cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26172979.v1
title: Green Connect _ Customer Satisfaction and Preferences Survey in Sydney Dataset .xlsx

description: This dataset appears to be the results of a customer satisfaction and preferences survey conducted by Green Connect, a non-profit organization providing sustainable and organic products in Sydney, Australia. The survey covers various aspects including:Awareness and usage of Green Connect productsCustomer satisfaction levelsProduct quality perceptionsDelivery experiencesImportance of factors like organic, locally sourced, sustainable packaging, and priceAwareness of sustainable and organic food brandsMotivations for trying new sustainable productsPurchasing habits for organic/sustainable productsWillingness to pay premium for sustainable optionsPreferred purchasing methodsDemographic information (age range)The data includes responses from both current customers and those unfamiliar with Green Connect. It provides insights into consumer attitudes towards sustainable and organic products, their purchasing behaviors, and potential areas for improvement in Green Connect's services. The survey uses various question types including multiple choice, rating scales, and open-ended responses.
DOI: 10.17632/7t658vpdhj
title: Data for: Forward and backward walking in Parkinson disease: A factor analysis.

description: This excel file contains raw gait parameter data for Parkinson disease patients who performed forward and backward walking both OFF and ON levodopa medications. This file also contains control data.
DOI: 10.17632/b4pdcc4mh4
title: Dataset for Emotional reaction to the first dose of COVID-19 vaccine: Post vaccination decline in anxiety and stress among anxious individuals and increase among individuals with normal anxiety levels pre vaccination

description: Although vaccinating the world is adopted by the WHO to limit COVID-19 transmission, people’s worries about vaccines may suppress their desire for vaccination despite vaccine availability. This study aimed to evaluate the levels of stress and anxiety among 250 Jordanians who received their first vaccine dose at a local community health center. The respondents completed the stress and anxiety subscales of the Depression Anxiety and Stress scale 21 (DASS-21) pre- and post-vaccination. The respondents expressed more moderate-severe levels of stress pre than post vaccination (20.8% and 13.2%, respectively). Meanwhile, 37.2% and 45.2% of the respondents expressed moderate-severe anxiety pre and post vaccination, respectively. Wilcoxon signed-rank test revealed that the drop in the level of stress from pre (median (IQR) = 5 (1-8)) to post vac-cination (median (IQR) = 3 (1-7)) was statistically significant (z = -3.81, p = 0.001, r = 0.17) while the increase in anxiety was not. Anxiety median significantly dropped among individuals experi-encing mild to severe anxiety pre vaccination. Similarly, stress and anxiety significantly increased among individuals expressing normal anxiety pre vaccination (z = -3.57 and -8.24, p values = 0.001, r = 0.16 and 0.37, respectively). Age positively correlated with post vaccination anxiety among respondents with mild pre vaccination anxiety, and it negatively correlated with pre vaccination level of stress in the normal anxiety group. Gender, marital status, respondents’ level of education, and history of COVID-19 infection had no significant correlation with anxiety or stress at either point of measurement. Overcoming their hesitancy to receive COVID-19 vaccine, individuals with normal levels of anxiety experienced a rise in their distress symptoms following immunization. On the contrary, vaccination seemed to desensitize anxious individuals. Policymakers need to formulate a population-specific plan to increase vaccine preparedness and promote psychological well-being over all during the pandemic.
DOI: 10.17632/jw3sbz2nkv
title: Data for - A Bayesian approach to reveal the key role of mask wearing in modulating interpersonal distance during the COVID-19 outbreak.

description: Humans typically create and maintain social bonds through interactions that occur at close social distances. The distance maintained from others is usually less than the one of at least 1.5 m recommended as a relevant measure for COVID-19 contagion containment. In a web-based experimental study conducted during the first pandemic wave (mid-April 2020), we asked 242 participants to regulate their preferred distance towards confederates who did or did not wear protective masks and gloves and whose COVID-19 test results were positive, negative, or unknown. Information concerning dispositional factors (perceived vulnerability to disease, moral attitudes, and prosocial tendencies) and situational factors (perceived severity of the situation in the country, frequency of physical and virtual social contacts, and attitudes toward quarantine) that may modulate compliance with safety prescriptions was also acquired. A Bayesian analysis approach was adopted. Individual differences did not modulate interpersonal distance. We found strong evidence in favor of a reduction of interpersonal distance towards individuals wearing protective equipment and who tested negative to COVID-19. Importantly, shorter interpersonal distances were maintained towards confederates wearing protective gear, even when their COVID-19 test result was unknown or positive. This protective equipment-related regulation of interpersonal distance may reflect an underestimation of perceived vulnerability to infection; this perception must be discouraged when pursuing individual and collective health-safety measures.
DOI: 10.6084/m9.figshare.12592523.v1
title: JVASP-4412 to JVASP-8007

