cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30081148.v1
title: DEEPScreen-Pox Resource Collection: Training Data, Model Weights, Prediction Data, and Model Results

description: <b>DEEPScreen-Pox dataset and model artifacts</b><br>This repository contains everything needed to reproduce and evaluate the DEEPScreen-Pox model: the complete training datasets, trained model weights, the prediction dataset, and all result artifacts (including test performance).The repository is organized as follows:Repository structure<b>model/</b><br>Trained DEEPScreen-Pox model weights (format as provided in filenames).<b>prediction_file/</b><br><code>*.csv</code> with DrugBank molecules used for activity prediction against monkeypox (MPXV).<b>results/</b><br>Model-training logs, metrics, and held-out test-set performance, plus generated result artifacts.<b>training_files/</b><br>Raw datasets and scaffold-split datasets used to train DEEPScreen-Pox.
DOI: 10.5067/suborbital/sarp/data001/2010
title: SARP 2010 Data
DOI: 10.15468/dl.22jk8y
title: Occurrence Download

description: A dataset containing 1843 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "Geometry POLYGON((3.83854 46.97076,3.81976 46.00535,5.83548 45.9923,5.848 46.93658,3.83854 46.97076))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Faxonius limosus",
 "Year 2004-2025"
 ]
}

 The dataset includes 1843 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009918-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5067/suborbital/sarp/data001/2011
title: SARP 2011 Data
DOI: 10.5067/suborbital/sarp/data001/2012
title: SARP 2012 Data
DOI: 10.5067/suborbital/sarp/data001/2013
title: SARP 2013 Data
DOI: 10.5067/suborbital/sarp/data001/2014
title: SARP 2014 Data
DOI: 10.5067/suborbital/sarp/data001/2015
title: SARP 2015 Data
DOI: 10.5067/suborbital/sarp/data001/2016
title: SARP 2016 Data
DOI: 10.5067/suborbital/sarp/data001/2017
title: SARP 2017 Data
DOI: 10.5067/suborbital/sarp/data001
title: Student Airborne Research Program Project Data
DOI: 10.5067/suborbital/sarp/data001/2009
title: SARP 2009 Data
DOI: 10.5067/suborbital/sarp/data001/2018
title: SARP 2018 Data
DOI: 10.5067/suborbital/sarp/data001/2019
title: SARP 2019 Data
DOI: 10.5067/suborbital/sarp/data001/2021
title: SARP 2021 Data
DOI: 10.25505/fiz.icsd.cc2mgh9x
title: CSD 2426999: Experimental Crystal Structure Determination

description: Related Article: Junsu Lee, Minkyoung Kim, Aziz Ahmed, Yurij Mozharivskyj, Tae-Soo You|2025|Z.Anorg.Allg.Chem.|651|e202500055|doi:10.1002/zaac.202500055
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2mghby
title: CSD 2427000: Experimental Crystal Structure Determination

description: Related Article: Junsu Lee, Minkyoung Kim, Aziz Ahmed, Yurij Mozharivskyj, Tae-Soo You|2025|Z.Anorg.Allg.Chem.|651|e202500055|doi:10.1002/zaac.202500055
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5067/suborbital/sarp/data001/2022
title: SARP 2022 Data
DOI: 10.5067/suborbital/sarp/data001/sarp-east/2023
title: SARP-East 2023 Data
DOI: 10.5067/suborbital/sarp/data001/2024
title: SARP 2024 Data
DOI: 10.15468/dl.cjq87q
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "Geometry POLYGON((3.8427 47.1603,3.89239 46.0165,5.99778 45.97767,5.9481 47.07154,3.8427 47.1603))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Procambarus clarkii"
 ]
}

 The dataset includes 108 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009919-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15470968
title: Portable wind tunnel data from burned dunes in the southwest Kalahari dune field, 2022

description: This dataset contains portable wind tunnel data from experiments conducted in the southwest Kalahari in September and October 2022. These data were collected for a project investigating the potential of the Kalahari dunes to emit dust and if burning impacts dust emission threshold or flux. This work has been submitted to Aeolian Research.
DOI: 10.5281/zenodo.15470969
title: Portable wind tunnel data from burned dunes in the southwest Kalahari dune field, 2022

description: This dataset contains portable wind tunnel data from experiments conducted in the southwest Kalahari in September and October 2022. These data were collected for a project investigating the potential of the Kalahari dunes to emit dust and if burning impacts dust emission threshold or flux. This work has been submitted to Aeolian Research.
DOI: 10.15468/dl.jfdfv3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Winteria telescopa Brauer, 1901",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((26.6413 -34.1504,26.9648 -34.0826,26.9648 -25.1504,17.9648 -25.1504,17.9648 -34.1504,26.6413 -34.1504))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009942-250525065834625/datasets/export for details.
DOI: 10.17632/cp2dmp4hvr
title: Framework of Kurikulum Merdeka and Role of Headmaster and Teacher Leadership in Merdeka Belajar Program at Indonesia National Education

