cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28434830
title: DeePMD_LAMMPS

description: <b>Folder contents:</b><b><i>01_deepmd</i></b>: All input files needed to train the NNP model. <b><i>02_lammps</i></b>: Input files for NNP-based molecular dynamics simulations plus example MD trajectories. <b><i>03_nnp</i></b>: Final training dataset and trained NNP model.<b>Code availability:</b>Density functional theory calculations were performed using the commercial software VASP (https://www.vasp.at). Molecular dynamics simulations were carried out with the open-source LAMMPS package (https://www.lammps.org). Neural network interatomic potentials were developed using the open-source tools DP-GEN and DeePMD-kit, available on GitHub (https://github.com/deepmodeling).
DOI: 10.6084/m9.figshare.28434830.v2
title: DeePMD_LAMMPS

description: <b>Folder contents:</b><b><i>01_deepmd</i></b>: All input files needed to train the NNP model. <b><i>02_lammps</i></b>: Input files for NNP-based molecular dynamics simulations plus example MD trajectories. <b><i>03_nnp</i></b>: Final training dataset and trained NNP model.<b>Code availability:</b>Density functional theory calculations were performed using the commercial software VASP (https://www.vasp.at). Molecular dynamics simulations were carried out with the open-source LAMMPS package (https://www.lammps.org). Neural network interatomic potentials were developed using the open-source tools DP-GEN and DeePMD-kit, available on GitHub (https://github.com/deepmodeling).
DOI: 10.6084/m9.figshare.28434830.v1
title: DeePMD_LAMMPS

description: <b>Folder contents:</b><i>01_deepmd</i>: Contains all files necessary for training the NNP model.<i>02_lammps</i>: Includes (1) input files for running NNP-based molecular dynamics simulations, and (2) example MD trajectories.<b>Code availability:</b>Density functional theory calculations were performed using the commercial software VASP (https://www.vasp.at). Molecular dynamics simulations were carried out with the open-source LAMMPS package (https://www.lammps.org). Neural network interatomic potentials were developed using the open-source tools DP-GEN and DeePMD-kit, available on GitHub (https://github.com/deepmodeling).
DOI: 10.7910/dvn/tsodpl
title: Bibliometric dataset on physical activity and eye health

description: This file contains metadata for 295 articles used in the bibliometric analysis
DOI: 10.5281/zenodo.16685512
title: Supplementary datasets to in "Know Your Streams: On the Conceptualization, Characterization, and Generation of Intentional Event Streams"

description: This package contains the generated event data and experimental results underlying the paper  "Know Your Streams: On the Conceptualization, Characterization, and Generation of Intentional Event Streams" by Andrea Maldonado , Christian Imenkamp , Hendrik Reiter , Thomas Seidl , Wilhelm Hasselbring , Martin Werner, and Agnes Koschmider
DOI: 10.5281/zenodo.16685513
title: Supplementary datasets to in "Know Your Streams: On the Conceptualization, Characterization, and Generation of Intentional Event Streams"

description: This package contains the generated event data and experimental results underlying the paper  "Know Your Streams: On the Conceptualization, Characterization, and Generation of Intentional Event Streams" by Andrea Maldonado , Christian Imenkamp , Hendrik Reiter , Thomas Seidl , Wilhelm Hasselbring , Martin Werner, and Agnes Koschmider
DOI: 10.5281/zenodo.16313710
title: SMART (Systematic Oral Mucosal Annotated Images for Research and Training) Intraoral images Dataset

description: The SMART (Systematic Oral Mucosal Annotated Images for Research and Training) dataset was developed under the Indian Council of Medical Research (ICMR)-funded project titled "Development of a Simple Mobile Interface Technology Application (SMITA) for the Screening of Oral Disorders Among High-Risk Rural Populations in Tamil Nadu". This initiative aims to facilitate advancements in mobile-assisted oral health screening and the development of artificial intelligence (AI) tools within the field of Dentistry.

The dataset comprises 1,878 high-resolution intraoral images obtained from 235 patients enrolled through multiple spoke centers participating in the SMITA project. Data collection is ongoing, and the dataset will be updated on a monthly basis to expand its coverage and utility.

For each subject, a standardized image acquisition protocol was employed to capture eight anatomically distinct intraoral sites: dorsal tongue, ventral tongue, right and left buccal mucosa, upper and lower lips, and upper and lower dental arches. These photographs were acquired using mobile phone cameras operated by Community Health Workers (CHW) under real-world, community-based conditions, thereby enhancing the dataset’s applicability in low-resource settings. The protocol was based on a training manual specifically developed and copyrighted under the project.

Images were categorized into four clinically defined diagnostic groups: Normal, Variations from normal, Oral Potentially Malignant Disorders (OPMDs) and Oral Cancer (OC). All images underwent detailed annotation using the VGG Image Annotator (VIA), employing region-specific labelling guided by a customized set of clinically validated descriptors to ensure annotation consistency and diagnostic accuracy. Further, patient metadata which includes demographic details, personal history, habit history such as usage of tobacco, betel nut and alcohol consumption and clinical findings has been recorded and included in the dataset in CSV format. The annotated intraoral images along with patient metadata, can be leveraged to develop an AI-driven algorithm for risk stratification and predictive modeling.