description: JARVIS-DFT input/output files
DOI: 10.6084/m9.figshare.16828538.v1
title: Taxonomy and phylogeny of the ‘football stars’ (Asteroidea, Sphaerasteridae)

description: The phylogenetic relationships of spherical and sub-spherical asteroids, belonging to the valvatidan family Sphaerasteridae (Early Jurassic–Recent), are revised in the light of abundant new fossil material from Europe and North Africa. The family had radiated by the Early Jurassic and the family Stauranderasteridae is its sister group. Morphological changes involved the formation of a domed body, the absence of differentiated marginal ossicles and the transformation of dorsal abactinal ossicles into a tessellation of large, thin plates. The family Podosphaerasteridae is placed in synonomy with the Sphaerasteridae. New taxa include <i>Eosphaeraster amellagensis</i> gen. et sp. nov., <i>Bulbosphaeraster valettei</i> gen. et sp. nov., <i>Pouzaster pocknotata</i> gen. et sp. nov., <i>Rugosphaeraster rugenensis</i> gen. et sp. nov., <i>Echinosphaeraster</i> gen. nov. (type species: <i>Asterias scutata</i> Goldfuss, 1833) and <i>Valettaster thuyi</i> sp. nov. It is suggested that the morphology of Sphaerasteridae is related to their close association with sponges. http://zoobank.org/urn:lsid:zoobank.org:pub:F8991F09-B5FB-40EF-B4CC-474D925085B8
DOI: 10.6084/m9.figshare.28215923.v1
title: Supplementary codes and data for "<b><i>Developing Pharmaceutically Relevant Pd-Catalyzed C–N Coupling Reactivity Models Leveraging High-Throughput Experimentation</i></b>" (DOI: 10.1021/jacs.5c00933)

description: This repository contains reaction data and modeling codes for the publication "<b><i>Developing Pharmaceutically Relevant Pd-Catalyzed C–N Coupling Reactivity Models Leveraging High-Throughput Experimentation</i></b>" (Ha, S. K.; Kalyani, D.; West, M. S.; Xu, J.; Lam, Y.-h.; Struble, T.; Dreher, S.; Krska, S. W.; Buchwald, S. L.; Jensen, K. F. <i>J. Am. Chem. Soc.</i> <b>2025</b>, DOI: 10.1021/jacs.5c00933).Please cite the above paper when using this dataset.Reaction data (before and after deduplication) are provided as csv files. Other processed data files and model codes are provided in a compressed folder, with additional details outlined in the accompanying readme.txt.
DOI: 10.6084/m9.figshare.4836890.v5
title: Lateral roots dataset

description: The measured lateral root information of maize(ZD958 and XY335) was presented with a standard format (RSML).
DOI: 10.6084/m9.figshare.5241826.v1
title: Erratum: Natural History of Idiopathic Epiretinal Membrane in Eyes with Good Vision Assessed by Spectral-Domain Optical Coherence Tomography

description: <b><i>Purpose:</i></b> To investigate the natural history of idiopathic epiretinal membrane (ERM) in eyes with good visual function using optical coherence tomography (OCT). <b><i>Methods:</i></b> Sixty-two eyes of 58 patients with idiopathic ERM, visual acuity of 20/40 or better, and no significant metamorphopsia were included. The best corrected visual acuity (BCVA), central macular thickness (CMT), membrane configuration, and ellipsoid zone signal data over 24 months were retrospectively analyzed. Based on OCT findings, ERM configurations were categorized as global attachment (GA), partial attachment (PA), pseudohole, and vitreomacular traction (VMT). <b><i>Results:</i></b> The mean BCVA and CMT did not change significantly between baseline and 24 months. GA, PA, pseudohole, and VMT types were observed in 33, 19, 9, and 1 eye at baseline, and in 20, 22, 10, and 1 eye at 24 months, respectively. A membrane configuration change was noted in 24 eyes (38.7%) during follow-up, and the distribution shifted from GA to the other types (p &lt; 0.001). Six eyes had visual loss due to membrane progression, and 4 eyes had spontaneous membrane separation. Of the 10 eyes with progression or separation, 6 were of the PA type. <b><i>Conclusions:</i></b> Although the BCVA remains stable over 2 years in most idiopathic ERM eyes with good visual function at baseline, the membrane configuration may change, affecting visual acuity. The GA type would be an early stage, and the PA type is prone to changes in visual acuity.
DOI: 10.6084/m9.figshare.7883342.v1
title: Table S1

