cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jeq375
title: Occurrence Download

description: A dataset containing 5191 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stephania japonica var. discolor (Blume) Forman"
 ]
}

 The dataset includes 5191 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001114-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g4cn93
title: Occurrence Download

description: A dataset containing 1090933 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "DatasetKey is ArtenFinder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1090933 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001115-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzag9w
title: Occurrence Download

description: A dataset containing 220 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Strychnos wallichiana Steud. ex A.DC."
 ]
}

 The dataset includes 220 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001116-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8kebc
title: Occurrence Download

description: A dataset containing 1271 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tanacetum cinerariifolium (Trevis.) Sch.Bip."
 ]
}

 The dataset includes 1271 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001117-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28423697
title: <b>Unraveling the Unique Wind-Sand Dynamics: Insights into Sediment Transport of the Gobi</b>

description: A study on the near surface transport structure of Gobi dust and sand
DOI: 10.6084/m9.figshare.28423697.v1
title: <b>Unraveling the Unique Wind-Sand Dynamics: Insights into Sediment Transport of the Gobi</b>

description: A study on the near surface transport structure of Gobi dust and sand
DOI: 10.6084/m9.figshare.28423682
title: HOUR_SIFoco and ETeco

description: A global hourly dataset of SIF and ET over 1982–2022
DOI: 10.6084/m9.figshare.28423682.v1
title: HOUR_SIF<sub>OCO</sub> and HOUR_ET<sub>ECO</sub><sub>OCO</sub> and HOUR_ET<sub>ECO</sub>

description: A global hourly dataset of SIF and ET over 1982–2022
DOI: 10.6084/m9.figshare.28423682.v2
title: HOUR_SIFoco and ETeco

description: A global hourly dataset of SIF and ET over 1982–2022
DOI: 10.34740/kaggle/dsv/10755555
title: Hacker News Cumulative Data
DOI: 10.25345/c5wd3qd3c
title: MassIVE MSV000097127 - GNPS-A series of eremophilane sesquiterpenoids were isolated from the marine-derived fungus Phoma sp. DXH009.
title: Four new eremophilane sesquiterpenoids, together with five known analogues, were isolated from the marine-derived fungus Phoma sp. DXH009.
DOI: 10.6084/m9.figshare.28423658
title: Single-Cell Transcriptome Atlas of Human Sarcopenia and Osteoporosis

description: Sarcopenia and osteoporosis, as major age-related diseases, share similarities. Therefore, we performed single-cell sequencing analysis on the muscle tissues of patients with no disease, sarcopenia, and sarcopenia combined with osteoporosis.
DOI: 10.15468/dl.w5nemg
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trachyspermum roxburghianum (DC.) H.Wolff"
 ]
}

 The dataset includes 121 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001118-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28423703
title: Hourly SIF and ET

description: Sample data of our dataset
DOI: 10.15468/dl.v2t7qa
title: Occurrence Download

description: A dataset containing 2451 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xylocarpus granatum J.Koenig"
 ]
}

 The dataset includes 2451 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001119-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14848008
title: Multi-Channel Microseismic Event Classification Using MPA-SincNet

description: The uploaded .zip file contains data and network of mircoseismic classification program.

network Folder:





get_dataset.py: Used to construct the dataset.




ippa.py: Implements the IPPA attention mechanism, which consists of an Adaptive Average Pooling (AAP) block and an Adaptive Max Pooling (AMP) block.




sincnet.py: Contains the first layer structure of the SincNet model.




model.py: Implements the overall structure of the MPA-SincNet model, combining SincNet and the IPPA attention mechanism.



resources Folder:





checkpoint.pth: Saves model parameters during training for resuming training or inference.




raw_train_data.pkl: Raw training data, consisting of unprocessed signal data.




signal_selected_predict_data.pkl: Prediction data after signal selection and preprocessing.




signal_selected_train_data.pkl: Training data after signal selection and preprocessing.



Other Files:





data_select_and_preprocess.py: Used for signal selection and data preprocessing.




train.py: Contains training and validation code, responsible for the model training process, including loss calculation, optimizer setup, model saving, and performance evaluation.




