cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.qx2tuy
title: Occurrence Download

description: A dataset containing 20336 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-74.1441006999999956 40.6244645000000020, -74.1441006999999956 40.6282533899999976, -74.1441006999999956 40.6316212999999991, -74.1441006999999956 40.6360416699999973, -74.1441006999999956 40.6396200699999994, -74.1441006999999956 40.6419355000000024, -74.1441006999999956 40.6455138999999974, -74.1417798500000060 40.6455138999999974, -74.1373480900000033 40.6455138999999974, -74.1320721900000024 40.6455138999999974, -74.1284845800000056 40.6455138999999974, -74.1234197099999932 40.6455138999999974, -74.1189879599999983 40.6455138999999974, -74.1154003399999937 40.6455138999999974, -74.1113906599999979 40.6455138999999974, -74.1061152999999990 40.6455138999999974, -74.1061152999999990 40.6427774799999995, -74.1061152999999990 40.6387780900000024, -74.1061152999999990 40.6349891999999997, -74.1061152999999990 40.6324632700000024, -74.1061152999999990 40.6290953700000017, -74.1061152999999990 40.6244645000000020, -74.1103354800000034 40.6244645000000020, -74.1162444899999997 40.6244645000000020, -74.1204652100000061 40.6244645000000020, -74.1238417800000065 40.6244645000000020, -74.1280624999999986 40.6244645000000020, -74.1327052999999978 40.6244645000000020, -74.1392474099999959 40.6244645000000020, -74.1441006999999956 40.6244645000000020))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 20336 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094504-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mg3gts
title: Occurrence Download

description: A dataset containing 182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neobartsia stricta (Kunth) Uribe-Convers & Tank",
 "HasCoordinate is true"
 ]
}

 The dataset includes 182 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031902-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112043731
title: Cuneiform Tablet 1913.14.0146, Spurlock 1913.14.0146

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0146; CDLI P420527 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Pale Orange Yellow (10YR 8/3) ❧ [Physical Object Note:] 8.2x4.9 x 2.5 cm (110g)
DOI: 10.15468/dl.38v23t
title: Occurrence Download

description: A dataset containing 91542 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Africa, Asia, Europe)",
 "TaxonKey is Nerium oleander L."
 ]
}

 The dataset includes 91542 records from 297 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212311-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2mukws
title: Occurrence Download

description: A dataset containing 651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Croton macrostachyus",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 651 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003549-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18565689
title: High-Carbon Primary Forests of Ontario, Canada

description: Ontario’s forests are changing fast under the pressure of commercial logging, coupled with the effects of climate change. The reduction of mature and old-growth primary forests negatively affects natural species habitat suitability, including woodland caribou, and reduces the long-term carbon storage. The presented dataset identifies Ontario's remaining High-Carbon Primary Forests as of 2020. We define High-Carbon Primary Forests (HCPF) as mature and old-growth, naturally regenerated forests not affected by tree canopy loss over the past 50 years, located within unfragmented landscape patches with an area of at least 1,000 ha. The HCPF mapping approach is built upon the Intact Forest Landscapes (Potapov et al., 2017) and Roadless Areas (Quinby et al., 2022) methodologies, which were modified to apply at the provincial level.  The dataset employs remote sensing data through a combination of automated processing and visual image interpretation, enabling both identification and ongoing monitoring of these high conservation value forests. This resource supports conservation planning and monitoring efforts aimed at preserving HCPF within Ontario's managed forests.
DOI: 10.5281/zenodo.18565690
title: High-Carbon Primary Forests of Ontario, Canada

description: Ontario’s forests are changing fast under the pressure of commercial logging, coupled with the effects of climate change. The reduction of mature and old-growth primary forests negatively affects natural species habitat suitability, including woodland caribou, and reduces the long-term carbon storage. The presented dataset identifies Ontario's remaining High-Carbon Primary Forests as of 2020. We define High-Carbon Primary Forests (HCPF) as mature and old-growth, naturally regenerated forests not affected by tree canopy loss over the past 50 years, located within unfragmented landscape patches with an area of at least 1,000 ha. The HCPF mapping approach is built upon the Intact Forest Landscapes (Potapov et al., 2017) and Roadless Areas (Quinby et al., 2022) methodologies, which were modified to apply at the provincial level.  The dataset employs remote sensing data through a combination of automated processing and visual image interpretation, enabling both identification and ongoing monitoring of these high conservation value forests. This resource supports conservation planning and monitoring efforts aimed at preserving HCPF within Ontario's managed forests.
DOI: 10.15468/dl.y68yd5
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leporinus gomesi",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 20 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003550-260208012135463/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/14788486
title: Berita UNDIP
DOI: 10.26008/1912/bco-dmo.986587.1
title: Diversity and distribution of sediment bacteria across an ecological and trophic gradient from 2018 to 2019 (Cyanos Great Lakes project)

description: The microbial communities of lake sediments have the potential to serve as valuable bioindicators and integrators of watershed land use and water quality; however, the relative sensitivity of these communities to physicochemical and geographical parameters must be demonstrated at taxonomic resolutions that are feasible with current sequencing and bioinformatic approaches. The geologically diverse and lake-rich state of Minnesota (USA) is uniquely suited to address this potential because of its variability in ecological region, lake type, and watershed land use. In this study, we selected twenty lakes with varying physicochemical properties across four ecological regions of Minnesota. 

