cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/frpjrcjyxk.1
title: Mechanical properties of nanoporous graphenes: Transferability of graph machine-learned force fields compared to local and reactive potentials

description: "Train-Data.zip" contains the complete AIMD dataset in "cfg" and "xyz" formats. In the "cfg" format, the atomic types 1, 6, 7, and 8 refer to H, C, N, and O, respectively.
"ForceFields.zip" includes the trained SO3krates and MTP general models as well as the ReaxFF potential in the LAMMPS format. In the "MTP.pot", types 1, 6, and 8 refer to H, C, and O, respectively.
"POSCARs-EnergyMinimized.zip" contains energy-minimized structures in VASP POSCAR format.
"POSCARs-Ruptured.zip includes ruptured structures in the VASP POSCAR format.
"PBE+MBD-Stress-Strain.txt" contain the DFT results for the stress [N/m]-strain relations of the considered systems.
"VASP-AIMD.zip" contains the VASP input files for a sample of AIMD calculations.
DOI: 10.17632/frpjrcjyxk.2
title: Mechanical properties of nanoporous graphenes: Transferability of graph machine-learned force fields compared to local and reactive potentials

description: "All-PBE+MBD-Stress-Strain.txt" provides the DFT results for the stress [N/m]-strain relations of the 17 considered systems.
"Train-Data.zip" contains the complete AIMD dataset in "cfg" and "xyz" formats. In the "cfg" format, the atomic types 1, 6, 7, and 8 refer to H, C, N, and O, respectively.
"ForceFields.zip" includes the trained SO3krates and MTP general models as well as the ReaxFF potential in the LAMMPS format. In the "MTP.pot", types 1, 6, and 8 refer to H, C, and O, respectively.
"POSCARs-EnergyMinimized.zip" contains energy-minimized structures in VASP POSCAR format.
"POSCARs-Ruptured.zip includes ruptured structures in the VASP POSCAR format.
"VASP-AIMD.zip" contains the VASP input files for a sample of AIMD calculations.
"VASP-GeometryOptimization.zip" contains VASP input files for a geometry optimization step of a trained system.
DOI: 10.17632/frpjrcjyxk.3
title: Mechanical properties of nanoporous graphenes: Transferability of graph machine-learned force fields compared to local and reactive potentials

description: "so3krates_afm_model.zip" contains the relevant data and installation guide for the SO3krates model used in this work.
"All-PBE+MBD-Stress-Strain.txt" provides the DFT results for the stress [N/m]-strain relations of the 14 considered systems.
"Train-Data.zip" contains the complete AIMD dataset in "cfg" and "xyz" formats. In the "cfg" format, the atomic types 1, 6, 7, and 8 refer to H, C, N, and O, respectively.
"ForceFields.zip" includes the trained SO3krates and MTP general models as well as the ReaxFF potential in the LAMMPS format. In the "MTP.pot", types 1, 6, and 8 refer to H, C, and O, respectively.
"POSCARs-EnergyMinimized.zip" contains energy-minimized structures in VASP POSCAR format.
"POSCARs-Ruptured.zip includes ruptured structures in the VASP POSCAR format.
"VASP-AIMD.zip" contains the VASP input files for a sample of AIMD calculations.
"VASP-GeometryOptimization.zip" contains VASP input files for a geometry optimization step of a trained system.
DOI: 10.17632/mhx4b6jkx6.1
title: Data on ovarian stimulation of donor cows

description: Data on ovarian superstimulation of donor cows
DOI: 10.17632/mhx4b6jkx6
title: Data on ovarian stimulation of donor cows

description: Data on ovarian superstimulation of donor cow
DOI: 10.17632/mhx4b6jkx6.2
title: Data on ovarian stimulation of donor cows

description: Data on ovarian superstimulation of donor cow
DOI: 10.17632/k65z6tndmk
title: Riley, Felles, Gajewska & Yeates 2025

