver phospholipid profile (phosphatidylcholine, phosphatidylethanolamine, and their ratio).
DOI: 10.6084/m9.figshare.22256626.v2
title: NPP-VIIRS-like nighttime light data (1992-2020) in Yangtze River Delta

description: The NPP-VIIRS-like nightime light data from 1992 to 2020 covering the Yangtze River Delta . The night light time series from 1992 to 2011 was obtained by converting DMSP-OLS to NPP-VIIRS. <br>
DOI: 10.6084/m9.figshare.24417727.v1
title: MEnet weight

description: MEnet model weight (best trial)
DOI: 10.6084/m9.figshare.24512413.v1
title: CSS sample information submission guide

description: Guide for submitting sample information to Novogene through our customer portal, CSS
DOI: 10.6084/m9.figshare.25972408.v2
title: Camera trap data from KNR (2010-2013)

description: This is part of the complete camera trap data collected in Kalamaili Nature Reserve (KNR) from 2010 to 2013. Camera traps were set at several watering points to observe the water uses of Przewalski's horse and Asiatic wild ass.
DOI: 10.6084/m9.figshare.25990123.v1
title: Germline missense MSH2 VUS - 8

description: Molecular dynamics simulation of the VUS based on the ClinVar database, the simulation is up to 100 ns.
DOI: 10.17632/6whrv3ym6k
title: short-chain fatty acids concentration

description: short-chain fatty acids concentration in patient fecal samples
DOI: 10.17632/pwj6rsd2b3
title: Warm-temperate flood-tidal sand-delta macrofauna

description: Macrofaunal data from cores along the length of a flood-tidal sand delta in the mouth of the warm-temperate Knysna estuarine bay in the Western Cape, South Africa
DOI: 10.17632/z6j6g3b9yf
title: Database providing Ms Temperature for NiTi-Like alloys _UPDATE_Oct.2023

description: This database provides the martensite transformation temperature for various"NiTi"-like alloys containing 1, 2, 3, and more of the most employed elements that are thermodynamically closest to Ni and Ti. The elements (Ni, Fe, Co, Cu, Pd, and Pt) are classified as Ni-like elements, while (Ti, Zr and Hf ) are considered as Ti-like elements and Nb and Ta are the Nb-like elements. The dataset has been updated on October 2023.
DOI: 10.6084/m9.figshare.14442296.v1
title: GSE115978

description: Melanoma cells sequenced from humans.<br>
DOI: 10.6084/m9.figshare.19641759.v1
title: Data and code for "Projected soil carbon loss with warming in constrained Earth system models"

description: Meta-analysis and upscaling of soil pool-specific intrinsic carbon turnover data based on long-term incubation experiments.
DOI: 10.6084/m9.figshare.22626886.v1
title: viral MAGs genome sequences

description:  Viral genome sequences.
DOI: 10.6084/m9.figshare.27320571.v2
title: Abell et al. Supplementary Dataset S1

description: Abell et al., Supplementary Dataset S1 used in:<br>"Abell et al. "<b>Iron fertilization of the North Pacific did not drive Pliocene to Quaternary cooling</b>"<br>submitted to <i>Science Advances.</i>
DOI: 10.6084/m9.figshare.6007661.v1
title: Raw Counts and FPKM values from RNA-seq of Primary Human Kidney Glomerular Outgrowths, Tubular Cultures and Immortalized Podocytes

description: Kidney tissues were obtained from patients undergoing radical nephrectomy for renal tumors with informed consent for DNA sequencing (University of Washington IRB 1297). Normal kidney cortex was lightly digested and then mechanically sieved to isolated glomeruli. The glomeruli were allowed to attach and primary outgrowth cultures of podocytes and mesangial cells were obtained in ~14 days. In parallel, cortical tissue was used to generate tubular outgrowth cultures. These cultures and an immortalized human podocyte cell line were subjected to DNase-seq and RNA-seq per published ENCODE protocols.
DOI: 10.17632/z3mdsdyw8d
title: raw image data for "Resilient anatomy and local microplasticity of naïve and stress hematopoiesis "_Figure 1-5 part_4

description: raw image data for "Resilient anatomy and local microplasticity of naïve and stress hematopoiesis "_Figure 1-5 part_4
DOI: 10.6084/m9.figshare.13270406.v2
title: Environmental resistance predicts the spread of alien species

description: Data files and R code used in Lovell <i>et al. </i>(2021) Environmental resistance predicts the spread of alien species. <i>Nature Ecology & Evolution. </i>https://www.nature.com/articles/s41559-020-01376-x
DOI: 10.6084/m9.figshare.13515977.v1
title: Radar recorded child vital sign dataset and deep learning-based age group classifier for vehicular application

description: Children vital signs data recorded with FMCW radar and a clinical sensor.