predict.py: Contains prediction code, used to make predictions on new data using the trained model.
DOI: 10.5281/zenodo.14871211
title: CU Cilia dataset: nuclei segmentation and cilia detection
DOI: 10.5281/zenodo.14871212
title: CU Cilia dataset: nuclei segmentation and cilia detection
DOI: 10.6084/m9.figshare.28423709
title: RawData_Gutu_et_al_Time_Matters

description: The circadian clock plays a pivotal role in regulating various aspects of cancer, influencing tumor growth and treatment responses. There are significant changes in drug efficacy and adverse effects when drugs are administered at different times of the day, underscoring the importance of considering the time of day in treatments. Despite these well-established findings, chronotherapy approaches in drug treatment have yet to fully integrate into clinical practice, largely due to the stringent clinical requirements for proving efficacy and safety, alongside the need for deeper mechanistic insights. In this study, we employ a combined mathematical and experimental approach to systematically investigate the factors influencing time-of-day drug sensitivity in human cells. Here we show how circadian and drug properties independently shape time-of-day profiles, providing valuable insights into the temporal dynamics of treatment responses. Understanding how drug efficacy fluctuates throughout the day holds immense potential for the development of personalized treatment strategies aligned with an individual's internal biological clock, revolutionizing cancer treatment by maximizing therapeutic benefits. Moreover, our framework offers a promising avenue for refining future drug screening efforts, paving the way for more effective and targeted therapies across diverse tissue types.
DOI: 10.34740/kaggle/ds/6620848
title: Heart Disease Risk Prediction Dataset
DOI: 10.21227/hqea-vp47
title: Access Control Policy Generation and Verification Datasets

description: The manual generation of access control policies from an organization’s high-level requirement specifications is a laborious and error-prone process. Mistakes in this manual policy generation process cause access control failures that may lead to data breaches. As a solution, previous research pro- posed automated access control policy generation frameworks. However, existing approaches suffer from several limitations, such as the inability to handle complex access requirements due to the lack of domain adaptation, making them highly unreliable. To fill this gap, this paper proposes AGentV, a novel access control policy generation and verification framework that significantly improves the reliability of the access control policy generation process through language models (LMs). It achieves this improvement while using small open-source LMs, enabling AGentV to run efficiently even on on-premise resource- constrained computers of the organization. Hence, AGentV does not need to send the organization’s access requirements to a third-party black box LMs hosted and controlled by another entity for policy generation, preserving their confidentiality. Our evaluation shows that AGentV is very effective in identifying natural language access control policies (NLACPs) from high- level requirements, achieving an average state-of-the-art F1 score of 90.3%. Unlike existing frameworks limited to generating simple policies with three components (i.e., subject, action, and resource), AGentV successfully translates more complex NLACPs containing elements like purposes and conditions via a novel ac- cess control-specific structured information extraction technique. Its ability to extract word-level as well as semantic information from NLACPs at the same time yields a state-of-the-art policy generation F1 score of 80.3%. Finally, AGentV introduces a novel technique to verify the generated policies and provide precise feedback to the administrators. It allows administrators to refine the incorrectly generated policies before adding them to the authorization system. Additionally, to facilitate future research, we release two annotated datasets, addressing the data scarcity of this domain.
DOI: 10.15468/dl.ke7dj5
title: Occurrence Download

description: A dataset containing 1407 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xylocarpus moluccensis (Lam.) M.Roem."
 ]
}

 The dataset includes 1407 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001120-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14871238
title: Replication package for: "The Power of the Pill: Evidence from Oral Contraceptive Sales"

description: The replication package includes data and codes to replicate results in Ragan, Kelly (2025) "The Power of the Pill: Evidence from Oral Contraceptive Sales" Forthcoming, The Economic Journal.
DOI: 10.5281/zenodo.14871239
title: Replication package for: "The Power of the Pill: Evidence from Oral Contraceptive Sales"

description: The replication package includes data and codes to replicate results in Ragan, Kelly (2025) "The Power of the Pill: Evidence from Oral Contraceptive Sales" Forthcoming, The Economic Journal.
DOI: 10.6084/m9.figshare.28259060
title: CAM data files.

description: The use of complementary and alternative medicine (CAM) has been a longstanding practice in managing a wide spectrum of health conditions. In 2002, the Dubai Health Authority in the UAE established its first center of complementary and alternative medicine, operating under DHA regulations,This study aims to evaluate the knowledge, attitudes, and practice of Dubai Health Authority physicians towards three complementary and alternative medicine practices: Ozone, bio-resonance, and cupping therapies.Methods: A descriptive cross-sectional study was conducted among Dubai Health Authority physicians practicing in Dubai, UAE from February 1, 2020, to September 30, 2021.
DOI: 10.6084/m9.figshare.28259060.v2
title: CAM data files.

