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

description: A dataset containing 342310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "HasCoordinate is true",
 "TaxonKey is one of (Glomeraceae, Gigasporaceae, Acaulosporaceae, Diversisporaceae, Suillus, Rhizopogon, Laccaria)",
 "Year 1950-2025"
 ]
}

 The dataset includes 342310 records from 626 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046222-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17890055
title: Lithium-isotope evidence for enhanced submarine silicate alteration during Oceanic Anoxic Event 2
DOI: 10.5281/zenodo.17890054
title: Lithium-isotope evidence for enhanced submarine silicate alteration during Oceanic Anoxic Event 2
DOI: 10.21227/sx6d-3566
title: "Real and Fake AI-Generated Standardized 512px Image Forensics Dataset"

description: "HybridForensicsNet is a curated dataset of 10,000 high-resolution (512\u00d7512) images designed to benchmark digital image forensic algorithms against a hybrid threat model. The dataset is strictly balanced (50\/50) between authentic photography and AI-generated synthesis. The Real class (5,000 images) comprises high-quality portraits from FFHQ and diverse scenes from MS COCO. The Fake class (5,000 images) aggregates samples from four distinct generative architectures: ProGAN and StyleGAN3 (representing GAN-based threats) alongside Stable Diffusion XL (SDXL) and Midjourney (representing Latent Diffusion Models). By incorporating both older GAN artifacts and modern diffusion-based textures, this dataset enables the training of robust detectors capable of generalizing across evolving generative paradigms. All images are standardized to JPEG format with uniform compression and resolution to facilitate direct input into deep learning pipelines."
DOI: 10.5281/zenodo.14236578
title: Data supplement: Spatial autocorrelation in machine learning for modelling soil organic carbon

description: Spatial autocorrelation in machine learning for modelling soil organic carbon: Data supplement

Alexander Kmoch, Clay Taylor Harrison, Jeonghwan Choi, Evelyn Uuemaa

Spatial autocorrelation, the relationship between nearby samples of a spatialrandom variable, is often overlooked in machine learning models, leading tobiased results. This study investigates various methods to account for spa-tial autocorrelation when predicting soil organic carbon (SOC) using randomforest models. Five models incorporating spatial structure were comparedagainst baseline models that did not have any added spatial components.Cross-validation showed slight improvements in accuracy for models consid-ering spatial autocorrelation, while Shapley Additive Explanations confirmedthe importance of spatial variables. However, no decrease in spatial autocor-relation of residuals was observed. Raster-based models exhibited enhancedprediction detail, but high-resolution validation data availability limited thor-ough validation. The findings emphasize the value of incorporating spatialautocorrelation for improved SOC prediction in machine learning models.Considerations such as the distribution of predictions and computationalcomplexity should help guide the selection of suitable approaches for specificspatial modelling tasks.
DOI: 10.5281/zenodo.14236579
title: Data supplement: Spatial autocorrelation in machine learning for modelling soil organic carbon

description: Spatial autocorrelation in machine learning for modelling soil organic carbon: Data supplement

Alexander Kmoch, Clay Taylor Harrison, Jeonghwan Choi, Evelyn Uuemaa

Spatial autocorrelation, the relationship between nearby samples of a spatialrandom variable, is often overlooked in machine learning models, leading tobiased results. This study investigates various methods to account for spa-tial autocorrelation when predicting soil organic carbon (SOC) using randomforest models. Five models incorporating spatial structure were comparedagainst baseline models that did not have any added spatial components.Cross-validation showed slight improvements in accuracy for models consid-ering spatial autocorrelation, while Shapley Additive Explanations confirmedthe importance of spatial variables. However, no decrease in spatial autocor-relation of residuals was observed. Raster-based models exhibited enhancedprediction detail, but high-resolution validation data availability limited thor-ough validation. The findings emphasize the value of incorporating spatialautocorrelation for improved SOC prediction in machine learning models.Considerations such as the distribution of predictions and computationalcomplexity should help guide the selection of suitable approaches for specificspatial modelling tasks.
DOI: 10.21227/0108-ct76
title: "A Flexible Wireless Sensor based on SRR for Nondestructive Detection of Metal Crack"

description: "To meet the demand for wireless, passive, and real-time detection of surface cracks in infrastructures such as bridges and pipelines, this paper designs a crack sensor based on the Split Ring Resonator (SRR) structure. Firstly, the key parameters of the sensor are optimized using HFSS software to obtain a design scheme with high Q-factor. The electric field distribution characteristics of the sensor are analyzed, and the response of its resonant frequency is verified by simulating the variation of crack width, thus confirming the feasibility of the sensor for crack detection. Then, a 0.1 mm-thick flexible PI film is selected as the substrate, and the sensor fabrication is completed via the gold plating process. Finally, a test platform is built to verify the sensor performance. The test results show that the sensor can achieve non-contact crack width detection with a sensitivity of 60 MHz\/mm. This sensor with the advantages of flexibility, miniaturization and networkability, exhibits broad application potential in surface crack detection for bridges, pipelines and other related fields."
DOI: 10.5281/zenodo.17889670
title: Generating commit messages using delta graph context Representation 2025.pdf
DOI: 10.5281/zenodo.17889671
title: Generating commit messages using delta graph context Representation 2025.pdf
DOI: 10.3886/e228723v2-192892
title: Identification and Appraisal of AI-Generated vs. Human-Created Artworks (2024 Survey Dataset)

