cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/889k8d8p33
title: Data for Morphological and anatomical changes in leafless Vanilla spp. root system

description: These data were collected in 2015 and include ecological information on leafless vanilla plants, as well as anatomical data on their roots, collected at various study sites during the course of this research project. A 50 × 20 m plot was established in a homogeneous zone of vegetation (Braun-Blanquet, 1932), where Vanilla spp. vines were present. The number of plots varied from two to three, depending on the size of the vegetation patches. Each plot was divided into 10 quadrats (10 × 10 m). The number of Vanilla spp. (vines and branches) per plot was recorded. The total length of the vanilla plants was measured. The number of attachment roots (AR) and aerial roots (ER) were counted per individual, and the shape of the AR (flattened or filiform) was noted. Morphological characteristics of the phorophytes were documented, including height, bark texture (smooth or rough), density, and diameter at breast height (DBH), which was measured 1.30 meters above the ground level. The rugosity assessment of the bark was performed by eye and touch.



 We compared the root anatomical structures of Vanilla spp. in northern and southern regions with high and low rainfall, respectively. The samples consisted of root segments of approximately 5 cm in length. Five samples were collected at different heights from the ground in aerial roots. These were the upper aerial root (UER) at 10 cm from the node, middle aerial root (MER) at mid-height, lower aerial root (LER) at 10 cm above the ground, main underground root (UMR), and secondary underground root (USR). The whole organ was collected for AR. Fifteen individuals were sampled at each locality. Root segments were preserved in 70° ethanol. For anatomical observation, freehand transverse sections were made with a microtome equipped with a razor blade yielding 20 µm thick sections, and then stained with carmine green (Mirande, 1920). Five anatomical sections were prepared for each of the 15 individuals sampled per site, resulting in 75 anatomical sections per site and 600 anatomical sections for the eight sites studied. Anatomical comparisons of the root sections from different locations were conducted using 30 anatomical sections of the MER per site. The sections were observed under an Olympus BX 43 light field microscope. The images were captured using a Canon EOS 5D Mark I camera. Morphometric evaluation of the organs was performed using ImageJ (Schneider et al., 2012), an image processing and analysis software package. The following anatomical characteristics of the roots were recorded: organ, stele, pith, metaxylem, and phloem diameter. The thickness of the epidermis, thickness of the cortex, number and diameter of the aerenchyma, and the number of vascular bundles were also recorded.
DOI: 10.17632/pk3vgmdd4s
title: Bibliogaphic Data for Biopolymer Coatings

description: The Mendeley Data Repository is a widely used open-access platform for sharing, storing, and managing research datasets across multiple disciplines. For a bibliometric study on biopolymer coatings, Mendeley Data can serve as a valuable repository for collecting, organizing, and analyzing bibliographic data related to publications on this topic. The bibliographic dataset for biopolymer coatings is intended to support bibliometric analyses, such as citation trends, keyword co-occurrence, research impact, and collaboration networks. Researchers can use this data to map scientific advancements, identify key contributors, and explore thematic trends in the field of biopolymer-based food coatings.
DOI: 10.17632/mjyr5yst78
title: Compatibilization of poly (ethylene terephthalate)/ polypropylene blends via nanostructured silica aerogel

description: This file contains data as that obtained from theoretical and experimental characterization of synthesized silica aerogel particles and PP/PET binary blends.    
The specific surface areas and pore structure of hydrophilic and hydrophobic silica aerogel particles were determined using the Nitrogen adsorption analysis (Micromeritics -model TriStar II Plus) and Brunaure–Emmitt–Teller (BET) and Barrett–Joyner–Halendar (BJH) methods. 

The WAXS patterns for samples were performed using Asenware AW-DX 300 (XRD instrument). X-ray 
spectrometer was used Cu K_a radiation with a wavelength of 1.54 Å that operated at voltage 40 kV and current 30 mA. The data were obtained from 10 to 90 (2θ) at scan range of 0.05°∙min^(-1). The crystallite size was calculated using Debye-Scherrer analyze based on the following equation in X'Pert High Score Plus software.