description: The use of complementary and alternative medicine (CAM) has been a longstanding practice in managing a wide spectrum of health conditions. In 2002, the Dubai Health Authority in the UAE established its first center of complementary and alternative medicine, operating under DHA regulations,This study aims to evaluate the knowledge, attitudes, and practice of Dubai Health Authority physicians towards three complementary and alternative medicine practices: Ozone, bio-resonance, and cupping therapies.Methods: A descriptive cross-sectional study was conducted among Dubai Health Authority physicians practicing in Dubai, UAE from February 1, 2020, to September 30, 2021.
DOI: 10.6084/m9.figshare.28259060.v1
title: CAM data files.

description: The use of complementary and alternative medicine (CAM) has been a longstanding practice in managing a wide spectrum of health conditions. In 2002, the Dubai Health Authority in the UAE established its first center of complementary and alternative medicine, operating under DHA regulations,This study aims to evaluate the knowledge, attitudes, and practice of Dubai Health Authority physicians towards three complementary and alternative medicine practices: Ozone, bio-resonance, and cupping therapies.Methods: A descriptive cross-sectional study was conducted among Dubai Health Authority physicians practicing in Dubai, UAE from February 1, 2020, to September 30, 2021.
DOI: 10.5281/zenodo.14874461
title: AI Cube dataset

description: Data and models used in the manuscript "Towards an AI Cube: Enriching Geospatial Data Cube with AI Inference Capabilities".
DOI: 10.5281/zenodo.14874462
title: AI Cube dataset

description: Data and models used in the manuscript "Towards an AI Cube: Enriching Geospatial Data Cube with AI Inference Capabilities".
DOI: 10.15468/dl.kxcpdf
title: Occurrence Download

description: A dataset containing 9148153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 9148153 records from 2569 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001121-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fae6tm
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Epidendrum decurviflorum Schltr."
 ]
}

 The dataset includes 116 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072791-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.24971622
title: Additional file 2 of Decidual stromal cells-derived exosomes incurred insufficient migration and invasion of trophoblast by disturbing of β-TrCP-mediated snail ubiquitination and degradation in unexplained recurrent spontaneous abortion

description: Additional file 2. Original picture including Full-length blots/gels.
DOI: 10.6084/m9.figshare.24971622.v1
title: Additional file 2 of Decidual stromal cells-derived exosomes incurred insufficient migration and invasion of trophoblast by disturbing of β-TrCP-mediated snail ubiquitination and degradation in unexplained recurrent spontaneous abortion

description: Additional file 2. Original picture including Full-length blots/gels.
DOI: 10.6084/m9.figshare.26665684
title: Additional file 5 of Genomic divergence and demographic history of Quercus aliena populations

description: Additional file 5: Table S1. Sample information and the size of the chloroplast genome.
DOI: 10.6084/m9.figshare.26665684.v1
title: Additional file 5 of Genomic divergence and demographic history of Quercus aliena populations

description: Additional file 5: Table S1. Sample information and the size of the chloroplast genome.
DOI: 10.6084/m9.figshare.26665687
title: Additional file 6 of Genomic divergence and demographic history of Quercus aliena populations

description: Additional file 6: Table S2. Admixture results from chloroplast genome dataset
DOI: 10.6084/m9.figshare.26665687.v1
title: Additional file 6 of Genomic divergence and demographic history of Quercus aliena populations

description: Additional file 6: Table S2. Admixture results from chloroplast genome dataset
DOI: 10.6084/m9.figshare.26665690
title: Additional file 7 of Genomic divergence and demographic history of Quercus aliena populations

description: Additional file 7: Table S3. Admixture results from SNP dataset.
DOI: 10.6084/m9.figshare.26665690.v1
title: Additional file 7 of Genomic divergence and demographic history of Quercus aliena populations

description: Additional file 7: Table S3. Admixture results from SNP dataset.
DOI: 10.6084/m9.figshare.26665693
title: Additional file 8 of Genomic divergence and demographic history of Quercus aliena populations

description: Additional file 8: Table S4.  ABBA-BABA analysis from Dsuite.
DOI: 10.6084/m9.figshare.26665693.v1
title: Additional file 8 of Genomic divergence and demographic history of Quercus aliena populations

description: Additional file 8: Table S4.  ABBA-BABA analysis from Dsuite.
DOI: 10.6084/m9.figshare.24971415
title: Additional file 1 of Genome-wide analysis of the Tritipyrum NAC gene family and the response of TtNAC477 in salt tolerance

description: Additional file 1: Supplementary Table S1. List of the TtNAC genes identified in this study.
DOI: 10.6084/m9.figshare.24971415.v1
title: Additional file 1 of Genome-wide analysis of the Tritipyrum NAC gene family and the response of TtNAC477 in salt tolerance