description: The data describes the complete list of genes surrounding the SNPs explaining the higher proportion of genetic variance for resistance to P. salmonis as time to death (TD) and as binary survival (BS) for the research article "Single-step genome-wide association study for resistance to Piscirickettsia salmonis in rainbow trout (Oncorhynchus my kiss)<b>"</b><b></b>
DOI: 10.17632/3wjvmymf68
title: Eastwick Compound Flood Model

description: This HEC-Ras model is developed under a NOAA funded Coastal Ocean Climate Applications and Sectoral Applications Research Programs (COCA/SARP) project titled Compound Fluvial‐Coastal Flood and Climate Adaptation: A Transferable Framework of Engagement, Modeling and Cost‐Benefit Analysis.
DOI: 10.17632/mpz7wfrs53
title: DRAINMOD Predicted Impact of Climate Change on Hydrology, Corn Yield, and Drainage Design in the Western Lake Erie Basin, United States

description: The data provided are the main data used in the analyses in this study. The dataset includes historical and future:

1. Weather parameters (temperature and precipitation): measured, downloaded from NOAA, downloaded from nearby weather stations, and downloaded from NASA NEX-GDDP 
2. Evapotranspiration: predicted by DRAINMOD 
3. Drainage discharge: predicted by DRAINMOD and measured 
4. Water-table depth: Predicted by DRAINMOD and measured 
5. Corn yield: Predicted by DRAINMOD and measured 
6. Average annual return of investment: calculated based on DRAINMOD's output and gathered economic parameters 
7. DRAINMOD model's calibration and validation

Highlights:
• DRAINMOD predicted free drainage for historical and future scenarios.
• DRAINMOD predicted deeper water table and less drainage discharge in the future.
• Higher drought stress is expected to reduce crop yields in the future.
• Wider drain spacings are projected to be more profitable in the future.
DOI: 10.6084/m9.figshare.11625780.v2
title: SNPs identified in Adineta vaga individuals L1-L11

description: This dataset includes SNPs detected among 11 <i>A. vaga</i> individuals L1-L11 (SNP dataset I). SNPs were called with SAMtools/BCFtools (v.1.4.1) from alignments of HiSeq reads to the L1 haploid sub-assembly. File 'A.vaga.L1_L11.SNP.dataset.I.raw.vcf' contains raw variant calls (raw INDEL entries are also present). Filtered SNPs (stringent SNP dataset I) are contained in the file 'A.vaga.L1_L11.SNP.dataset.I.filtered.vcf'. Data are in the VCF format.
DOI: 10.6084/m9.figshare.13034123.v3
title: European LD reference

description: LD reference (correlations between pairs of genetic variants) for 1,054,330 HapMap3 variants based on 362,320 European individuals of the UK biobank.<br>Pairs of variants further than 3 cM apart are assumed to have 0 correlation.<br>
DOI: 10.6084/m9.figshare.27173817.v2
title: Dataset of A Strategic Planning to Entrepreneurial Growth in The Soy Sauce Startup

description: Research data set on strategic planning to entrepreneurial growth in the soy sauce startup. This data set contains interview protocols, verbatim interview, and triangulation validation. The study used a single cases study of the soy sauce startup AJK, Malang, Indonesia in 2024. This qualitative research dataset with data collection using the in-depth interview method is in bahasa Indonesia.<br>
DOI: 10.17632/8psdkzpknf
title: Data for Nonmelanoma skin cancer and Mohs utilization in Medicaid patients. 

description: Our study highlights the treatment of Medicaid beneficiaries with nonmelanoma skin cancers at an institution that does not offer Mohs micrographic surgery for Medicaid patients. 

Figure 1. Treatment map of Medicaid patients with nonmelanoma skin cancers.