   Rheometric Mechanical Spectrometer (RMS) instrument with parallel plate geometry, 25 mm plate diameter, and 1 mm gap (Physica MCR 501) was used to performing the dynamic rheological experiments on binary blends samples. The oscillatory tests in the linear viscoelastic region were done at a set frequency of 1 Hz and 0.3% strain. The frequency was swept from 0.1 to 100 rad∙s-1. All the measurements were accomplished at 270℃ under the nitrogen atmosphere.

   The storage and loss modulus data obtained from small-angle oscillatory shear (SAOS) experiments can be expressed as a function of  relaxation time spectrum H(λ).  The continuous relaxation time spectrum for the PP/PET/silica aerogel samples, which are extracted by Matlab software.

   The solid-like rheological behavior of the PP/PET filled samples can be described by five-parameter Fractional Zener Model (FZM). By fitting the dynamic modulus equation  to the experimental data using the nonlinear least-square in Matlab software, the fitting parameters were obtained.
DOI: 10.17632/syr26jmctc
title: Data for: Microbial community composition of saltern soils from Ramnagar, West Bengal, India.
DOI: 10.17632/2hwx9x2938
title: Supplemental Materials for “Population Sociodemographic and Geographic Factors Associated with Dermatologist Distribution in the U.S.”

description: The relationship between dermatologist supply and racial and ethnic distribution of the U.S. population has been unclear. In this cross-sectional study, we found that among urban and suburban counties, greater racial and ethnic diversity is associated with higher dermatologist density. Therefore, the geographic distribution of dermatologists may not explain racial and ethnic disparities in access to care on the county level. This page includes the Supplemental Methods, Supplemental Figure 1, and Supplemental Table 1 for our study.
DOI: 10.17632/g9fcktb7bd
title: Investigation of risk factors for anemia in patients with IBD

description: Investigation of risk factors for anemia in patients with IBD
DOI: 10.17632/z3jxvpndvf
title: A. thaliana cycd3;1-3 leaf8 time-lapse images

description: Raw confocal stacks used in the following Manuscript: 
TITLE: Cell-cycle-linked growth reprogramming encodes developmental time into leaf morphogenesis
JOURNAL: Current Biology
Article Type: Research Article 
Authors: Xin-Min Li, Hannah Jenke, Sören Strauss, Christos Bazakos, Gabriella Mosca, Rena Lymbouridou, Daniel Kierzkowski, Ulla Neumann, Purva Naik, Peter Huijser, Stefan Laurent, Richard S. Smith, Adam Runions, Miltos Tsiantis*
*Corresponding Authors: Miltos Tsiantis (tsiantis@mpipz.mpg.de)
Leaf8 development in A.thaliana cycd3;1-3 triple mutant was tracked using live imaging with a 24-hour interval for 5-6 days (D, days after initiation). Four biological replicates are archived.
tdTomato signals from the plasma membrane were captured by a Leica TCS SP8 Confocal Laser Scanning Microscope, and images were channel-split and converted into .tif format stacks using FIJI. For further information, please refer to the related publication.
DOI: 10.17632/psz2jpxbgt
title: LINF_080017200

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/2bddhb2zmj
title: (Dataset) Accessibility Assessment in Mobile Applications for Android

description: Evaluation of the accessibility of the most used mobile applications in Ecuador.
DOI: 10.17632/s8vp2wm8p6
title: Numerical simulation data of CCS-CPG systems

description: Simulations were performed using FEHM. Sample input and output files for some cases are given here. The names of the files are self-explanatory. 
The sample data represent the case of reservoir temperature 100 degree centigrade and injection pressure 16 MPa for both CPG and Post-CPG operating conditions. The corresponding plots are shown in Fig. 3(a & c).
DOI: 10.17632/xgc72yb725
title: Landslides_Review

description: Predictive landslide susceptibility mapping: A methodological Review
DOI: 10.17632/62dkjj964v
title: Method for determining an empirical formula from X-Ray fluorescence analysis

description: This data contains a methodology to transform the percentage obtained with X-ray fluorescence analysis, this empirical formula can be used with Labsocs software from Canberra Industries.
DOI: 10.17632/czj8xvj9sf
title: Rad5 recruits error-prone DNA polymerases for mutagenic repair of ssDNA gaps on undamaged templates. Gallo et al.