description: Indonesian education faces the challenges and opportunities of the 21st century and society 5.0 era, and on the other hand, the learning crisis and Covid 19 have resulted in education being increasingly left behind with the loss of learning (learning loss) which has resulted in an increase in the learning gap between regions and socio-economic groups. To restore learning, the Ministry of Education, Culture, Research, and Technology (Kemendikbudristek) launched the Fifteenth Episode of Merdeka Belajar: Merdeka Curriculum and Merdeka Mengajar Platform.
DOI: 10.17632/cp2dmp4hvr.1
title: Framework of Kurikulum Merdeka and Role of Headmaster and Teacher Leadership in Merdeka Belajar Program at Indonesia National Education

description: Indonesian education faces the challenges and opportunities of the 21st century and society 5.0 era, and on the other hand, the learning crisis and Covid 19 have resulted in education being increasingly left behind with the loss of learning (learning loss) which has resulted in an increase in the learning gap between regions and socio-economic groups. To restore learning, the Ministry of Education, Culture, Research, and Technology (Kemendikbudristek) launched the Fifteenth Episode of Merdeka Belajar: Merdeka Curriculum and Merdeka Mengajar Platform.
DOI: 10.15468/dl.7jvx9q
title: Occurrence Download

description: A dataset containing 2221 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Tanzania, United Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera leo (Linnaeus, 1758)",
 "Year 1000-2025"
 ]
}

 The dataset includes 2221 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013805-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82yu5y
title: Occurrence Download

description: A dataset containing 443172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Podarcis Wagler, 1830"
 ]
}

 The dataset includes 443172 records from 4050 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007244-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/h834zrkv22
title: data

description: Soil aggregate stability and aggregate-associated organic carbon play a key role in soil organic carbon sequestration on grass-crop rotation
DOI: 10.17632/h834zrkv22.1
title: data

description: Soil aggregate stability and aggregate-associated organic carbon play a key role in soil organic carbon sequestration on grass-crop rotation
DOI: 10.17632/7rrvctn3pj
title: DeepSeek-QueryBench: A Dataset for Evaluating the Performance and Stability of LLM-Generated Boolean Queries

description: The "DeepSeek-QueryBench" dataset provides the first comprehensive empirical data for evaluating the performance and stability of open-source Large Language Models (LLMs) in Boolean query generation for scholarly search. This dataset captures the complete workflow from query generation to retrieval evaluation, specifically designed to assess LLM capabilities under novice user conditions.
Core Components:
1. Original Model Outputs: Complete interaction records from DeepSeek-V3.1-Terminus across four operational modes (Default, Deep Thinking, Web Search, and their combination), with three independent generations per mode using a fixed simple Chinese prompt.
2. Generated Boolean Queries: Both original and syntactically corrected versions of 12 distinct Boolean queries targeting the interdisciplinary topic "3D printing in STEM education," formatted for Web of Science execution.
3. Retrieval Results: Complete bibliographic records (title, abstract, keywords, publication details) for all documents retrieved by each query execution in Web of Science Core Collection (2022-2024, article type), totaling 1,615 documents before deduplication.
4. Gold Standard Collection: A rigorously constructed benchmark of 172 relevant publications on "3D printing in STEM education," developed through baseline keyword retrieval and exhaustive forward/backward snowballing until saturation.
5. Performance Metrics: Comprehensive evaluation data including standard information retrieval metrics (Precision, Recall, F1-score, F3-score) and novel stability measures (Coefficient of Variation, Jaccard Similarity, Integration Change Rate) for each query and operational mode.
6. Analysis Materials: Supporting data for in-depth analysis including keyword frequency distributions, query structure categorization, semantic error patterns, and complementarity analysis between different query generations.