description: File contains data relating to research study "Continuity Therapy for couples living with brain injury: A tier 3 study focused on development of an intervention" funded by the National Institute for Health Research, Research for Patient Benefit award NIHR203522 https://fundingawards.nihr.ac.uk/award/NIHR203522
Couples living with an acquired brain injury received a new psychological therapy. File contains scores on pre-therapy and post-therapy completion of a range of questionnaires about the couple's relationship and individual emotional wellbeing. Aim was to evaluate whether the therapy shows sufficient promise to merit being evaluated in a subsequent RCT. Although not everyone benefitted, the data suggested enough couples and individuals benefitted to merit further RCT evaluation
DOI: 10.17632/k65z6tndmk.1
title: Riley, Felles, Gajewska & Yeates 2025

description: File contains data relating to research study "Continuity Therapy for couples living with brain injury: A tier 3 study focused on development of an intervention" funded by the National Institute for Health Research, Research for Patient Benefit award NIHR203522 https://fundingawards.nihr.ac.uk/award/NIHR203522
Couples living with an acquired brain injury received a new psychological therapy. File contains scores on pre-therapy and post-therapy completion of a range of questionnaires about the couple's relationship and individual emotional wellbeing. Aim was to evaluate whether the therapy shows sufficient promise to merit being evaluated in a subsequent RCT. Although not everyone benefitted, the data suggested enough couples and individuals benefitted to merit further RCT evaluation
DOI: 10.17632/sdw4wdn6kk.1
title: Evolutionary Converging Functions

description: High learning rate have been a big challenge in case of CNN which make CNN computationally
expensive and requires huge amount of training data. In our research we have aimed to increase
the learning rate of the Image segmentation process. Image of any object in the universe taken
from any type of camera can broadly be divided into spectral and geometric properties. Both
these properties are prominently visible in satellite image. Hence if a satellite image can be
classified using a method any image can be classified using the same technique. Hence, we
proposed Evolutionary converging functions which converts the spectral and geometric
properties of features in a satellite image into mathematical equations using decision tree and
then converges with a neural network. Different highresolution data have been chosen for
extracting different features out of it. This transformation process, anchored in decision tree
methodology, converges seamlessly with neural networks to yield unparalleled results, all while
eliminating the need for computationally intensive convolutions. In our pioneering study, we
venture beyond traditional boundaries by employing diverse high-resolution datasets. Each
dataset, carefully selected, promises to unlock a treasure trove of distinctive features. As we
embark on this uncharted journey, we are committed to unraveling the latent potential of
Evolutionary Converging Functions, thereby opening up new horizons for automated image
classification. The synergy between spectral and geometric properties emerges as a powerful
combination, endowing our methodology with the ability to extract nuanced and context-rich
information, redefining the landscape of image analysis. The results show a high accuracy i.e.
above 90% in almost all objects of different shape and spectral signature.
DOI: 10.17632/39693gns8p.1
title: A planar curved Euler-Bernoulli beam element for large-displacement and small-strain analysis using NURBS curves with varying weights

description: This dataset provides the control point coordinates and corresponding weight values for the NURBS curves used to represent various initial beam configurations.
DOI: 10.17632/2d6gvth6tr.1
title: Supplemental Material S1 (Etaio et al, 2025)

description: Questionnaire used to for ewe´s cheese consumer selection ("Information about production system and attitude towards sustainability: do they influence the perception in consumers of sheep milk cheese?" article)
DOI: 10.17632/3gs2kdf4vd.1
title: Good and bad classification of olea europaea

description: Good and Bad Classification of Olea europaea (Olive Tree)

Introduction

Olea europaea, commonly known as the olive tree, is one of the most ancient and culturally significant plant species in the Mediterranean region. It is renowned for its edible fruits (olives) and high-quality oil. The olive tree holds symbolic, ecological, economic, and medicinal importance. However, despite its benefits, it also has limitations and potential drawbacks when viewed from agricultural, environmental, and economic perspectives. This essay provides a comprehensive classification of the positive (good) and negative (bad) aspects of Olea europaea, aiming for a balanced understanding of the species in both traditional and modern contexts.


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Botanical Overview

Olea europaea belongs to the family Oleaceae. It is an evergreen tree, often gnarled and twisted, capable of living for several centuries. The tree is native to the Mediterranean Basin but has been cultivated globally, particularly in regions with similar climates, such as California, South Africa, and parts of Australia and South America.


