cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.vhwd36
title: Occurrence Download

description: A dataset containing 31395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Odontites vulgaris Moench, Onobrychis arenaria (Kit.) DC.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 31395 records from 295 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159171-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.214042
title: FONDS SERGE SAUNERON_nb_1964_03078

description: Référence : nb_1964_03078<br />Site : Esna<br />Secteur : Salle hypostyle (Temple de Khnoum); Temple de Khnoum<br />Type : photographie<br />
DOI: 10.15468/dl.aft937
title: Occurrence Download

description: A dataset containing 6648 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Canada, United States of America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Quercus stellata Wangenh."
 ]
}

 The dataset includes 6648 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0184138-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.214043
title: FONDS SERGE SAUNERON_nb_1964_03079

description: Référence : nb_1964_03079<br />Site : Esna<br />Secteur : Salle hypostyle (Temple de Khnoum); Temple de Khnoum<br />Type : photographie<br />
DOI: 10.15468/dl.szy4ww
title: Occurrence Download

description: A dataset containing 1059557 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Corvus corone Linnaeus, 1758"
 ]
}

 The dataset includes 1059557 records from 1196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073691-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x44qqh
title: Occurrence Download

description: A dataset containing 139101 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepomis macrochirus Rafinesque, 1819"
 ]
}

 The dataset includes 139101 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112794-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epbzaa
title: Occurrence Download

description: A dataset containing 1915 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salix bicolor Ehrh. ex Willd."
 ]
}

 The dataset includes 1915 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002427-160430102343922/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.83zj4q
title: Occurrence Download

description: A dataset containing 5732 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Turgenia latifolia (L.) Hoffm.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5732 records from 195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045369-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rolnbi
title: Occurrence Download

description: A dataset containing 5227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-80.65826 -2.39432,-78.00049 -2.39432,-78.00049 0.55999,-80.65826 0.55999,-80.65826 -2.39432))",
 "TaxonKey is Falco sparverius Linnaeus, 1758",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5227 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035617-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkpys9
title: Occurrence Download

description: A dataset containing 22282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vachellia farnesiana (L.) Wight & Arn.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22282 records from 412 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045432-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4rgkcr
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Swertia chirayita (Roxb.) H.Karst.",
 "Country is Nepal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002427-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ab92j6
title: Occurrence Download

description: A dataset containing 530 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Hypodematiaceae"
 ]
}

 The dataset includes 530 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045898-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iuqduh
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Nannofossil abundance of Hole 20-202"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002427-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rruz89
title: Occurrence Download

description: A dataset listing the 71 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Year 2008-2019",
 "TaxonKey is Culicidae"
 ]
}

 The dataset's 71 records were derived from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035610-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bocaqp
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Allium junceum Sm.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 33 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002427-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bc9v9m
title: Occurrence Download

description: A dataset containing 1420 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anopheles claviger (Meigen, 1804)"
 ]
}

 The dataset includes 1420 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058944-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kkq92t
title: Occurrence Download

description: A dataset containing 449742 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Falco peregrinus Tunstall, 1771",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 449742 records from 403 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002427-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gn5enl
title: Occurrence Download

description: A dataset containing 140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Persea americana Mill."
 ]
}

 The dataset includes 140 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035624-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jvxgva
title: Occurrence Download

description: A dataset containing 543 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudoeurycea juarezi Regal, 1966"
 ]
}

 The dataset includes 543 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002427-170925132151566/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wzx9t
title: Occurrence Download

description: A dataset containing 4422186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((26.7542939189847 1.2186193716968,36.9991642472184 13.6345880476356,41.544901412726 10.038706409249,37.5419388341447 2.16847489881781,35.84576825 -7.80500813595271,36.2528491901947 -16.0144737632128,34.2174444892211 -16.5572483501391,27.5006089760084 -8.95840413317107,26.7542939189847 1.2186193716968))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4422186 records from 878 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0333631-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17201426
title: In-Silico Network Pharmacology Approach to Understand and Compare the Mechanisms of Action of Pum Kutaja (Holarrhena antidysentrica (L.) Wall.) and Stri Kutaja (Wrightia tinctoria (Roxb.)) Barks in Management of Atopic Dermatitis