description: This dataset supports the doctoral dissertation The AI of the Beholder: A Quantitative Study on Human Perception and Appraisal of AI-Generated Images by Joshua Cunningham (Robert Morris University, 2025). The study investigates how individuals perceive and appraise artwork generated by artificial intelligence (AI) in comparison to human-created pieces. Specifically, it examines: (1) whether participants can accurately distinguish AI-generated from human-created artwork, (2) how age and exposure to AI art influence this ability and related appraisals, and (3) how digital versus traditional visual styles of AI art are perceived.
The dataset includes anonymized survey responses collected from a diverse group of adult participants. Respondents were asked to evaluate a series of visual artworks—some created by humans, others by AI—across a range of styles, including both digital and traditional aesthetics. Additional demographic information such as age and prior exposure to AI tools was collected to assess moderating effects. The data were analyzed using SPSS to evaluate participant accuracy, preferences, and perceptions.
This dataset can support further research into the psychological, aesthetic, and cultural dynamics of AI-generated content, as well as human-machine interaction in the creative arts.<br><br>You may find the images used in this study, the original survey instrument, as well as a legend detailing each of the variables here: https://drive.google.com/drive/folders/125oaW82HpJUjI7EbaQWk_51puz0DgWKc?usp=sharing
description: Response Rates: The sample consisted of U.S.-based adults (N = 406), recruited via CloudResearch’s Connect platform. Connect was selected for its high data quality standards, employing both technical and behavioral measures to screen participants and prevent duplicate accounts, automation, and fraudulent activity (Hartman et al., 2023). Participants were required to be 18 or older, reside in the United States, and complete all survey components.Initial engagement with the survey totaled 510 responses. However, to ensure a high-quality dataset, responses were excluded if participants failed an attention check, skipped questions, or were flagged by SurveyMonkey’s machine learning-based Response Quality tool for issues such as speeding or nonsensical answers. After these exclusions, 406 valid responses remained.
description: Presence of Common Scales: A 6-item appraisal scale adapted from Hong and Curran (2019) was used to assess participants' perception of artistic quality. Responses were collected on a 5-point Likert scale ranging from "Strongly disagree" to "Strongly agree.
description: A non-probability convenience sample was drawn from U.S.-based adults (aged 18+) using CloudResearch’s Connect platform. Participants were recruited online and screened for eligibility, with technical and behavioral quality checks applied to ensure valid responses.
description: Adults aged 18+ residing in the United States.
DOI: 10.34816/ifao.archives.112492
title: MONASTÈRES COPTES_nb_1990_05859

description: Référence : nb_1990_05859<br />Site : Ouadi Natroun<br />Secteur : Deir el-Baramous; Église de la Vierge (Deir el-Baramous)<br />Type : photographie<br />
DOI: 10.15468/dl.5j5fut
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllodactylus hispaniolae Schwartz, 1979"
 ]
}

 The dataset includes 32 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0287194-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gzgu4w
title: Occurrence Download

description: A dataset containing 504 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cepaea hortensis (O.F.Müller, 1774)"
 ]
}

 The dataset includes 504 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108470-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzpx5n
title: Occurrence Download

description: A dataset listing the 51097 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Unknown evidence",
 "BasisOfRecord is Observation"
 ]
 },
 "Country is Madagascar",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 51097 records were derived from 529 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021676-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jzd6bf
title: Occurrence Download

description: A dataset containing 217 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "OccurrenceStatus is Present",
 "TaxonKey is Ceratonia siliqua L."
 ]
}

 The dataset includes 217 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120253-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sfvmrh
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elwendia hissarica (Korovin) Pimenov & Kljuykov"
 ]
}

 The dataset includes 61 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108471-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ak7v22
title: Occurrence Download

description: A dataset containing 1294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Ammotragus lervia (Pallas, 1777)"
 ]
}

 The dataset includes 1294 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213337-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mtwvnn
title: Occurrence Download

description: A dataset listing the 221 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inland water macroinvertebrate occurrences in Flanders, Belgium"
 ]
}

 The dataset's 221 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027221-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ddky5d
title: Occurrence Download

description: A dataset containing 4167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibia)",
 "HasCoordinate is one of (true)",
 "Geometry POLYGON((-92.7026998480032 15.337461962011,-92.4630948619937 15.337461962011,-92.4630948619937 15.5194300098052,-92.7026998480032 15.5194300098052,-92.7026998480032 15.337461962011))"
 ]
}

 The dataset includes 4167 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015603-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39cjts
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Synodontis caudovittatus Boulenger, 1901"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0329061-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ickbmp
title: Occurrence Download

description: A dataset containing 127834 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SILENE-FAUNE-PACA - Réserve_Naturelle_de_Camargue_2017_12_18"
 ]
}