Unique Value Proposition:
 This dataset addresses critical gaps in current LLM evaluation by focusing on:
 Stability and reproducibility rather than just peak performance
 Novice user scenarios with simple prompts and default configurations
 Open-source model capabilities beyond the dominant GPT ecosystem
 Real-world applicability through rigorous gold standard validation

The dataset supports research in AI-assisted information retrieval, evidence synthesis automation, LLM reliability assessment, and human-AI collaboration in scholarly search.
DOI: 10.17632/7rrvctn3pj.1
title: DeepSeek-QueryBench: A Dataset for Evaluating the Performance and Stability of LLM-Generated Boolean Queries

description: The "DeepSeek-QueryBench" dataset provides the first comprehensive empirical data for evaluating the performance and stability of open-source Large Language Models (LLMs) in Boolean query generation for scholarly search. This dataset captures the complete workflow from query generation to retrieval evaluation, specifically designed to assess LLM capabilities under novice user conditions.
Core Components:
1. Original Model Outputs: Complete interaction records from DeepSeek-V3.1-Terminus across four operational modes (Default, Deep Thinking, Web Search, and their combination), with three independent generations per mode using a fixed simple Chinese prompt.
2. Generated Boolean Queries: Both original and syntactically corrected versions of 12 distinct Boolean queries targeting the interdisciplinary topic "3D printing in STEM education," formatted for Web of Science execution.
3. Retrieval Results: Complete bibliographic records (title, abstract, keywords, publication details) for all documents retrieved by each query execution in Web of Science Core Collection (2022-2024, article type), totaling 1,615 documents before deduplication.
4. Gold Standard Collection: A rigorously constructed benchmark of 172 relevant publications on "3D printing in STEM education," developed through baseline keyword retrieval and exhaustive forward/backward snowballing until saturation.
5. Performance Metrics: Comprehensive evaluation data including standard information retrieval metrics (Precision, Recall, F1-score, F3-score) and novel stability measures (Coefficient of Variation, Jaccard Similarity, Integration Change Rate) for each query and operational mode.
6. Analysis Materials: Supporting data for in-depth analysis including keyword frequency distributions, query structure categorization, semantic error patterns, and complementarity analysis between different query generations.

Unique Value Proposition:
 This dataset addresses critical gaps in current LLM evaluation by focusing on:
 Stability and reproducibility rather than just peak performance
 Novice user scenarios with simple prompts and default configurations
 Open-source model capabilities beyond the dominant GPT ecosystem
 Real-world applicability through rigorous gold standard validation

The dataset supports research in AI-assisted information retrieval, evidence synthesis automation, LLM reliability assessment, and human-AI collaboration in scholarly search.
DOI: 10.17632/f5sm9hpxsf
title: Housing characteristics matter. A spatial econometric analysis of residential photovoltaic diffusion in Fujian Province, China

description: Data and codes for the research "Housing characteristics matter. A spatial econometric analysis of residential photovoltaic diffusion in Fujian Province, China".
DOI: 10.17632/f5sm9hpxsf.1
title: Housing characteristics matter. A spatial econometric analysis of residential photovoltaic diffusion in Fujian Province, China

description: Data and codes for the research "Housing characteristics matter. A spatial econometric analysis of residential photovoltaic diffusion in Fujian Province, China".
DOI: 10.17632/4cz6f7wfnp
title: Rubidium isotope fractionation during intense weathering of basaltic rocks: Implication for tracing weathering intensity

description: Rubidium isotope system has been advocated as an emerging proxy for silicate weathering intensity, primarily based on systematical isotope fractionations during moderate granite weathering through adsorption-desorption processes by secondary clay minerals. However, the magnitude and mechanism of Rb isotope fractionation during chemical weathering of basaltic rocks (an alternatively important silicate rock in the Earth’s crust), especially under intense weathering conditions, are still lacking. In this study, we present Rb isotope compositions (δ87Rb) from a gabbro weathering profile at Leizhou Peninsula, which forms under tropical humid monsoon climate. The upper saprolites are characterized by a positive linear correlation between the Th (a least-mobile element that can indicate aeolian accretion) and Rb contents, and the consistency of the δ87Rb values (–0.15 ± 0.09‰; 2SD, n = 30) with the Chinese loess (–0.11 ± 0.04‰) and the lower fresh gabbros (–0.11 ± 0.08‰; 2SD, n = 2), suggesting that the Rb is dominantly hosted in extraneous aeolian dusts while the geologic Rb derived from parent rocks has been completely removed during intense chemical weathering. The δ87Rb values of the middle semi-weathered gabbros (from –0.07‰ to 0.83‰) are positively fractionated relative to the fresh gabbros, and show a decreasing trend with increasing weathering intensity, which are mainly caused by progressive desorption of previously adsorbed isotopically heavy Rb from secondary clay minerals. On this basis, we suggest to use detrital δ87Rb records or seawater δ87Rb records reconstructed from reliable marine archives to trace continental silicate weathering intensity on a regional or global scale, respectively.
DOI: 10.17632/4cz6f7wfnp.2
title: Rubidium isotope fractionation during intense weathering of basaltic rocks: Implication for tracing weathering intensity