Our objectives were to (i) evaluate the diversity and composition of the bacterial community at the sediment–water interface and (ii) determine how lake location and watershed land use impact aqueous chemistry and influence bacterial community structure. Our 16S rRNA amplicon data from lake sediment cores at two depth intervals indicate that sediment communities are more likely to cluster by ecological region rather than by any individual lake properties (e.g., trophic status, total phosphorus concentration, lake depth). 

However, composition is tied to a given lake, wherein samples from the same core were more alike than samples collected at similar depths across lakes. Our results illustrate the diversity within lake sediment microbial communities and provide insight into relationships between taxonomy, physicochemical, and geographic properties of north temperate lakes.

All relevant data are in Sauer et al., 2022. All 16S rRNA amplicon data are available from the SRA database at BioProject PRJNA763898.
DOI: 10.26008/1912/bco-dmo.986580.1
title: Impacts of Terrestrial Organic Matter on Methanogenic Archaea in Littoral and Pelagic Sediments of the Mississippi River Headwaters from June to September 2020 (Cyanos Great Lakes Project)

description: Terrestrial organic matter (tOM) plays a key role in aquatic ecosystems, influencing carbon cycling and greenhouse gas emissions. Here, we investigate how tOM affects methane production in littoral and pelagic sediments from the Mississippi River headwaters using a controlled microcosm approach. Contrary to expectations, tOM additions consistently enhanced methane production across both sediment types, with no significant differences between littoral and pelagic zones. Methane generation was mediated by specific sediment microorganisms—primarily methanogens and lignocellulose-degrading bacteria—which exhibited similar responses across habitats. 

Sequencing data associated with this paper is available on NCBI through the project PRJNA1164797: Impacts of Terrestrial Organic Matter on Methanogenic Archaea in Littoral and Pelagic Sediments of the Mississippi River Headwater.

Our results highlight the contribution of cytochrome-containing methanogens and their syntrophic interactions with fermentative bacteria, underscoring the importance of microbial community composition in regulating sediment methane dynamics. These findings suggest that increasing tOM loads to freshwater systems could have broader implications for methane emissions, driven by specific microbial interactions.
DOI: 10.15468/dl.nsc2wc
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acourtia wislizeni",
 "Year 1999-2026"
 ]
}

 The dataset includes 55 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003551-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twrrqy
title: Occurrence Download

description: A dataset containing 5301 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senna atomaria",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 5301 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003553-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrgntt
title: Occurrence Download

description: A dataset containing 2426 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ekebergia capensis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 2426 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003554-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13739434
title: mingrongshe/Gender_differences_Physics: v4

description: No description provided.
DOI: 10.5281/zenodo.13740808
title: mingrongshe/Gender_differences_Physics: v4

description: No description provided.
DOI: 10.15468/dl.2mvd5g
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leporinus guttatus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003555-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8w4f9f
title: Occurrence Download

description: A dataset containing 61499 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Montenegro",
 "DatasetKey is EOD – eBird Observation Dataset",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 61499 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003500-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18565723
title: Raw luminescence, absorption, and mass spectrometry data for cyanine dye–based determination of iron(III) and oxalate

description: This dataset contains raw and processed luminescence and absorption spectra, mass spectrometric data, calibration curves, and Origin project files used for the determination of iron(III) and oxalate using the indocyanine dye Ind2. The data support the findings reported in the associated manuscript.
DOI: 10.5281/zenodo.17943210
title: Raw luminescence, absorption, and mass spectrometry data for cyanine dye–based determination of iron(III) and oxalate

description: This dataset contains raw and processed luminescence and absorption spectra, mass spectrometric data, calibration curves, and Origin project files used for the determination of iron(III) and oxalate using the indocyanine dye Ind2. The data support the findings reported in the associated manuscript.
DOI: 10.15468/dl.em4cqp
title: Occurrence Download

description: A dataset containing 643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tara cacalaco",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 643 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003559-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18563883
title: Codelists for "Systemic Therapies for Psoriatic Disease and Major Adverse Cardiovascular Events in Older Adults: A Population-based Cohort Study"

description: This repository provides diagnosis, procedure, and medication codelists (including Drug Identification Numbers, DINs) used in the study: “Systemic therapies for psoriatic disease and major adverse cardiovascular events in older adults: a population-based cohort study.”