description: Dataset of network pharamacology
DOI: 10.5281/zenodo.17201427
title: In-Silico Network Pharmacology Approach to Understand and Compare the Mechanisms of Action of Pum Kutaja (Holarrhena antidysentrica (L.) Wall.) and Stri Kutaja (Wrightia tinctoria (Roxb.)) Barks in Management of Atopic Dermatitis

description: Dataset of network pharamacology
DOI: 10.15468/dl.6fv6c3
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vaccinium serrulatum, Vaccinium subfalcatum, Vaccinium tenuiflorum, Vaccinium trichocladum, Vaccinium truncatocalyx)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 160 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036655-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s6m2sv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus simalurensis",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036656-251120083545085/datasets/export for details.
DOI: 10.15468/dl.ucj7t2
title: Occurrence Download

description: A dataset containing 229720 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 19.085278",
 "DecimalLatitude is less than or equal to 24.085278",
 "DecimalLongitude is greater than or equal to 100.0",
 "DecimalLongitude is less than or equal to 105.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 229720 records from 202 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036628-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5dqq2f
title: Occurrence Download

description: A dataset containing 713 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alstroemeriaceae)",
 "Geometry POLYGON((-10 35, 40 35, 40 70, -10 70, -10 35))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is one of (Europe)"
 ]
}

 The dataset includes 713 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036657-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/pk2f-n206
title: "Spatial Two-Stage Hierarchical Optimization Analysis for Site Selection of Bitcoin Mining in South Korea"

description: "A Two-Stage Hierarchical Optimization Framework for Site Selection of Bitcoin Mining in South Korea using Renewable Energy Surplus. (MS Thesis Code)"
DOI: 10.5281/zenodo.16358473
title: Dataset for Cooperative Response Loops Enhanced by Histamine Signaling during Tumor-Neutrophil Crosstalk in Pleural Mesothelioma
DOI: 10.5281/zenodo.17851669
title: Dataset for Cooperative Response Loops Enhanced by Histamine Signaling during Tumor-Neutrophil Crosstalk in Pleural Mesothelioma
DOI: 10.13140/rg.2.2.10791.61605
title: Gradual Implementation of Rapidly- exploring Random Tree (RRT) from Scratch
DOI: 10.15468/dl.qqxwcz
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus stoicus",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036660-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xamsyw
title: Occurrence Download

description: A dataset containing 2069 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Eriocheir japonica"
 ]
}

 The dataset includes 2069 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036658-251120083545085/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.30818285
title: Supplementary dataset for “Postcumulus low-<i>T </i>melt flow preludes Fe-Ti mineralization in mafic intrusions”

description: we examined crystal mush processes of a fossil mafic intrusion in South China through a combination of detailed field work, microstructure, and mineral geochemical analysis. We found externally-derived low-<i>T</i> melt flow (LTM; 600~650 °C) as an efficient mechanism to dissolve and redistribute Fe, Ti, and potentially other critical metal elements within crystal mush, thereby driving mineralization.
DOI: 10.6084/m9.figshare.30818285.v1
title: Supplementary dataset for “Postcumulus low-<i>T </i>melt flow preludes Fe-Ti mineralization in mafic intrusions”

description: we examined crystal mush processes of a fossil mafic intrusion in South China through a combination of detailed field work, microstructure, and mineral geochemical analysis. We found externally-derived low-<i>T</i> melt flow (LTM; 600~650 °C) as an efficient mechanism to dissolve and redistribute Fe, Ti, and potentially other critical metal elements within crystal mush, thereby driving mineralization.
DOI: 10.15468/dl.bdtjd2
title: Occurrence Download

description: A dataset containing 1426 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vaccinium urceolatum, Vaccinium vacciniaceum, Vaccinium wrightii, Vaccinium yaoshanicum, Vatica guangxiensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1426 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036661-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yvp9w9
title: Occurrence Download