description: Gallo et al. explore how cells repair ssDNA that arises from exogenous and endogenous DNA replication stress. They reveal that recruitment of error-prone polymerases to stressed replication forks results in mutagenic repair of ssDNA. These findings point to an expanded role of error-prone polymerases in replicating the eukaryotic genome.
DOI: 10.17632/d9sdcz9mpn
title: Data for: Who is willing to participate? Examining public participation intention concerning decommissioning of nuclear power plants in Belgium

description: This dataset contains all the data used for the analysis of the paper : Who is willing to participate? Examining public participation intention concerning decommissioning of nuclear power plants in Belgium".
DOI: 10.17632/ynh3jdbnnw
title: Effects of temperature on host plant selection by a tropical butterfly species

description: In this study, we examined whether female Bicyclus anynana butterflies can enhance their reproductive performance by modifying host plant use in response to challenging temperature regimes. We investigated (1) whether exposure to variable thermal conditions affected reproductive output when females had access to only one host plant, and (2) whether this in turn affected the oviposition preference for host plants of different quality under laboratory conditions. We expected hot conditions to reduce the reproductive performance (egg number, offspring survival and performance) of butterflies. Such deleterious effects may, however, be counterbalanced by a higher selectivity for high-quality plants when females have simultaneous access to plants of different quality. We found that the reproductive performance of butterflies was indeed reduced when they experienced hot conditions. These temperature effects were only observed when butterflies only had access to a low-quality plant. However, individuals did not increase their selectivity towards the higher-quality host plant in response to hot conditions, possibly because of fecundity costs associated with increased choosiness.
DOI: 10.17632/9255btyhcy
title: Population-based mortality in Hidradenitis Suppurativa

description: To systematically quantify the magnitude of mortality risk in patients with Hidradenitis Suppurativa (HS) and identify characteristics associated with mortality among patients with HS, a PRISMA flow diagram, Funnel plot, Forest plot and two tables were created as supplemental figures to be auxiliary to our systematic review and meta-analysis.
DOI: 10.17632/wrzdhhgsn9
title: Anaerobic threshold and respiratory compensation point identification during CPET in chronic heart failure

description: Background. We evaluated the prognostic significance of the simple presence or absence of identifiable anaerobic threshold (AT) and respiratory compensation point (RCP) at cardiopulmonary exercise test (CPET) performed with a maximal incremental exercise protocol. Methods. In the present multicenter study, we retrospectively analyzed data of 1995 reduced-ejection-fraction heart failure (HFrEF) patients. All underwent clinical and laboratory evaluation, echocardiography, and maximal CPET at baseline. The analysis was performed according to absence of identified AT and RCP (group 1, n=292, 15%), presence of AT but absence of identified RCP (group 2, n=920, 46%), and presence of both AT and RCP (group 3, n=783, 39%). The study endpoint was the composite of cardiovascular mortality/urgent heart transplantation/left ventricular assist device implantation. Results. Median follow-up was 2.97 years (interquartile range 1.50–5.35 years). Eighty-seven (30%), 169 (18%), and 111 (14%) events were observed in group 1, 2, and 3, respectively (p= 0.025). Compared to group 3 (best survival patients), the likelihood of reaching the study endpoint increased 2.7 times when neither AT nor RCP were identified (HR 2.74), and 1.4 times when only AT was identified (HR=1.39). Moreover, adding the presence/absence of identified AT and RCP improved peak VO2 prognostic power, since a significant reclassification was obtained (3.57%, 95% CI 1.9%, 5.2%, p &lt;0.001). Conclusion. AT and RCP identification has a potential role in the prognostic stratification of HFrEF.
DOI: 10.15468/dl.kh3cm9
title: Occurrence Download

description: A dataset containing 181 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Xenostrobus securis (Lamarck, 1819))",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 181 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001522-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ryg5ncnssn
title: Supplemental materials for JDS20408

description: Supplementary Figure 1. Violin plots of the (A) number of OTUs, (B) Chao index, (C) Shannon diversity index and (4) Simpson index for rumen fluid samples collected from dairy cows fed corn silage (CS) based diets (40% of diet, DM basis) substituted with different rates of sweet sorghum silage (SS). SS0 = 40% CS without SS; SS25 = 30% CS + 10% SS; SS50 = 20% CS + 20% SS; Supplementary Table 1. Differentially abundant phylum (relative abundance, %) identified in ruminal microbial among treatments with different substitution rates of whole plant corn silage with sweet sorghum silage; Supplementary Table 2. Differentially abundant genus (relative abundance, %) identified in ruminal microbial among treatments with different substitution rates of whole plant corn silage with sweet sorghum silage.
DOI: 10.17632/8cwj8h5h65
title: Dataset on risk factors for seroconversion against Mycobacterium avium subspecies paratuberculosis in dairy cows.

