cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.e425g7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "Month is May",
 "TaxonKey is Manta alfredi (Krefft, 1868)"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029458-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2g6fr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-79.72386946653737 -4.373521597392529, -79.72015049722192 -4.372796024898257, -79.71949184231633 -4.372520215799308, -79.71938196910259 -4.37238128463827, -79.72054105685135 -4.368786342823193, -79.72383254106236 -4.36653090868256, -79.72446395757467 -4.366127782182718, -79.72650634373124 -4.364967400081452, -79.73012295563754 -4.362944654140849, -79.73054552080029 -4.363175192049353, -79.73059430223867 -4.363208196864487, -79.73064947321542 -4.363245915670644, -79.73407926322852 -4.367043927322192, -79.73410903136332 -4.367077804367022, -79.72386946653737 -4.373521597392529))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Viruses"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029459-250426092105405/datasets/export for details.
DOI: 10.5281/zenodo.15377497
title: msigdbr rds

description: Data for msigdbr R package.
DOI: 10.15468/dl.f52jcc
title: Occurrence Download

description: A dataset containing 7591955 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Observation, Material sample, Material citation, Specimen, Fossil, Living Specimen, Occurrence evidence)",
 "Continent is Asia",
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7591955 records from 2986 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029435-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/ttpa-8q69
title: Multi-task OCT for Octascope

description: This dataset supports the development of Octascope, a high-performance foundation model for optical coherence tomography (OCT) image analysis. The dataset comprises 449,000+ OCT images spanning multiple tissue types, including retina, kidney, and abdominal tissues, curated from publicly available sources and prior research efforts. These images were used in a curriculum learning strategy to pre-train convolutional neural networks on both general (ImageNet) and domain-specific OCT features. The resulting foundation model demonstrated improved predictive accuracy and computational efficiency in two downstream classification tasks: spinal tissue identification for epidural needle guidance and multi-label retinal disease diagnosis. Compared to prior models like RETFound, Octascope achieved up to 9.13% higher accuracy while maintaining 4–5× faster inference speeds. This dataset enables reproducible research in OCT imaging and serves as a benchmark for evaluating transfer learning strategies and model generalization across diverse medical imaging tasks.
DOI: 10.15468/dl.ajxmqz
title: Occurrence Download

description: A dataset containing 1645 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((90.93243 17.44495,92.63889 3.88319,102.0561 -13.79292,140.47407 -10.10632,141.55454 -9.49847,141.74914 -2.02552,152.57557 7.76164,146.20185 58.69211,86.62466 49.88971,73.25766 40.68627,89.92732 25.87787,90.93243 17.44495))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nostocaceae",
 "Year 1824-2025"
 ]
}

 The dataset includes 1645 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006114-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18237652
title: Dicranopteris Bernh. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:33
DOI: 10.5281/zenodo.18237653
title: Dicranopteris Bernh. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:33
DOI: 10.15468/dl.xvc6yy
title: Occurrence Download

description: A dataset containing 928 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Ximenia L."
 ]
}

 The dataset includes 928 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002219-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/f40-s82-zfh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e65-98z-5m6
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r1q-mt9-667
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1zg-8j6-8b6
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vcs-r08-0kr
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2yv-e6d-rpm
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vd4-zl5-pmz
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yz7-0vr-c4t
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d04-zmn-x1b
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/le0-ldn-0n9
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8jj-yhl-kjl
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pwg-8gb-e46
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q7f-a47-yqp
title: Hibolithes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xgp-nzd-s9q
title: Balclutha Kirkaldy, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/neb-x06-njd
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sst-21v-s96
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n70-yef-r6j
title: Bison C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vkg-2ne-zet
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m7d-km0-7b2
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kl6-xnt-c21
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kll-ggp-1xm
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mp9-qr3-m9d
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z10-xx7-gq5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l5d-9ek-jdw
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z3x-7jt-8yy
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/av2-gvs-2hn
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zyh-14a-8nj
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.7zv4us
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023469-250811113504898/datasets/export for details.
DOI: 10.3535/9s0-2e8-mtv
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a00-651-n1s
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a2r-4b6-1pr
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7sl-t6p-l0e
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z2z-3qm-0f0
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4vy-2hg-x9m
title: †Zuercherella zuercheri (Jacob et al., 1906)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cr6-9b4-08q
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ra9-1as-y0k
title: Phacops

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zf4-7np-yyb
title: Proarcestes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jbv-h9f-yw5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gbg-b8a-e68
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pwc-4ef-2ek
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.rd5p8u
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023471-250811113504898/datasets/export for details.
DOI: 10.3535/2ah-8p2-ys4
title: †Ammonoidea

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q8r-ml3-v5q
title: †Platyceras Conrad, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.uuru8g
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085659-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fhxs6r
title: Occurrence Download

description: A dataset containing 724 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carpococcyx radiceus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 724 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085661-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdgbdb
title: Occurrence Download

description: A dataset containing 8124 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clemmys guttata"
 ]
}