---

GOOD CLASSIFICATION

1. Economic Value

a. Olive Oil Production

One of the most significant contributions of Olea europaea is olive oil, a cornerstone of the Mediterranean diet and a valuable export product for countries like Spain, Italy, Greece, and Tunisia.

b. Employment and Livelihood

Olive cultivation supports millions of jobs globally, from farming and harvesting to processing, packaging, and marketing.

c. Agrotourism

Olive groves have become part of agrotourism initiatives, offering olive oil tastings, tours, and cultural experiences that generate additional revenue for rural communities.

2. Nutritional and Health Benefits

a. Cardiovascular Health

Olive oil, especially extra virgin olive oil (EVOO), is rich in monounsaturated fats and polyphenols, which are linked to reduced risks of heart disease and stroke.

b. Antioxidant Properties

Phenolic compounds in olives and olive oil have antioxidant and anti-inflammatory effects, contributing to overall health and potentially reducing the risk of chronic diseases.

c. Digestive Aid

Traditionally, olives have been used to stimulate digestion and reduce constipation, enhancing gut health.

3. Environmental and Ecological Benefits

a. Drought Resistance

Olive trees are remarkably drought-tolerant, making them suitable for arid and semi-arid regions where other crops might fail.

b. Soil Conservation

Their extensive root systems help prevent soil erosion, especially in hilly Mediterranean terrains.

c. Carbon Sequestration

Olive groves can act as carbon sinks, contributing to the fight against climate change by absorbing atmospheric CO₂.

4. Cultural and Symbolic Importance

a. Historical Significance

Used in ancient Greece and Rome, olive branches symbolize peace, wisdom, and prosperity. The olive tree is also referenced in religious .




---

Would you like a list of recommended cultivars
DOI: 10.17632/9prmvnns8m.1
title: Multi-Frequency Sine Wave Audio Dataset

description: This dataset contains 43,000 synthetic audio samples of 43 different sine waves frequencies from 20Hz to 10kHz. Each frequency includes 1,000 unique 5-second samples. 

Technical Specifications:
1. Format: Uncompressed 16-bit PCM WAV
2. Sample rate: 44.1 kHz (CD quality)
3. Amplitude: 0.5 (-6 dBFS normalization)
4. Frequencies: 20Hz to 10,000Hz
DOI: 10.15468/dl.wuvg72
title: Occurrence Download

description: A dataset containing 1782 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Specimen)",
 "Country is Brazil",
 "DatasetKey is one of (Global Roadkill Data: a dataset on terrestrial vertebrate mortality caused by collision with vehicles (Systematic Records), iNaturalist Research-grade Observations, Brandt Meio Ambiente - Monitoramento da mastofauna terrestre - Usina Hidrelétrica de São Simão, Global Roadkill Data: a dataset on terrestrial vertebrate mortality caused by collision with vehicles (Opportunistic Records), NABU|naturgucker, Coleção de Mamíferos da Universidade Estadual de Goiás, UnB | Registros de mastofauna do PPG-Ciências Ambientais, Roadkill, Projeto Conexão Mata Atlântica - Monitoramento Ecossistêmico - Fauna e Flora - Minas Gerais - Campanha 06)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myrmecophaga tridactyla Linnaeus, 1758",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 1782 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012219-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15330763
title: Correcting the LogQ Correction: Revisiting Sampled Softmax for Large-Scale Retrieval

description: Datasets for reproducibility of "Correcting the LogQ Correction: Revisiting Sampled Softmax for Large-Scale Retrieval" paper
DOI: 10.5281/zenodo.15330764
title: Correcting the LogQ Correction: Revisiting Sampled Softmax for Large-Scale Retrieval

description: Datasets for reproducibility of "Correcting the LogQ Correction: Revisiting Sampled Softmax for Large-Scale Retrieval" paper
DOI: 10.17632/9ysc29xmx2.1
title: Tropical Asian Region Beachrock Database

description: The dataset was made from previously published research papers. We have made a database using the N,E coordinates of beachrock formation in the tropical Asian region.
DOI: 10.17632/tbpkxxp9b7.1
title: Raw count data of the proximal colon microbiome from parasite resistant and susceptible sheep