description: This dataset contains potential risk factors at time of calving for Mycobacterium avium subspecies paratuberculosis (MAP). The files contain a data dictionary and the raw data. The data was collected as part of a cohort study of 439 dairy cows from 6 dairy herds in the UK follwed up from 2011 until 2021.
DOI: 10.17632/x3v2yhjx7c
title: LiDiTE - SPM use case experiment

description: Data gathered during the use case implementation for the LiDiTE framework
DOI: 10.17632/r67bzxhxn5
title: Adult auditory brain responses to nestling begging calls in seasonal songbirds: an fMRI study in non-parenting male and female starlings (Sturnus vulgaris)

description: fMRI experiment in 11 male and 9 female European starlings (Sturnus vulgaris) once in the breeding and once in the non-breeding season. Stimulus used were begging calls, conspecific warble motifs and artificial pure tones. fMRI timeseries was acquired using a randomized block design on a 7T MRI scanner. fMRI data are provided in the nifti format.
DOI: 10.17632/vvyk8m5ttx
title: Dataset from the article "New insights for understanding spatial patterning and formation processes of the Neanderthal occupation in the Amalda I cave (Gipuzkoa, Basque Country, Spain)".
DOI: 10.17632/p4sr6zh84h
title: Xue and Liu-RNA-seq Mn toxicity-BBE

description: Data for "Transcriptome analysis of soybean leaves response to manganese toxicity "in Biotechnology & Biotechnological Equipment. Soybean leaves treated with 5 or 100 uM Mn, RNA-seq was used for the whole gene expressions. A total of 38,022 expressed genes were identified, and 2,258 were differentially expressed genes.
DOI: 10.5281/zenodo.14948366
title: LEXICO-SEMANTIC CHARACTERISTICS OF PHRASEOLOGICAL UNITS IN ENGLISH
DOI: 10.5281/zenodo.14948367
title: LEXICO-SEMANTIC CHARACTERISTICS OF PHRASEOLOGICAL UNITS IN ENGLISH
DOI: 10.5281/zenodo.14948342
title: NMDC Community Survey Questions and Binned Responses

description: The survey was designed by the NMDC team and reviewed and approved by the Human Subjects Committee at Lawrence Berkeley National Laboratory as an exempt IRB protocol under #394NR001. The survey was conducted in 2021.
DOI: 10.5281/zenodo.14948343
title: NMDC Community Survey Questions and Binned Responses

description: The survey was designed by the NMDC team and reviewed and approved by the Human Subjects Committee at Lawrence Berkeley National Laboratory as an exempt IRB protocol under #394NR001. The survey was conducted in 2021.
DOI: 10.17632/wxzhjfxfwy
title: Code and Model Description for Li and Ga Prediction in Coal Gangue

description: This submission includes the source code and results for the comparative study of machine learning models aimed at predicting the concentrations of lithium (Li) and gallium (Ga) in coal gangue based on major elemental compositions. The models evaluated include:

K-Nearest Neighbors (KNN)
Support Vector Regression (SVR)
Decision Tree
Bagging
Random Forest
Extra Trees
Gradient Boosting
XGBoost
Key Visualizations:
Experiment vs. Prediction Comparison: For each model, the actual versus predicted values of Li and Ga content are compared using scatter plots, demonstrating model performance on both training and testing datasets.

Partial Dependence Plot (PDP): Generated for the best-performing model to show the influence of major elemental features on the predictions of Li and Ga content.

