cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.27939303.v1
title: single-cell RNA-sequencing expression matrix of Ewing's sarcoma

description: single-cell RNA-sequencing expression matrix of Ewing's sarcoma of bone.Samples for scRNA-seq were derived from three treatment-naïve patients (TN1-3). Two paired specimens (NAC1 paired with TN1 and NAC3 paired with TN3) were obtained from patients who underwent preoperative neoadjuvant chemotherapy and surgical resection. Three specimens were obtained from patients who experienced local recurrence after VDC-IE chemotherapy and surgical resection (RC1-3).
DOI: 10.6084/m9.figshare.19374350.v1
title: A genome-informed higher rank classification of the biotechnologically important fungal subphylum Saccharomycotina

description: All data were used to identify class/order-specific gene families
DOI: 10.6084/m9.figshare.22574185.v1
title: Raw data of typical balance movements of Tai Chi

description: Lower limb joints and muscles
DOI: 10.6084/m9.figshare.23635815.v1
title: <strong>FSC forest certification effects on biodiversity: a global review and meta-analysis </strong>

description: Dataset used to conduct the principal analyses described in the main body of Matias et al. A systematic literature review and meta-analysis to assess the effect of Forest Stewardship Council on biodiversity worldwide.
DOI: 10.6084/m9.figshare.28891010.v2
title: Optimization test - compression raw data

description: Printing parameters optimization raw data
DOI: 10.6084/m9.figshare.9977372.v1
title: The role of phosphorus limitation in shaping soil bacterial communities and their metabolic capabilities.

description: Dataset for publication
DOI: 10.17632/2vkk2r9tx3
title: Dataset for Gait Analysis of Cerebellar Ataxic Patients and Healthy Adults Using MediaPipe Pose

description: This dataset is composed of human gait analysis data extracted using the human pose estimation framework MediaPipe Pose applied on two types of videos:
1. Cerebellar Ataxic Gait Videos.
2. Normal Gait Videos.

Each one of the "Cerebellar Ataxic Gait " and "Normal Gait" folders contains 20 feature datasets extracted from 20 videos. The datasets are numbered from 1 to 20 with each numbering representing a healthy subject for the normal gait dataset and the same subject mimicking the cerebellar ataxic gait. 

Each dataset consists of 47 gait analysis features:
1. 3D coordinates (x, y, z) of 12 joints in the human body: right and left shoulders, elbows, wrists, hips, knees, and ankles (36 features).
2. Kinematic parameters representing joint angles: right and left shoulders abduction and adduction, hips flexion and extension, and knees flexion and extension (6 features).
3. Spatiotemporal parameters: step length, step width, feet clearance, and right and left stride speed (5 features).

This dataset can be used for training medical diagnosis machine learning models, which can be beneficial for physicians in assisting patients diagnosed with cerebellar ataxia or other similar neurodegenerative diseases with their gait rehabilitation process.

For those who want to use this dataset for their research, make sure to cite the following paper associated with this dataset:

@inproceedings{khalil2022diagnosis,
 author={Khalil, Hisham and Saad, Ahmed Mohamed Saad Emam and Khairuddin, Uswah},
 booktitle={2022 IEEE-EMBS Conference on Biomedical Engineering and Sciences (IECBES)}, 
 title={Diagnosis of Cerebellar Ataxia Based on Gait Analysis Using Human Pose Estimation: A Deep Learning Approach}, 
 year={2022},
 pages={201--206},
 doi={10.1109/IECBES54088.2022.10079396}}
DOI: 10.17632/phvx6nts6b
title: Survey on agile mindset and agile team effectiveness

description: See: Miler J., Gaida P., On the Agile Mindset of an Effective Team – An Industrial Opinion Survey, Proceedings of the 2019 Federated Conference on Computer Science and Information Systems, M. Ganzha, L. Maciaszek, M. Paprzycki (eds). ACSIS, Vol. 16
DOI: 10.6084/m9.figshare.12300797.v3
title: A predictive model for Chinese children with developmental dyslexia——Based on genetic algorithm optimized back-propagation neural network

description: Dataset, program, and model
DOI: 10.6084/m9.figshare.23585319.v1
title: Data key.xlsx

description: Data key containing the codes and explanation of the codes of the excel sheet
DOI: 10.6084/m9.figshare.27626286.v2
title: High Resolution Water Quality Dataset of Chinese Lakes and Reservoirs from 2000 to 2023