 The dataset includes 127834 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026014-200221144449610/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.112491
title: MONASTÈRES COPTES_nb_1990_05849

description: Référence : nb_1990_05849<br />Site : Ouadi Natroun<br />Secteur : Deir el-Baramous; Église de la Vierge (Deir el-Baramous)<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.112490
title: MONASTÈRES COPTES_nb_1990_05839

description: Référence : nb_1990_05839<br />Site : Ouadi Natroun<br />Secteur : Deir el-Baramous; Église de la Vierge (Deir el-Baramous)<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.112489
title: MONASTÈRES COPTES_nb_1990_05863

description: Référence : nb_1990_05863<br />Site : Ouadi Natroun<br />Secteur : Deir el-Baramous; Église de la Vierge (Deir el-Baramous)<br />Type : photographie<br />
DOI: 10.15468/dl.dfhgbd
title: Occurrence Download

description: A dataset containing 5796 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Fossil",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Unknown evidence"
 ]
 },
 "Country is Colombia",
 "HasCoordinate is true",
 "TaxonKey is Trogon personatus Gould, 1842",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5796 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000715-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6axhx
title: Occurrence Download

description: A dataset containing 3679 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Squamata)",
 "HasCoordinate is one of (true)",
 "Geometry POLYGON((-92.7026998480032 15.337461962011,-92.4630948619937 15.337461962011,-92.4630948619937 15.5194300098052,-92.7026998480032 15.5194300098052,-92.7026998480032 15.337461962011))"
 ]
}

 The dataset includes 3679 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015627-230810091245214/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.112488
title: MONASTÈRES COPTES_nb_1990_05830

description: Référence : nb_1990_05830<br />Site : Ouadi Natroun<br />Secteur : Deir el-Baramous; Église de la Vierge (Deir el-Baramous)<br />Type : photographie<br />
DOI: 10.15468/dl.zuv4rm
title: Occurrence Download

description: A dataset containing 20838 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scincella lateralis (Say, 1822)"
 ]
}

 The dataset includes 20838 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0287174-210914110416597/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.112487
title: MONASTÈRES COPTES_nb_1990_05835

description: Référence : nb_1990_05835<br />Site : Ouadi Natroun<br />Secteur : Deir el-Baramous; Église de la Vierge (Deir el-Baramous)<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.112486
title: MONASTÈRES COPTES_nb_1990_05823

description: Référence : nb_1990_05823<br />Site : Ouadi Natroun<br />Secteur : Deir el-Baramous; Église de la Vierge Marie<br />Type : photographie<br />
DOI: 10.15468/dl.6whkua
title: Occurrence Download

description: A dataset containing 9544 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lemniscomys striatus (Linnaeus, 1758)"
 ]
}

 The dataset includes 9544 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033514-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3wmt6
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erigeron annuus f. annuus"
 ]
}

 The dataset includes 125 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002343-200613084148143/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.112485
title: MONASTÈRES COPTES_nb_1990_05822

description: Référence : nb_1990_05822<br />Site : Ouadi Natroun<br />Secteur : Deir el-Baramous; Église de la Vierge Marie<br />Type : photographie<br />
DOI: 10.15468/dl.acxezx
title: Occurrence Download

description: A dataset containing 3065 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Parcela permanente de vegetación en bosque seco tropical en el cañón del río Cauca (Antioquia)"
 ]
}

 The dataset includes 3065 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120254-230530130749713/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.112484
title: MONASTÈRES COPTES_nb_1990_05834

description: Référence : nb_1990_05834<br />Site : Ouadi Natroun<br />Secteur : Deir el-Baramous; Église de la Vierge (Deir el-Baramous)<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.112483
title: MONASTÈRES COPTES_nb_1990_05820

description: Référence : nb_1990_05820<br />Site : Ouadi Natroun<br />Secteur : Deir el-Baramous; Église de la Vierge Marie<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.112482
title: MONASTÈRES COPTES_nb_1990_05829

description: Référence : nb_1990_05829<br />Site : Ouadi Natroun<br />Secteur : Deir el-Baramous; Église de la Vierge (Deir el-Baramous)<br />Type : photographie<br />
DOI: 10.15468/dl.nc4pjc
title: Occurrence Download

description: A dataset containing 5574 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 Oxalis articulata Savigny"
 ]
}

 The dataset includes 5574 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108482-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25e82c
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Hypericum forrestii (Chitt.) N.Robson"
 ]
}

 The dataset includes 9 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025300-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u86zsj
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Occurrence evidence"
 ]
 },
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Melanitta stejnegeri (Ridgway, 1887)",
 "Year 1972-2022"
 ]
}

 The dataset includes 176 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0300983-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2u624
title: Occurrence Download

description: A dataset containing 7053 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Occurrences des échantillons de plantes de l'Herbier de l'Institut Botanique Aké-Assi d'Andokoi (IBAAN), Côte d'Ivoire"
 ]
}

 The dataset includes 7053 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108488-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.