The SMART dataset is designed to support a wide range of applications including the training and validation of AI models for automated diagnostic decision-making and real-time image based triaging. All data collection procedures were conducted in accordance with institutional ethics committee approvals, with strict adherence to data privacy, participant confidentiality, and responsible data sharing protocols.
DOI: 10.15468/dl.cyf9bh
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eclipta prostrata",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090883-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjpfz8
title: Occurrence Download

description: A dataset containing 1821 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Albizia gummifera"
 ]
}

 The dataset includes 1821 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090886-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jxfcd
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cryptophaps poecilorrhoa)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 136 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090884-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ams6g2
title: Occurrence Download

description: A dataset containing 14613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bellis perennis",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14613 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090885-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.skjt24
title: Occurrence Download

description: A dataset containing 1059 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cryptopipo litae)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1059 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090888-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/ar6gjm
title: Black grouse annual lek surveys by study groups in Speyside, Donside, Angus Glens and the Southern Uplands for the period 2018 to 2021

description: This dataset is intended to provide an indication of black grouse lek data collected by black grouse study groups in Speyside, Donside, the Angus Glens and the Southern Uplands between 2018 and 2021. Black grouse is a species of conservation concern and as such has been monitored closely by these study groups. All summary lek data collected by study groups were collated by the GWCT with individual lek records held by contributing study group members.
DOI: 10.15468/dl.jravjw
title: Occurrence Download

description: A dataset containing 1430 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cryptopipo holochlora)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1430 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090887-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16721993
title: Raw data and code for "Generalized A(n)BC Recombination Model in Semiconductors with Multi-Level Defects"

description: This set contains the original data for Fig. 2, Fig. 3, Fig. 4 and Fig. 5 (1e12.dat ... 1e26.dat are those for Fig. 5b), as well as the code to compute the defect-assisted recombination coefficient when carrier emission is included and omitted.

The format of the original data is explicitly written in the code.
DOI: 10.5281/zenodo.16721994
title: Raw data and code for "Generalized A(n)BC Recombination Model in Semiconductors with Multi-Level Defects"

description: This set contains the original data for Fig. 2, Fig. 3, Fig. 4 and Fig. 5 (1e12.dat ... 1e26.dat are those for Fig. 5b), as well as the code to compute the defect-assisted recombination coefficient when carrier emission is included and omitted.

The format of the original data is explicitly written in the code.
DOI: 10.15468/dl.q98rhn
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crenicichla percna)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090889-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcnvm2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria fuscescens",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090890-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jf4fa3
title: Occurrence Download

description: A dataset containing 1718 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cryptospiza reichenovii)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1718 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090893-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mz78e3
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eclipta prostrata",
 "Country is Singapore",
 "HasCoordinate is true"
 ]
}

 The dataset includes 86 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090891-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2t4g7y
title: Occurrence Download

description: A dataset containing 1444 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cryptospiza jacksoni)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1444 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090892-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2umueu
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eclipta prostrata",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 121 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090894-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpkc4t
title: Occurrence Download

description: A dataset containing 834 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calendula officinalis",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 834 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090895-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12649463
title: e-IPO Indonesia Data - Investment
DOI: 10.15468/dl.zp3hr5
title: Occurrence Download

description: A dataset containing 953 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cryptospiza salvadorii)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 953 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090896-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rt45fq
title: Occurrence Download

description: A dataset containing 75483 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lamium galeobdolon",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 75483 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090868-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4w863c
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Noturus stigmosus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 88 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090897-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.capmbc
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eriochloa procera",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090898-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3xh2w
title: Occurrence Download

description: A dataset containing 687 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cryptosylvicola randrianasoloi)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 687 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090901-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qymbaq
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cryptospiza shelleyi)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 46 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090899-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5uwdqj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eclipta prostrata",
 "Country is Tuvalu",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090900-250717081556266/datasets/export for details.
DOI: 10.15468/dl.3hecq7
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eclipta prostrata",
 "Country is Uzbekistan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090902-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epdghd
title: Occurrence Download

description: A dataset containing 17797 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carduus nutans",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17797 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090903-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qtmnuy
title: Occurrence Download

description: A dataset containing 3262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crypturellus bartletti)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 3262 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090907-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bsjx6q
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Piaractus mesopotamicus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 132 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090906-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hc3ne4
title: Occurrence Download

description: A dataset containing 3157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crypturellus atrocapillus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 3157 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090904-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76haek
title: Occurrence Download

description: A dataset containing 20384 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Syringa vulgaris",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20384 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090905-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpta6a
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Imperata conferta",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090909-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.88r5fh
title: Occurrence Download

description: A dataset containing 1097 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crypturellus berlepschi)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1097 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090908-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4c3gb4
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Imperata conferta",
 "Country is Palau",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090910-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.