description: Rubidium isotope system has been advocated as an emerging proxy for silicate weathering intensity, primarily based on systematical isotope fractionations during moderate granite weathering through adsorption-desorption processes by secondary clay minerals. However, the magnitude and mechanism of Rb isotope fractionation during chemical weathering of basaltic rocks (an alternatively important silicate rock in the Earth’s crust), especially under intense weathering conditions, are still lacking. In this study, we present Rb isotope compositions (δ87Rb) from a gabbro weathering profile at Leizhou Peninsula, which forms under tropical humid monsoon climate. The upper saprolites are characterized by a positive linear correlation between the Th (a least-mobile element that can indicate aeolian accretion) and Rb contents, and the consistency of the δ87Rb values (–0.15 ± 0.09‰; 2SD, n = 30) with the Chinese loess (–0.11 ± 0.04‰) and the lower fresh gabbros (–0.11 ± 0.08‰; 2SD, n = 2), suggesting that the Rb is dominantly hosted in extraneous aeolian dusts while the geologic Rb derived from parent rocks has been completely removed during intense chemical weathering. The δ87Rb values of the middle semi-weathered gabbros (from –0.07‰ to 0.83‰) are positively fractionated relative to the fresh gabbros, and show a decreasing trend with increasing weathering intensity, which are mainly caused by progressive desorption of previously adsorbed isotopically heavy Rb from secondary clay minerals. On this basis, we suggest to use detrital δ87Rb records or seawater δ87Rb records reconstructed from reliable marine archives to trace continental silicate weathering intensity on a regional or global scale, respectively.
DOI: 10.15468/dl.h7hnbp
title: Occurrence Download

description: A dataset containing 22519 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((65.42594 33.25982,101.71099 33.25982,101.71099 59.73525,65.42594 59.73525,65.42594 33.25982))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Artemisia"
 ]
}

 The dataset includes 22519 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005741-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ft749h48hd
title: Enhancement of rare earth element bioleaching from regoliths by a novel siderophore produced by Streptomyces sp.

description: Data in the manuscript by Limin Zhang et al. submitted to Geochimica et Cosmochimica Acta titled "Enhancement of rare earth element bioleaching from regoliths by a novel siderophore produced by Streptomyces sp.".
DOI: 10.17632/ft749h48hd.1
title: Enhancement of rare earth element bioleaching from regoliths by a novel siderophore produced by Streptomyces sp.

description: Data in the manuscript by Limin Zhang et al. submitted to Geochimica et Cosmochimica Acta titled "Enhancement of rare earth element bioleaching from regoliths by a novel siderophore produced by Streptomyces sp.".
DOI: 10.17632/m3tpcjk4vx
title: Prospect Theory in the Field

description: Replication files for Han, Sui and Yang (2025) "Prospect Theory in the Field: Revealed Preferences from Mutual Fund Flows," Journal of Financial Economics, forthcoming.

Pseudo-data are provided when the actual raw data are licensed. As a result, the outcomes generated using the pseudo data will not match the results in the paper.
DOI: 10.17632/m3tpcjk4vx.1
title: Prospect Theory in the Field

description: Replication files for Han, Sui and Yang (2025) "Prospect Theory in the Field: Revealed Preferences from Mutual Fund Flows," Journal of Financial Economics, forthcoming.

Pseudo-data are provided when the actual raw data are licensed. As a result, the outcomes generated using the pseudo data will not match the results in the paper.
DOI: 10.15468/dl.ssydj3
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasCoordinate is true",
 "Geometry POLYGON ((-119.7252 35.20006, -119.7218 35.19944, -119.7206 35.2014, -119.7234 35.20447, -119.7273 35.20451, -119.7291 35.20208, -119.7252 35.20006))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005742-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/szc688jy7h
title: Manuscript_Nguyen_et al_2025_MARGO-S-25-00511

description: This is data file support the the Manuscript being submitted on Marine Geology. For further data explanation please contact to Thanh Cong Nguyen ncthanh@hcmus.edu.vn
DOI: 10.17632/szc688jy7h.1
title: Manuscript_Nguyen_et al_2025_MARGO-S-25-00511

description: This is data file support the the Manuscript being submitted on Marine Geology. For further data explanation please contact to Thanh Cong Nguyen ncthanh@hcmus.edu.vn
DOI: 10.17632/gf5n7nb7hj.1
title: Indirect tensile strength of cement-stabilized soils: a hybrid experimental and literature dataset

description: The dataset compiles both literature-sourced records and newly generated experimental data on the indirect tensile strength (ITS) of cement-treated soils. This unified database is utilized to train and validate the SBS-TabPFN-SHAP model for ITS prediction.