description: A dataset containing 34304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Corylophidae)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 34304 records from 385 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036662-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rv5fck
title: Occurrence Download

description: A dataset containing 34304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Corylophidae)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 34304 records from 385 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036663-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10951912
title: MSP spectral kit
DOI: 10.5281/zenodo.17852375
title: MSP spectral kit
DOI: 10.6084/m9.figshare.30818333
title: Supplementary Material for: Developing a Predictive Model for Ischemic Stroke Onset Time Using Transfer Learning

description: Introduction
Identification of acute ischemic stroke (AIS) patients within the 4.5-hour therapeutic window is critical for therapy. Diffusion-weighted imaging (DWI) and fluid-attenuated inversion recovery (FLAIR) sequences are an approach to determine whether the time since stroke (TSS) is within 4.5 hours. However, inter-observer variability and limited accuracy are observed in visual assessments. We aim to develop a transfer-learning model for predicting AIS onset within 4.5 hours.
Materials and Methods
266 AIS patients with known TSS who underwent imaging scans before treatment were retrospectively analysed, divided into a training set (n = 211) and a validation set (n = 55). The model was built using DWI and FLAIR sequences. After image preprocessing and data augmentation, a 3D ResNet-18 pretrained on the Kinetics dataset was selected and adapted via transfer-learning with DWI–FLAIR input. The model performance was compared with human visual assessment, which was based on the DWI–FLAIR mismatch principle. Partial mismatch was defined as hyperintense infarct on DWI with a smaller corresponding hyperintense area on FLAIR.
Results
Baseline characteristics did not differ between the training and validation sets. On the validation set, the model achieved sensitivity of 0.833 (0.703–0.941), specificity of 0.880 (0.737–1.000), and AUC of 0.929 (0.758–0.935), outperforming human visual assessment (sensitivity 0.767(0.613–0.903); specificity 0.360(0.185–0.560); AUC 0.563(0.451–0.693)). For partial DWI–FLAIR mismatch cases, the model correctly classified all 15 cases, whereas humans classified 4.
Conclusion
The 3D ResNet-18 model shows promise in identifying AIS within 4.5 hours, including partial DWI–FLAIR mismatch, but requires multi-center validation before use.
DOI: 10.6084/m9.figshare.30818333.v1
title: Supplementary Material for: Developing a Predictive Model for Ischemic Stroke Onset Time Using Transfer Learning

description: Introduction
Identification of acute ischemic stroke (AIS) patients within the 4.5-hour therapeutic window is critical for therapy. Diffusion-weighted imaging (DWI) and fluid-attenuated inversion recovery (FLAIR) sequences are an approach to determine whether the time since stroke (TSS) is within 4.5 hours. However, inter-observer variability and limited accuracy are observed in visual assessments. We aim to develop a transfer-learning model for predicting AIS onset within 4.5 hours.
Materials and Methods
266 AIS patients with known TSS who underwent imaging scans before treatment were retrospectively analysed, divided into a training set (n = 211) and a validation set (n = 55). The model was built using DWI and FLAIR sequences. After image preprocessing and data augmentation, a 3D ResNet-18 pretrained on the Kinetics dataset was selected and adapted via transfer-learning with DWI–FLAIR input. The model performance was compared with human visual assessment, which was based on the DWI–FLAIR mismatch principle. Partial mismatch was defined as hyperintense infarct on DWI with a smaller corresponding hyperintense area on FLAIR.
Results
Baseline characteristics did not differ between the training and validation sets. On the validation set, the model achieved sensitivity of 0.833 (0.703–0.941), specificity of 0.880 (0.737–1.000), and AUC of 0.929 (0.758–0.935), outperforming human visual assessment (sensitivity 0.767(0.613–0.903); specificity 0.360(0.185–0.560); AUC 0.563(0.451–0.693)). For partial DWI–FLAIR mismatch cases, the model correctly classified all 15 cases, whereas humans classified 4.
Conclusion
The 3D ResNet-18 model shows promise in identifying AIS within 4.5 hours, including partial DWI–FLAIR mismatch, but requires multi-center validation before use.