description: Applied breeding for host resistance to gastrointestinal nematodes represents a cost-effective strategy for parasitic control. While resistance is under moderate genetic influences, gut microbial components involved in the development of resistance or susceptibility remain largely unknown. Here we characterize the structure and metabolic potential of the proximal colon microbiota in unique ovine populations bred for resistance and susceptibility using a full-length 16S rRNA gene sequencing-based microbiome approach. The resistant lambs produced significantly fewer parasite eggs than susceptible animals grazing on the same pasture. Further, the resistant lambs displayed a 12.8-fold reduction in worm establishment in response to a Trichostrongylus colubriformis challenge infection (P = 1.12 x 10-14; N = 20 per group). Among 32 bacterial species or strains displaying a significant difference in relative abundance between the resistant and susceptible group, E. coli was more abundant in susceptible lambs. E. coli was also ranked as the most important species in distinguishing the resistant and susceptible status. Moreover, a microbial signature or balance consisting of E. coli (Numerator) and Parabacteroides distasonis and Bacteroides thetaiotaomicron (Denominator) predicted the resistance status with high accuracy. The metagenome function prediction also revealed that several pathways related to infectious diseases, such as Shigellosis and pathogenic E. coli infection, were significantly altered between the two phenotypes. Our findings demonstrated that microbial signatures with a high predictive power for the resistance status can be developed as biomarkers to facilitate the selection for host resistance in sheep.
DOI: 10.17632/s37k2f7t8p.1
title: Does the self-holding behavior of fund managers foster fund sustainable investment？

description: the data and code for Does the self-holding behavior of fund managers foster fund sustainable investment？
DOI: 10.17632/jd8hp2377n
title: Efficacy, safety, and B-cell depletion capacity of three rituximab dosing regimens in the treatment of moderate-to-severe pemphigus vulgaris and pemphigus foliaceus: a 52-week clinical trial

description: Supplemental material for "Efficacy, safety, and B-cell depletion capacity of three rituximab dosing regimens in the treatment of moderate-to-severe pemphigus vulgaris and pemphigus foliaceus: a 52-week clinical trial".
DOI: 10.17632/jd8hp2377n.1
title: Efficacy, safety, and B-cell depletion capacity of three rituximab dosing regimens in the treatment of moderate-to-severe pemphigus vulgaris and pemphigus foliaceus: a 52-week clinical trial

description: Supplemental material for "Efficacy, safety, and B-cell depletion capacity of three rituximab dosing regimens in the treatment of moderate-to-severe pemphigus vulgaris and pemphigus foliaceus: a 52-week clinical trial".
DOI: 10.17632/w3ffky29k6.1
title: Isotope of the North Plain Groundwater

description: This dataset is based on the research of groundwater circulation in the North China Plain. The dataset shows the oxygen isotope signature of groundwater in different aquifers. The results of the data show that there is inter-basin groundwater flow in the North China Plain.
DOI: 10.17632/hkbf5jxj32
title: Data for: Increases in cortisol production facilitate the transition to exogenous feeding by larval zebrafish

description: Supporting data for "Increases in cortisol production facilitate the transition to exogenous feeding by larval zebrafish".

Tab 1: Effects of metyrapone treatment on cortisol levels in larval zebrafish.
Tab 2: Effects of metyrapone treatment on development of larval zebrafish.
Tab 3: Effects of metyrapone treatment on growth rates of larval zebrafish.
Tab 4: Effects of metyrapone treatment on digestive enzyme transcript levels in larval zebrafish.
Tab 5: Effects of metyrapone treatment on feeding in larval zebrafish.
DOI: 10.17632/hkbf5jxj32.1
title: Data for: Increases in cortisol production facilitate the transition to exogenous feeding by larval zebrafish

description: Supporting data for "Increases in cortisol production facilitate the transition to exogenous feeding by larval zebrafish".