description: The dataset includes monthly data of eight water quality parameters for lakes and reservoirs in China from 2000 to 2023. The data were simulated using random forest models, taking into account the impacts of climate, soil properties, and anthropogenic activities. These water quality parameters are pH, dissolved oxygen (DO; mg/L), total nitrogen (TN; mg/L), total phosphorus (TP; mg/L), permanganate index (CODMn; mg/L), turbidity (Tur; JTU), electrical conductivity (EC; S/m) and dissolved organic carbon (DOC; mg/L). The data is stored in CSV format, sorted by lake and reservoir, and each CSV file contains monthly water quality data for the lake or reservoir and corresponding coordinates.
DOI: 10.6084/m9.figshare.28360265.v1
title: Supplementary Material for: A rare case of dichorionic twins concordant for arterial tortuosity syndrome: case report and review of the literature

description: Introduction: Arterial Tortuosity Syndrome (ATS) is a rare congenital disorder characterized by elongation and tortuosity of the aorta and mid-sized arteries. Additional features typical of connective tissue disorders are usually present, but the clinical presentation of the syndrome can extensively change. The cardiovascular implications are the major source of morbidity and mortality and can be present even during neonatal period, therefore a correct neonatal management is extremely important. However, only few cases of ATS have been suspected or diagnosed prenatally.
Case Presentation: In our study we present a rare case of dichorionic twins both affect by ATS, in which the syndrome was suspected antenatally. Moreover, we performed a review of the literature and summarized the main findings identified at prenatal ultrasounds and postnatal examination, in order to help clinicians with the management of this rare diagnosis.
Conclusion: The most suspicious ultrasound prenatal finding of ATS is the elongation and tortuosity of great arteries. When ATS is suspected prenatally, the newborn should be referred immediately after birth to a high specialized center for proper neonatal care. In case of confirmed ATS parents should be counseled regarding the recurrence risk in other pregnancies.
DOI: 10.6084/m9.figshare.28830275.v1
title: Near-Infrared Spectrometry as a Tool for Screening Meropenem for Quality

description: Meropenem for Injection, USP is a sterile, pyrogen-free, white to pale yellow crystalline powder and is supplied in vials containing sufficient meropenem to deliver 1 g for intravenous administration. The Drug Quality Task Force at the University of Kentucky has found variability in the near-infrared spectra of meropenem samples. The variability was found both within a lot (where one vial from six was 12.0 SDs from the other 5 vials) and between lots of the drug (where 8 vials were &gt;3 SDs from the center of the library, and one of those was 6.1 SDs away from the center of the library). This variability was detected using a statistical analysis of the spectra that included principal component analysis (PCA) and the BEST metric, Inter-lot variability was assessed using a spectral library of 90 meropenem vials obtained from 15 lots of drug from the same manufacturer.  The results suggest that the drug may have been manufactured while the manufacturing process was operating outside of a state of process control.<br>
DOI: 10.15468/dl.77uzrc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argentina silus (Ascanius, 1775)",
 "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 ((1.2219 37.0382,-0.0352 36.4794,-0.0352 28.8496,8.9648 28.8496,8.9648 37.5879,8.4538 37.4177,7.4601 37.5841,6.845 37.4576,6.4593 37.5936,5.3421 37.2141,4.9133 37.3804,3.8874 37.4256,1.2219 37.0382))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013263-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.12526973.v1
title: Supplementary Material for: Single-Center Noninferiority Randomized Trial on the Efficacy and Safety of Low- and High-Dose Rush Oral Milk Immunotherapy for Severe Milk Allergy

description: <b><i>Introduction:</i></b> Oral immunotherapy (OIT) has been reported to be effective but associated with a risk of severe symptoms. Thus, an OIT method with decreased risk is required. <b><i>Objectives:</i></b> We aimed to evaluate the efficacy and safety of low- and high-dose OIT regimens in children with severe milk allergy. <b><i>Methods:</i></b> Overall, 33 participants (median age, 9 years; median final dose of the milk oral food challenge [OFC], 2 mL) were included. The participants were randomly assigned to groups that received either a low (20 mL; <i>n</i> = 19) or high (100 mL; <i>n</i> = 14) maintenance target dose of OIT. The dose was gradually increased to the target dose in the rush escalation phase and was then maintained daily at home. The primary endpoint was the final OFC dose at 6 months of OIT. Adverse events during OIT were evaluated. <b><i>Results:</i></b> The final OFC dose after OIT was significantly higher than that before OIT in both groups (low-dose, <i>p</i> = 0.000; high-dose, <i>p</i> = 0.006), but there was no significant difference in the final OFC dose between the 2 groups (<i>p</i> = 0.767). In the maintenance phase, the high-dose group had significantly more severe symptoms than did the low-dose group (0.5%, 11/2,355 total intake events vs. 0.1%, 4/3,230 total intake events; <i>p</i> = 0.018). <b><i>Conclusions:</i></b> An equally increased dose effect was observed for maintenance OIT doses of 20 and 100 mL in children with severe milk allergy. The risk of severe symptoms in the maintenance phase was lower in the low-dose group. A low-dose OIT regimen is recommended for severe milk allergy.
DOI: 10.6084/m9.figshare.28106411.v1
title: Data sheet: TDR-WM