Table 1. Characteristics of nonmelanoma skin cancers in Medicaid patients (n = 212 cancers from 72 patients).
DOI: 10.17632/8wznn46d43
title: Accurate Drug Reposition through Non-Tissue Specific Core Signatures from Cancer Transcriptomes

description: We used TCGA cancer transcriptomes to generate non-tissue specific core signatures (CSs) of human coding gene mutaitons. Then we used the CSs to scan Connectivity Map (CMap) drug profiles to generate d2gNES and d2gCSI values. A positive d2gNES indicates a drug treatment profile is with the same expression direction of a gene mutation, and a negative d2gNES indicates the opposite direction to a gene mutation. The d2gCSI ranges from 0 to 1, indicating the specificity of a drug targeting a gene.
DOI: 10.17632/wtxcw8wpxb
title: Pumpkin Leaf Diseases Dataset From Bangladesh

description: The dataset comprises 2000 images, covering pumpkin diseases such as Downy Mildew, Powdery Mildew, Mosaic Disease, Bacterial Leaf Spot, and healthy leaves.
To further enhance the dataset, we generated an additional 4801 augmented images.
DOI: 10.6084/m9.figshare.21981251.v1
title: Large-scale single-cell RNA-seq characterizes neural stem cells and progenitor cells in postnatal and young adult mouse hypothalamus

description: <strong> Background</strong> In recent years, studies have demonstrated that neurogenesis can also occur in the adult mammal hypothalamus. Although the hypothalamus is a critical brain region that plays a vital role in regulating homeostatic and survival-related behaviors, there is still limited knowledge about its intrinsic mechanisms of development. <br> <strong>Our Goal</strong> Our goal is to identify and extensively characterize the cell-type-specific features during neurogenesis in the hypothalamic region of mice, from postnatal to young adult stages. We processed and analyzed publicly available scRNA-seq transcriptomic data that were obtained from the hypothalamic regions of mice, using uniform and optimized informatics pipeline. <br> <strong>Methods</strong> We obtained 10 scRNA-seq datasets from independent studies using from the NCBI GEO, which were further processed using the Seurat package in R (v4.2.1). A standard informatics pipeline was applied to each dataset for pre-processing and cell clustering for cell-level metadata standardization (See R script). Further, Pseudotime trajectory using the Monocle3 Alpha package in R (v. 2.99.1) and slingshot package in R (v. 2.6.0) was performed to see developmental differentiation in the hypothalamus during ault neurogenesis. We also generated connect-seq-derived scRNA-seq dataset <strong>Validation.rds (barcodes.tsv.gz, </strong> <strong>features.tsv.gz, matrix.mtx.gz</strong>) of 1,533 cells from whole hypothalamus and the bed nucleus of the stria terminalis (BNST) for validation analysis of our integrated dataset, by performing anchor-based mapping and transferring of labels and merging both integrated and validation dataset(<strong>refquery.rds</strong>). <br> <strong>Result</strong> Our integrated dataset (<strong>final_hypo_ann.rds)</strong> has revealed 30 distinct cell types that encompass all major cell types found in the hypothalamic regions, including glial-like cells such as ependymal cells, tanycytes, astrocytes, oligodendrocytes, and intermediate progenitor cells (IPCs) and also explored gene expression and cellular differentiation in the hypothalamus across various stages of development.
DOI: 10.6084/m9.figshare.24013863.v2
title: Tensile tests

description: Tensile tests
DOI: 10.6084/m9.figshare.28182521.v1
title: Raw data - Paper: Aging of red wine (<i>cv</i>. Negroamaro) in Mediterranean areas: impact of different barrels and Apulian traditional amphorae on phenolic indices, volatile composition and sensory analysis

description: This dataset includes the raw data related to the paper: Aging of red wine (<i>cv</i>. Negroamaro) in Mediterranean areas: impact of different barrels and Apulian traditional amphorae on phenolic indices, volatile composition and sensory analysis
DOI: 10.6084/m9.figshare.29090864.v1
title: Poletti_etal_dataset.xlsx

description: The file is the dataset for the manuscript entitled "Assessing the reliability of the pseudo-Thellier estimates in fired ceramics and source clays" by Poletti et al. including all parameters used as selection criteria, as well as the values of relative palaeointensity, remanence anisotropy, calibration factors, and the normalisers data shown in the manuscript.
DOI: 10.15468/dl.x3av39
title: Occurrence Download

description: A dataset containing 39519 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sipuncula",
 "DecimalLatitude is greater than or equal to 65",
 "HasCoordinate is true"
 ]
}

 The dataset includes 39519 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006610-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18370504
title: TELOS SB 243 Child Safety Validation Dataset

description: Validation results for TELOS AI governance framework against child safety harm categories aligned with 

California Senate Bill 243 requirements. This is an internal evaluation suite designed to test TELOS

against harm categories specified in the legislation, not an official statutory benchmark.