The codelists support transparent and reproducible definitions of:



Study population with psoriatic disease (psoriasis and psoriatic arthritis)

Exposure to systemic psoriatic therapies (DIN-based drug classes)

Major adverse cardiovascular events (MACE) outcome and its individual components

Exclusion criteria

Covariables including comorbidities and medication-based covariables


We developed those codelists for use with Ontario administrative health data held at ICES, drawing from datasets maintained by Canadian Institute for Health Information (CIHI), the Ontario Drug Benefit (ODB) program, the Ontario Health Insurance Plan (OHIP), and the Canadian Organ Replacement Register (CORR).

This repository contains codelists and DIN lists only. It does not include individual-level data or analytic code. Data sharing agreements prohibit public release of the underlying administrative data. Access to ICES-held data may be requested through ICES Data & Analytic Services (https://www.ices.on.ca/DAS). 

More detailed file descriptions are available in README.md in the repository root (codelists/). We provide variable algorithms (including lookback windows and operational definitions) in the supplement of the corresponding manuscript.

Please cite the corresponding article and this Zenodo record.
DOI: 10.34740/kaggle/dsv/14788510
title: Berita UNNES
DOI: 10.15468/dl.urrj9e
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Indigofera rothii",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 33 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003561-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kyqm67
title: Occurrence Download

description: A dataset containing 7413297 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Year is 2024",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 7413297 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003502-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ge4br
title: Occurrence Download

description: A dataset containing 3754205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3754205 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003533-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z57vkm
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leporinus jamesi",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 45 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003562-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thcfzc
title: Occurrence Download

description: A dataset containing 2362 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vachellia campeachiana",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 2362 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003563-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cttyz3
title: Occurrence Download

description: A dataset containing 61755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Coccinella septempunctata"
 ]
}

 The dataset includes 61755 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003520-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18565743
title: Satellite retrieved soil surface dynamics reduce the extent and frequency of sediment flux with implications for early warning systems

description: This dataset contains the compiled measurement data and model outputs used to generate the figures in this study, including areal soil surface normalised shadow, threshold friction velocity, and sediment transport.
DOI: 10.5281/zenodo.18565742
title: Satellite retrieved soil surface dynamics reduce the extent and frequency of sediment flux with implications for early warning systems

description: This dataset contains the compiled measurement data and model outputs used to generate the figures in this study, including areal soil surface normalised shadow, threshold friction velocity, and sediment transport.
DOI: 10.5281/zenodo.18565869
title: TELOS Governance Validation: AgentDojo (139 Evaluations, 100% Injection Detection)

description: Description:

Validation dataset for the TELOS runtime AI governance framework against the AgentDojo benchmark (ETH Zurich / NeurIPS 2024). 139 evaluations across four domains testing whether TELOS can detect and block prompt injection attacks targeting autonomous AI agents.

Key Results:

- 139 evaluations validated across 4 domains

- 100% injection detection rate

- 0% attack success rate (all 27 prompt injection attacks blocked)

- 85 benign user tasks evaluated for governance accuracy

- 27 tool output injection tests

- Average latency: 59.7ms per governance check

- Total evaluation time: 8.3 seconds for 139 evaluations

- Embedding model: sentence-transformers/all-MiniLM-L6-v2 (384-dim)

Domains:

- Workspace (39 evaluations)

- Banking (25 evaluations)

- Travel (27 evaluations)

- Slack (21 evaluations)

Files Included:

- agentdojo_forensic_report.json  Aggregate forensic statistics and governance metrics

- agentdojo_trace_20260208_222045.jsonl  Per-evaluation JSONL execution traces with full governance event log (153 KB)

- agentdojo_forensic_report.md  Human-readable forensic summary with per-evaluation analysis (144 KB)

Benchmark Source:

AgentDojo (ETH Zurich, NeurIPS 2024) an evaluation framework for testing the adversarial robustness of AI agents against prompt injection attacks. Agents operate in realistic environments with access to real tools, and attackers inject malicious instructions through tool outputs to hijack agent behavior. The benchmark tests whether governance layers can distinguish between legitimate tool responses and injected adversarial instructions across multiple operational domains.

What This Tests:

Unlike PropensityBench (which tests whether agents select forbidden tools) and AgentHarm (which tests whether agents perform harmful actions), AgentDojo tests whether agents can be hijacked mid-task through adversarial injection in tool outputs. This represents a different attack surface, not the agent misbehaving, but the agent being manipulated by external input. TELOS detects these injections through semantic deviation from the established primacy attractor: injected instructions produce fidelity scores that fall outside the governance bounds of the original task.

Validation Status:

This dataset demonstrates validated runtime governance performance against prompt injection attacks across four operational domains. All 27 injection attacks were blocked regardless of domain. Results are deterministic and reproducible given the same embedding model and governance configuration. The governance engine implementation is proprietary; forensic output data is published for independent analysis of governance decisions.

Validation Date: 2026-02-08