description: This study was done among 234 patients with non-specific neck pain referred for TDR-WM or Manual Therapy (MT) to the physiotherapy unit, Teaching Hospital Peradeniya and National Hospital, Kandy, Sri Lanka. The patients were randomly selected to the two study groups of treatments: TDR-WM and MT. The patients were evaluated, before and after each treatment, using the following: Neck Disability Index, Short Form 36 Health Survey Questionnaire, Visual Analogue Scale and Cervical Range of Motion (CROM).
DOI: 10.6084/m9.figshare.28716377.v1
title: SupplMaterial.doc

description: Molecular and cellular models
DOI: 10.6084/m9.figshare.5671420.v1
title: Applied linguistics and language: towards radical indisciplinarity

description: ABSTRACT This article puts forward a view of Applied Linguistics and language committed to radical INdisciplinarity. To achieve this goal it congregates authors from different fields to reflect both upon historical processes of territorialization forged in the so-called Modernity and possibilities of transgression. The central argument is that border thinking involves many challenges, especially reexamining familiar norms and making them strange.
DOI: 10.6084/m9.figshare.7937360.v1
title: Supplementary Material for: Association of Acute Kidney Injury with Cardiovascular Events and Death in Systolic Blood Pressure Intervention Trial

description: <b><i>Rationale and Objective:</i></b> In the Systolic Blood Pressure Intervention Trial, the possible relationships between acute kidney injury (AKI) and risk of major cardiovascular events and death are not known. <b><i>Study Design:</i></b> Post hoc analysis of a multicenter, randomized, controlled, open-label clinical trial. <b><i>Setting and Participants:</i></b> Hypertensive adults without diabetes who were ≥50 years of age with prior cardiovascular disease, chronic kidney disease (CKD), 10-year Framingham risk score &gt; 15%, or age &gt; 75 years were assigned to a systolic blood pressure target of &lt; 120 mm Hg (intensive) or &lt; 140 mm Hg (standard). <b><i>Predictor:</i></b> AKI episodes. <b><i>Outcomes:</i></b> The primary outcome was a composite of myocardial infarction, acute coronary syndrome, stroke, decompensated heart failure, or cardiovascular death. The secondary outcome was death from any cause. <b><i>Analytical Approach:</i></b> AKI was defined using the Kidney Disease: Improving Global Outcomes modified criteria based solely upon serum creatinine. AKI episodes were identified by serious adverse events or emergency room visits. Cox proportional hazards models assessed the risk for the primary and secondary outcomes by AKI status. <b><i>Results:</i></b> Participants were 68 ± 9 years of age, 36% women (3,332/9,361), and 30% Black race (2,802/9,361), and 17% (1,562/9,361) with cardiovascular disease. Systolic blood pressure was 140 ± 16 mm Hg at study entry. AKI occurred in 4.4% (204/4,678) and 2.6% (120/4,683) in the intensive and standard treatment groups respectively (<i>p</i> &lt; 0.001). Those who experienced AKI had higher risk of cardiovascular events (hazard ratio [HR] 1.52, 95% CI 1.05–2.20, <i>p</i> = 0.026) and death from any cause (HR 2.33, 95% CI 1.56–3.48, <i>p</i> &lt; 0.001) controlling for age, sex, race, baseline systolic blood pressure, body mass index, number of antihypertensive medications, cardiovascular disease and CKD status, hypotensive episodes, and treatment assignment. <b><i>Limitations:</i></b> The study was not prospectively designed to determine relationships between AKI, cardiovascular events, and death. <b><i>Conclusions:</i></b> Among older adults with hypertension at high cardiovascular risk, intensive treatment of blood pressure independently increased risk of AKI, which substantially raised risks of major cardiovascular events and death.
DOI: 10.6084/m9.figshare.8295503.v1
title: Ensemble Band Gap Data

description: Data used for the publication "Extracting knowledge from DFT: Experimental band gap predictions through ensemble learning". This data allows anyone to test their own methods against the same train test split leading to comparable results.
DOI: 10.17632/6fcnwdjxt5
title: Large-Scale Synthetic Dataset for Q-Factor Prediction in Optical Communication Systems

description: This dataset comprises 1,000,000 synthetic samples designed for machine learning-based prediction of the Q-Factor, a key quality metric in optical communication systems. Each sample simulates a fiber-optic transmission scenario using five numerical input features representing:

- OSNR (Optical Signal-to-Noise Ratio)
- Launch Power
- Fiber Length
- Chromatic Dispersion
- Nonlinear Effects

The target output is the Q-Factor, modeled using a nonlinear combination of the input features, incorporating quadratic, logarithmic, sinusoidal, and cubic terms to reflect realistic physical interactions. Gaussian noise is added to emulate measurement variability found in real-world systems.

This dataset is ideal for:

- Training and benchmarking regression models (e.g., neural networks, XGBoost)
- Research in QoT (Quality of Transmission) estimation
- Educational use in optical communications and machine learning

The dataset is saved in CSV format and can be directly used in Python (e.g., via pandas), MATLAB, or any data analysis environment.
DOI: 10.6084/m9.figshare.14555370.v1
title: Micrsatellites genotypes

description: The file is in STRUCTURE format, two lines per individuals.
DOI: 10.6084/m9.figshare.17056916.v1
title: EEG data - Neural tracking of visual periodic movements

description: Electroencephalography (EEG) recordings during passive observation of a dot oscillating horizontally on the screen with either a sinusoidal trajectory or a Rayleigh trajectory (see stimulus files) while participants’ eyes were kept at the center of the screen. Data are organized in a Fieldtrip data structure. There are EEG data for 15 participants. There are also 2 stimulus files, one for each trajectory. EEG data are recorded with a 64-channel Biosemi system. EEG data have been preprocessed, including eye blink removal using ICA, high pass filtering at 0.1 Hz, and interpolation of bad channels. Sampling rate is 600 Hz. The stimulus frequency is 0.6522 Hz. The trials are 33.73 s (after removal of the first second), including 22 full stimulus cycles. There are 8 trials per condition. Sinus trials are indicated by 1 in trialinfo and Rayleigh trials are indicated by 2. Processed data (.csv files) are also available: baseline corrected amplitude for all frequency bins (SNR_X_allBins), baseline corrected amplitude for relevant frequency bins (SNR_X), data over time (Epoch_X), and amplitude and phase differences. <br> <br>
DOI: 10.6084/m9.figshare.19333298.v1
title: SHAJ: Albanian hate speech & abusive language

description: SHAJ is an annotated Albanian dataset for hate speech and offensive speech that has been constructed from user-generated content on various social media platforms. Its annotation follows the hierarchical schema introduced in OffensEval.<br>Paper here: https://arxiv.org/abs/2107.13592
DOI: 10.6084/m9.figshare.28045040.v3
title: GVHD RAG Data with Production and Interaction Type

description: A classic retrieval augmented generation (RAG) Q&A bot that answers questions about the GVHD medical condition.
DOI: 10.6084/m9.figshare.3528467.v1
title: Appendix C. Visualization techniques for random forests.

description: Visualization techniques for random forests.
DOI: 10.6084/m9.figshare.4040112.v7
title: wsdream

description: Download the dataset from our project page:https://github.com/wsdream/wsdream-dataset<br><br> <pre><br></pre>
DOI: 10.6084/m9.figshare.5498116.v1
title: Dataset 4 - Induction of HA stalk-reactive antibodies by H3 viruses

description: B cells from healthy donors were stimulated with CpG 2006 ODN alone or together with inactivated A/Vic11 viruses, A/SH13 (H7N9), and A/Hong Kong/33982/2009 (A/HK09) (H9N2) and pandemic H1N1 viruses. The levels of IgG against H3 HA, H5 head and chimeric molecules cH5/3 are shown for individual honors. (A) Nine of 13 donors displayed increases in stalk-reactive IgG after A/Vic11 stimulation. (B, C) A correlation model assuming different coefficients for different H3N2 strains-specific antibodies was fitted to evaluate the relationship between HA stalk-reactive and strain-specific IgG.
DOI: 10.17632/g6bdr8wk3h
title: proactive law enforcement