description: Additional file 1: Supplementary Table S1. List of the TtNAC genes identified in this study.
DOI: 10.6084/m9.figshare.24971629
title: Additional file 2 of Genome-wide analysis of the Tritipyrum NAC gene family and the response of TtNAC477 in salt tolerance

description: Additional file 2: Supplementary Table S2. Primers used in qRT-RCR experiments.
DOI: 10.6084/m9.figshare.24971629.v1
title: Additional file 2 of Genome-wide analysis of the Tritipyrum NAC gene family and the response of TtNAC477 in salt tolerance

description: Additional file 2: Supplementary Table S2. Primers used in qRT-RCR experiments.
DOI: 10.6084/m9.figshare.24971631
title: Additional file 2 of miR-129-5p as a biomarker for pathology and cognitive decline in Alzheimer’s disease

description: Additional file 2.
DOI: 10.6084/m9.figshare.24971631.v1
title: Additional file 2 of miR-129-5p as a biomarker for pathology and cognitive decline in Alzheimer’s disease

description: Additional file 2.
DOI: 10.6084/m9.figshare.24980065
title: Additional file 2 of Improved prediction of bacterial CRISPRi guide efficiency from depletion screens through mixed-effect machine learning and data integration

description: Additional file 2: Table S1. Description of the features used in model training. Table S2. Description of train-test splits in the study. Table S3. Model evaluation of feature engineering. Table S4. SHAP values from model predicting the gRNA depletion. Table S5. Model evaluation of data fusion. Table S6. Model evaluation of data fusion with other model types. Table S7. Model evaluation of segregating gene and guide effects. Table S8. SHAP values from segregation models. Table S9. SHAP interaction values from MERF. Table S10. Description of gRNAs targeting deGFP. Table S11. Description of gRNAs in miller assay. Table S12. Model evaluation for targeting deGFP and Miller assay. Table S13. Description of gRNAs for screen of purine biosynthesis genes. Table S14. Model evaluation of saturating screen of purine biosynthesis genes. Table S15. List of strains. Table S16. List of plasmids. Table S17. List of oligos for plasmid construction, library generation, and sequencing.
DOI: 10.6084/m9.figshare.24971288
title: Additional file 1 of Genome-scale identification and comparative analysis of transcription factors in thermophilic cyanobacteria

description: Supplementary Material 1: Genome annotations of thermophilic cyanobacteria
DOI: 10.6084/m9.figshare.24971288.v1
title: Additional file 1 of Genome-scale identification and comparative analysis of transcription factors in thermophilic cyanobacteria

description: Supplementary Material 1: Genome annotations of thermophilic cyanobacteria
DOI: 10.6084/m9.figshare.24971635
title: Additional file 2 of Genome-scale identification and comparative analysis of transcription factors in thermophilic cyanobacteria

description: Supplementary Material 2: Predicted TF genes in the genome of cyanobacteria studied
DOI: 10.6084/m9.figshare.24971635.v1
title: Additional file 2 of Genome-scale identification and comparative analysis of transcription factors in thermophilic cyanobacteria

description: Supplementary Material 2: Predicted TF genes in the genome of cyanobacteria studied
DOI: 10.6084/m9.figshare.26665747
title: Additional file 3 of Genome-scale identification and comparative analysis of transcription factors in thermophilic cyanobacteria

description: Supplementary Material 3: Habitat and number of TF genes of cyanobacteria studied
DOI: 10.6084/m9.figshare.26665747.v1
title: Additional file 3 of Genome-scale identification and comparative analysis of transcription factors in thermophilic cyanobacteria

description: Supplementary Material 3: Habitat and number of TF genes of cyanobacteria studied
DOI: 10.6084/m9.figshare.26665753
title: Additional file 5 of Genome-scale identification and comparative analysis of transcription factors in thermophilic cyanobacteria

description: Supplementary Material 5: Ortholog table of TFs in strains from each family
DOI: 10.6084/m9.figshare.26665753.v1
title: Additional file 5 of Genome-scale identification and comparative analysis of transcription factors in thermophilic cyanobacteria

description: Supplementary Material 5: Ortholog table of TFs in strains from each family
DOI: 10.6084/m9.figshare.25427635
title: Data and codes utilized for estimations

description: This file includes the code and data necessary to reproduce the primary findings of the paper. It encompasses the data utilized for the DDD-gravity estimations, as well as for conducting placebo tests and validity tests on the control group, as outlined in the paper. The datasets comprise SITC 5-digit product-level data for 142 importing countries and 197 exporting countries, covering the years from 2000 to 2019.
DOI: 10.15468/dl.afs2u7
title: Occurrence Download

description: A dataset containing 2644 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Masticophis lateralis (Hallowell, 1853))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2644 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032766-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.