Tab 1: Effects of metyrapone treatment on cortisol levels in larval zebrafish.
Tab 2: Effects of metyrapone treatment on development of larval zebrafish.
Tab 3: Effects of metyrapone treatment on growth rates of larval zebrafish.
Tab 4: Effects of metyrapone treatment on digestive enzyme transcript levels in larval zebrafish.
Tab 5: Effects of metyrapone treatment on feeding in larval zebrafish.
DOI: 10.17632/wrtg9dt76p.1
title: using scalp instead of buttocks or thigh skin for vitiligo grafting

description: This video demonstrates our innovative technique for harvesting autologous skin grafts from the parieto-occipital scalp to treat vitiligo. The procedure begins with detailed visualization of scalp donor graft preparation using an electric dermatome, highlighting how the natural drainage system through dense hair follicles eliminates the need for manual perforation. We then demonstrate the postoperative dressing application and follow the healing process, documenting preoperative donor site characteristics and showing complete follicular preservation with no permanent alopecia at both 2-week and 3-month postoperative intervals. The video concludes by comparing the preoperative condition of the recipient site with the excellent repigmentation results achieved by 3-month follow-up.
DOI: 10.17632/22hfdspm2h.1
title: A First-Principles Study on the ORR Catalytic Activity of Halogen-Doped Graphene Substrates

description: A First-Principles Study on the ORR Catalytic Activity of Halogen-Doped Graphene Substrates 
database with ase database format
DOI: 10.17632/zm8r4xsmxm
title: Interoception decision and stress

description: This study introduced anticipatory feelings (AF), a novel physiological measure of interoception quantified via Galvanic Skin Response (GSR) during a guessing game, as a dynamic assessment of intuitive decision-making. We investigated the interplay between interoception, stress (using the Perceived Stress Scale), and decision-making (using the Iowa Gambling Task) in 35 business students. Results from a linear regression model indicated that higher AF scores significantly predicted better IGT performance (β = 0.046, p = .020), while elevated stress levels were associated with impaired IGT performance (β = -1.266, p = .024). Furthermore, engagement in yoga (β = 16.44, p = .006) and meditation (β = 11.00, p = .001) practices showed significant positive associations with IGT performance. Post-hoc power analysis for the regression model indicated adequate power (&gt; .85) to detect the effects of yoga and meditation on IGT performance, but moderate power (.72) for the effect of AF. A one-way ANOVA comparing yoga practitioners to non-practitioners revealed a statistically significant higher level of IGT performance in the yoga group (p&lt;.001, d = 1.01) with high power (1.00), but only a modest, albeit significant, difference in AF scores (p=.033, d = 0.43) with lower power (.67). These findings underscore the role of interoceptive awareness in navigating uncertainty and highlight the detrimental impact of stress on intuitive processes, while suggesting potential benefits of stress management practices for decision-making. This research advances understanding of how stress management can preserve and enhance intuitive decision-making in high-pressure professional environments.
DOI: 10.17632/zm8r4xsmxm.1
title: Interoception decision and stress

description: This study introduced anticipatory feelings (AF), a novel physiological measure of interoception quantified via Galvanic Skin Response (GSR) during a guessing game, as a dynamic assessment of intuitive decision-making. We investigated the interplay between interoception, stress (using the Perceived Stress Scale), and decision-making (using the Iowa Gambling Task) in 35 business students. Results from a linear regression model indicated that higher AF scores significantly predicted better IGT performance (β = 0.046, p = .020), while elevated stress levels were associated with impaired IGT performance (β = -1.266, p = .024). Furthermore, engagement in yoga (β = 16.44, p = .006) and meditation (β = 11.00, p = .001) practices showed significant positive associations with IGT performance. Post-hoc power analysis for the regression model indicated adequate power (&gt; .85) to detect the effects of yoga and meditation on IGT performance, but moderate power (.72) for the effect of AF. A one-way ANOVA comparing yoga practitioners to non-practitioners revealed a statistically significant higher level of IGT performance in the yoga group (p&lt;.001, d = 1.01) with high power (1.00), but only a modest, albeit significant, difference in AF scores (p=.033, d = 0.43) with lower power (.67). These findings underscore the role of interoceptive awareness in navigating uncertainty and highlight the detrimental impact of stress on intuitive processes, while suggesting potential benefits of stress management practices for decision-making. This research advances understanding of how stress management can preserve and enhance intuitive decision-making in high-pressure professional environments.
DOI: 10.15468/dl.w9p5td
title: Occurrence Download

description: A dataset containing 7538 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erica cinerea L.",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7538 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012220-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ynv3vj23rb.1
title: Repellent Discovery

description: Associated with "Digital archeology approach for mosquito repellent discovery"
DOI: 10.17632/ynv3vj23rb.2
title: Repellent Discovery

description: Associated with "Digital archeology approach for mosquito repellent discovery"