 The dataset includes 8124 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029786-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26bb4d
title: Occurrence Download

description: A dataset containing 169 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tridentiger trigonocephalus",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 169 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029787-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p13sp2zc
title: Seagrass map, Cat Island, Mississippi, 2023

description: This product depicts the spatial coverage of seagrass beds from 0.5-m color-infrared orthoimagery for Cat Island, Mississippi from early fall of 2023. Specifically, the map includes presence and absence of seagrass beds within a potential seagrass extent that was based on topobathymetric data. A minimum mapping unit of 4 square meters was used for this mapping effort. We did not have complete coverage for this map due to cloud shadows or lack of imagery. Areas that were not classified but were expected to have potential seagrass coverage based on water depth (i.e., less than or equal to 3m depth relative to the North American Vertical Datum of 1988) were classified as "9999."
DOI: 10.15468/dl.68p8kj
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029788-250811113504898/datasets/export for details.
DOI: 10.15468/dl.2ft6km
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nicotiana tabacum",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029791-250811113504898/datasets/export for details.
DOI: 10.15468/dl.u59x6m
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029789-250811113504898/datasets/export for details.
DOI: 10.34740/kaggle/dsv/12831121
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.17632/4ryygmrcsw
title: Hyper-Specific Sub-Field Selection & Research Paper Generation: Autonomous Drone Swarm Optimization for Dynamic Wildfire Containment via Reinforcement Learning and Multi-Objective Bayesian Optimization

description: This research presents a novel framework for autonomous wildfire containment using a decentralized drone swarm, controlled by a sophisticated AI system. It addresses the critical limitations of traditional firefighting methods, which are often reactive and unable to adapt to the dynamic nature of wildfires.

The system operates on a continuous, intelligent feedback loop. First, a Physics-Informed Neural Network (PINN) predicts fire spread with high accuracy by analyzing real-time data, including aerial imagery, GIS terrain maps, and weather conditions. Based on this prediction, a Multi-Objective Bayesian Optimization (MOBO) algorithm strategically allocates drones to critical perimeter points. MOBO simultaneously optimizes three conflicting objectives: minimizing fire spread, reducing total drone flight time, and maximizing operational safety. Once strategic locations are assigned, a Simulated Annealing algorithm calculates the most efficient and safest flight paths for each drone.

Crucially, the entire framework operates in a decentralized manner, without a central point of control. This enhances its resilience against communication failures or individual drone loss, which is vital in chaotic disaster scenarios.

In simulations using historical wildfire data, the framework demonstrated a 35% improvement in containment efficiency and a 20% reduction in drone flight time compared to traditional reactive strategies. This research marks a significant shift from reactive to proactive wildfire management, presenting a scalable and highly adaptive AI-driven solution with the potential to significantly mitigate the devastating impact of wildfires.
DOI: 10.17632/4ryygmrcsw.1
title: Hyper-Specific Sub-Field Selection & Research Paper Generation: Autonomous Drone Swarm Optimization for Dynamic Wildfire Containment via Reinforcement Learning and Multi-Objective Bayesian Optimization

description: This research presents a novel framework for autonomous wildfire containment using a decentralized drone swarm, controlled by a sophisticated AI system. It addresses the critical limitations of traditional firefighting methods, which are often reactive and unable to adapt to the dynamic nature of wildfires.

The system operates on a continuous, intelligent feedback loop. First, a Physics-Informed Neural Network (PINN) predicts fire spread with high accuracy by analyzing real-time data, including aerial imagery, GIS terrain maps, and weather conditions. Based on this prediction, a Multi-Objective Bayesian Optimization (MOBO) algorithm strategically allocates drones to critical perimeter points. MOBO simultaneously optimizes three conflicting objectives: minimizing fire spread, reducing total drone flight time, and maximizing operational safety. Once strategic locations are assigned, a Simulated Annealing algorithm calculates the most efficient and safest flight paths for each drone.

Crucially, the entire framework operates in a decentralized manner, without a central point of control. This enhances its resilience against communication failures or individual drone loss, which is vital in chaotic disaster scenarios.

In simulations using historical wildfire data, the framework demonstrated a 35% improvement in containment efficiency and a 20% reduction in drone flight time compared to traditional reactive strategies. This research marks a significant shift from reactive to proactive wildfire management, presenting a scalable and highly adaptive AI-driven solution with the potential to significantly mitigate the devastating impact of wildfires.
DOI: 10.15468/dl.6sw4up
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029792-250811113504898/datasets/export for details.
DOI: 10.15468/dl.pacwwn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tridentiger trigonocephalus",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029796-250811113504898/datasets/export for details.
DOI: 10.15468/dl.jqaf2r
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029797-250811113504898/datasets/export for details.
DOI: 10.15468/dl.u3qtdz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nicotiana tabacum",
 "Country is Marshall Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029798-250811113504898/datasets/export for details.
DOI: 10.21227/ekcp-dr66
title: "Impact of Beacon Feedback on Stabilizing RL-Based Power Optimization in SLM-Controlled FSO Uplinks Under Turbulence"

description: "This dataset is for the experimental study \"Impact of Beacon Feedback on Stabilizing RL-Based PowerOptimization in SLM-Controlled FSO Uplinks Under Turbulence\". For access and further details, please email ers9706@utulsa.edu or peter-lopresti@utulsa.edu"
DOI: 10.15468/dl.efgpkn
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tridentiger trigonocephalus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 130 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029799-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fsa8b6
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029800-250811113504898/datasets/export for details.