SHAP Summary and Force Plots: SHAP (SHapley Additive exPlanations) plots are provided to illustrate feature importance and explain individual predictions made by the models, further detailing the contribution of each major element
The data used are located in the supporting files.
DOI: 10.17632/b47gyb2g6b
title: WhatsApp based Multiple Mini Interviews at SMDC: Student feedback

description: WhatsApp based Multiple Mini Interviews (MMI) conducted at Shalamar Medical and Dental College as an induction criteria for medical students were conducted in January 2021. Feedback regarding the process from the candidates who applied for the admission process was taken based on the 4 questions. The questionnaire was uploaded on docs.google and the candidates informed via email after they had successfully completed the MMI process. 197 candidates responded and the results were compiled. More than 90% responded positively in all 4 questions.
DOI: 10.17632/k6w55gzwyy
title: measurement instrument game meat

description: measurement instrument
DOI: 10.17632/m73wxt8pzd
title: Regulation Characteristic Formulas for Scalable CF-MAB converter, operating with DPS modulation

description: The equations in the file represent the regulation characteristics for the isolated ports of the CF-MAB converter, operating with a dual phase shift (DPS) modulation. The power delivered to the isolated EV outputs depends on the converter operating mode, which, in turn, depends on the primary side duty cycle D1, the mismatch factor between the BT and EV ports (G=VBT·n/VEV), as well as the phase shift between the primary and secondary transformer voltages. 
This converter is applied in the field of bidirectional EV chargers powered by DC grids. The use of dual-phase shift modulation (DPS) modulation instead of single-phase shift (SPS) modulation allows for reduced RMS currents in the transformer, leading to lower losses. To implement DPS modulation for the studied converter, auxiliary phase shifts were introduced, both of which also depend on converter operating mode. Overall, there are eight operating modes, half of which are unique, while the other half duplicate the first four, due to symmetrical converter operation over D1=0.5. This symmetry means that the waveforms and equations for D1=m and D1=1-m are identical. 
To derive the equations, one converter port is represented by an equivalent circuit, consisting of two controlled voltage sources (whose waveforms are shown in Fig. 1), connected across an inductor (typical equivalent circuit for a classical DAB converter). The current through the inductor is then determined and averaged over the time when d2 has a nonzero value. When the transformer current and output voltage have the same sign, the value was added to the total EV port current and if the signs are opposite, the current is subtracted from the average current.
The formulas were verified through simulations of the studied converter. As a result, the experimental regulation curves and the theoretical ones described here fully coincide.
DOI: 10.5281/zenodo.14333627
title: Intergenerational Continuity of Parenting Practices of Bangladeshi Mothers

description: The study aimed to explore Bangladeshi mothers' contextual parenting practices, their flow pattern between two generations, factors contributing to change, and the continuity process from one generation to the next.
DOI: 10.5281/zenodo.14948303
title: Using computer vision for screening parkinson' disease

description: This is a finger tapping parameter extract from Google MediaPipe Hands Frameworks includes : 

1. Tapping Score (TS), which is representative of the total number of finger taps within a 10-second duration.

2. Tapping Difference (TD), which quantifies the discrepancy in the number of taps between the right and left hand.

3. Mean Tapping Amplitude (TA), which is calculated as the average of the peak amplitudes in each hand.

4. Tapping Variation (TV), which represents the standard deviation of the peak amplitudes in each hand, hence indicating the variability of tapping intensity.

5. Amplitude Decrement 5 (AmpD-5), which is calculated as the difference between the peak amplitude of the first tap and the fifth tap.

6. Amplitude Decrement 10 (AmpD-10), which measures the difference between the peak amplitude of the first tap and the tenth tap.

And Baseline characteristic
DOI: 10.5281/zenodo.14948304
title: Using computer vision for screening parkinson' disease

description: This is a finger tapping parameter extract from Google MediaPipe Hands Frameworks includes : 

1. Tapping Score (TS), which is representative of the total number of finger taps within a 10-second duration.

2. Tapping Difference (TD), which quantifies the discrepancy in the number of taps between the right and left hand.

3. Mean Tapping Amplitude (TA), which is calculated as the average of the peak amplitudes in each hand.

4. Tapping Variation (TV), which represents the standard deviation of the peak amplitudes in each hand, hence indicating the variability of tapping intensity.

5. Amplitude Decrement 5 (AmpD-5), which is calculated as the difference between the peak amplitude of the first tap and the fifth tap.

6. Amplitude Decrement 10 (AmpD-10), which measures the difference between the peak amplitude of the first tap and the tenth tap.

And Baseline characteristic