description: proactive law enforcement data
DOI: 10.17632/m8nw5w5xk5
title: Millets Willingness to Subscribe Survey Data

description: Survey conducted in India in March-April 2023
DOI: 10.6084/m9.figshare.12592364.v1
title: JVASP-86545 to JVASP-88384

description: JARVIS-DFT input/output files
DOI: 10.6084/m9.figshare.28388117.v1
title: Datasets and input for "<b>Impact of octahedral aluminium sites on guest molecule adsorption in zeolites: A computational study of 5-fluorouracil in zeolite FAU</b>"

description: Sample input files and datasets connected to the study <b>"</b><b>Impact of octahedral aluminium sites on guest molecule adsorption in zeolites: A computational study of 5-fluorouracil in zeolite FAU</b><b>"</b> (<i>to be submitted to ChemRiv</i>).The following files are included:<b>Sample_inputs.zip:</b> Sample inputs of CP2K calculations<b>Optimised_structures.zip:</b><b> </b>Optimised structures obtained from DFT optimisations <b>Vibrational_calculations.zip:</b><b> </b>Results of vibrational calculations<b>AIMD_trajectories_FAU_fwAloct_models.zip</b><b>:</b> Trajectories (in PDB format) obtained in AIMD simulations of FAU_fwAloct models in the absence and presence of additional H<sub>2</sub>O molecules<b>AIMD_trajectories_FAU_fwAloct_and_5-FU.zip:</b> Trajectories (in PDB format) obtained in AIMD simulations of FAU_fwAloct models with Al-coordinated 5-FU in the absence and presence of additional H<sub>2</sub>O molecules
DOI: 10.6084/m9.figshare.6455534.v1
title: Supplementary Material for: Differences in the Uptake of Ara h 3 from Raw and Roasted Peanut by Monocyte-Derived Dendritic Cells

description: Roasting has been implicated in the increase of peanut allergenicity due to the chemical reactions that occur during the process. However, this increase is not fully understood, and little information is available regarding the role of roasted peanut allergens in the initial phase of allergy, where dendritic cells (DCs) play a key role. We sought to analyze differences in the internalization of Ara h 3 from raw and roasted peanut by immature monocyte-derived DCs (MDDCs) and the implication of the mannose receptor in the uptake. Ara h 3 was purified from raw and roasted peanut (Ara h 3-raw and Ara h 3-roas) and labeled with a fluorescent dye. The labeled allergens were added to MDDCs obtained from 7 donors and internalization was analyzed after 10, 30, and 120 min by flow cytometry. In parallel, mannan, which blocks the mannose receptor, was added 30 min before adding the labeled allergens. Results showed that the internalization of Ara h 3-roas by MDDCs was significantly increased at every time point. However, the increase in the internalization of Ara h 3-raw was only significant after 2 h of incubation. Ara h 3-roas had an enhanced capacity to be internalized by MDDCs in comparison with Ara h 3-raw at every time point. Blocking the mannose receptor decreased the internalization of Ara h 3-roas but not Ara h 3-raw. In conclusion, the internalization of Ara h 3-roas by the MDDCs is enhanced when compared to Ara h 3-raw, and the mannose receptor might be implicated in this enhancement.
DOI: 10.17632/969xws24rm
title: EVALUATING COMMERCIAL VS. OPEN SOURCE DATA PROCESSING METHODS IN GC-ORBITRAP-HRMS UNTARGETED METABOLOMICS FOR FOOD AUTHENTICATION: THYME AS A CASE STUDY

description: Supplementary Information of the article entitled "Comparison of data processing strategies using commercial vs. open source software in GC-Orbitrap-HRMS untargeted metabolomics analysis for food authentication. Thyme geographical differentiation and marker identification as a case study"
DOI: 10.6084/m9.figshare.14602017.v1
title: Gene database of Middle East respiratory syndrome (MERS) virus

description: This work presents the gene database of Middle East respiratory syndrome (MERS) virus. Using annotated genome sequence downloaded from Genbank, an in-house MATLAB genome analysis software parsed the contents into a gene database comprising gene name, gene function, and gene sequence. Overall, the presented gene database of MERS is fundamental to initiating studies in understanding the origins and pathogenic potential of this virus.
DOI: 10.6084/m9.figshare.25287721.v1
title: Tunnel Face Joint Detection and Statistical Method Based on Deep Learning and Threshold Segmentation

description: Relying on the Guizhou Jianli Expressway project, deep learning, threshold segmentation, and other technologies are adopted to achieve efficient and accurate detection and statistics of tunnel face joints.