Key Results:

- 0/50 observed attack successes (harmful prompts blocked)

- 74% False Positive Rate on benign contrastive queries

- 95% CI upper bound: ~6% ASR

- 100% Violation Defense Rate

Acknowledged Tradeoff:

The 74% FPR is an intentional design choice for child safety contexts. In domains involving potential harm 

to minors, the cost of a false positive (user friction) is substantially lower than the cost of a false negative 

(potential harm to a child). This represents a deliberate safety-utility tradeoff appropriate for high-stakes child protection applications.

Harm Categories Evaluated (SB 243-aligned):

- Suicide and self-harm content

- Sexual content involving minors

- Eating disorder promotion

- Other categories specified in SB 243

Files Included:

- sb243_test_attacks.csv - 50 harmful prompts across SB 243 categories

- sb243_benign_contrastive.csv - 50 benign contrastive queries for FPR measurement

- sb243_child_safety_pa_config.json - Primacy Attractor configuration

- Validation scripts and results

Embedding Model:

sentence-transformers/all-MiniLM-L6-v2 (384 dimensions)

Important Clarification:

This evaluation suite is aligned with the harm categories described in California SB 243 but is not an 

official compliance certification or statutory benchmark.  Results demonstrate TELOS methodology

effectiveness against child safety threats, not regulatory compliance status.

License: Apache 2.0

Validation Date: January 2026
DOI: 10.5281/zenodo.18027445
title: TELOS SB 243 Child Safety Validation Dataset

description: Validation results for TELOS AI governance framework against child safety harm categories aligned with 

California Senate Bill 243 requirements. This is an internal evaluation suite designed to test TELOS

against harm categories specified in the legislation, not an official statutory benchmark.

Key Results:

- 0/50 observed attack successes (harmful prompts blocked)

- 74% False Positive Rate on benign contrastive queries

- 95% CI upper bound: ~6% ASR

- 100% Violation Defense Rate

Acknowledged Tradeoff:

The 74% FPR is an intentional design choice for child safety contexts. In domains involving potential harm 

to minors, the cost of a false positive (user friction) is substantially lower than the cost of a false negative 

(potential harm to a child). This represents a deliberate safety-utility tradeoff appropriate for high-stakes child protection applications.

Harm Categories Evaluated (SB 243-aligned):

- Suicide and self-harm content

- Sexual content involving minors

- Eating disorder promotion

- Other categories specified in SB 243

Files Included:

- sb243_test_attacks.csv - 50 harmful prompts across SB 243 categories

- sb243_benign_contrastive.csv - 50 benign contrastive queries for FPR measurement

- sb243_child_safety_pa_config.json - Primacy Attractor configuration

- Validation scripts and results

Embedding Model:

sentence-transformers/all-MiniLM-L6-v2 (384 dimensions)

Important Clarification:

This evaluation suite is aligned with the harm categories described in California SB 243 but is not an 

official compliance certification or statutory benchmark.  Results demonstrate TELOS methodology

effectiveness against child safety threats, not regulatory compliance status.

License: Apache 2.0

Validation Date: January 2026
DOI: 10.5281/zenodo.17430407
title: Analyzing Dependency Distribution Changes Arising from Code Smell Interactions

description: This replication package includes the complete dataset used in the paper (in ReplicationPackage.7z), along with the code and instructions needed to fully reproduce the results. Please read the README.pdf file first.
DOI: 10.5281/zenodo.17899076
title: Analyzing Dependency Distribution Changes Arising from Code Smell Interactions

description: This replication package includes the complete dataset used in the paper (in ReplicationPackage.7z), along with the code and instructions needed to fully reproduce the results. Please read the README.pdf file first.
DOI: 10.15468/dl.mdvs6c
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pachyarmatherium brasiliense"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000321-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.