cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18751900
title: Immunofluorescence Dataset of Developmental Marker Expression During Neckteeth Formation in *Daphnia pulex*

description: This dataset comprises fluorescence microscopy images from an exploratory immunofluorescence study investigating the expression of selected developmental and proliferation markers during predator-induced neckteeth formation in *Daphnia pulex*.

The experiment was conducted in 2017 as a method development and proof-of-concept study at a time when *Daphnia pulex* was a non-model organism for immunohistochemistry-based developmental analyses. Consequently, both biological interpretation and laboratory protocols required adaptation from established vertebrate and invertebrate systems.

This dataset represents a curated subset of representative images selected to illustrate typical staining patterns, imaging quality, and experimental conditions rather than the complete raw dataset generated during the study.
DOI: 10.6084/m9.figshare.31396083.v2
title: <b>A new multivariate calibration of sea surface temperature based on long-chain alkyl diols in an upwelling-affected marginal sea</b>

description: <b>Dataset of long-chain alkyl diol (LCD) distributions, proxy indices, and environmental variables in surface sediments from the East China Sea</b>
DOI: 10.15468/dl.5veu5v
title: Occurrence Download

description: A dataset containing 816 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Blennospora drummondii",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 816 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005447-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4mqgc2
title: Occurrence Download

description: A dataset containing 39902 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Falco sparverius",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 39902 records from 296 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005448-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kyku64
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bungarus slowinskii"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005449-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rw6b6c
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Papaver popovii"
 ]
}

 The dataset includes 23 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005451-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dmmf6r
title: Occurrence Download

description: A dataset containing 4108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bungarus multicinctus"
 ]
}

 The dataset includes 4108 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005450-260221153910048/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/14940217
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18738691
title: ThibEquation v6.1 — Benchmark Correction: Empirical Recalibration of 3I/ATLAS Reference Score

description: This dataset accompanies the ThibEquation v6.1 Benchmark Correction. It contains:– THIBEQUATION_v6.1_FRAMEWORK.md: detailed definition of the SKGC 4‑term score.– BENCHMARK_CORRECTION_REPORT.md: derivation of updated geometric calibration and recalibration rationale.– SENSITIVITY_ANALYSIS.md: analysis of parameter sensitivity.– iso_scores_v6.0_vs_v6.1.csv: CSV comparing scores for v6.0 vs v6.1 for known interstellar objects.– thibequation_v6.1_specification.json: machine‑readable specification for v6.1 calculations.– thibequation_real_iso_analysis.py: Python script that reproduces the benchmark calibration and computes scores from real data.– EPISTEMOLOGICAL_NOTES.md: notes on epistemology of anomaly detection.– README.md: quick usage instructions.

ThibEquation v6.1 adjusts the 3I/ATLAS reference signature using updated spectral data, adjusts the SKGC weighting to improve metrological consistency, and recalibrates the normalisation. Use thibequation_real_iso_analysis.py with the provided specification and dataset to reproduce the v6.1 scores. See BENCHMARK_CORRECTION_REPORT.md for full details.
DOI: 10.5281/zenodo.18738692
title: ThibEquation v6.1 — Benchmark Correction: Empirical Recalibration of 3I/ATLAS Reference Score

description: This dataset accompanies the ThibEquation v6.1 Benchmark Correction. It contains:– THIBEQUATION_v6.1_FRAMEWORK.md: detailed definition of the SKGC 4‑term score.– BENCHMARK_CORRECTION_REPORT.md: derivation of updated geometric calibration and recalibration rationale.– SENSITIVITY_ANALYSIS.md: analysis of parameter sensitivity.– iso_scores_v6.0_vs_v6.1.csv: CSV comparing scores for v6.0 vs v6.1 for known interstellar objects.– thibequation_v6.1_specification.json: machine‑readable specification for v6.1 calculations.– thibequation_real_iso_analysis.py: Python script that reproduces the benchmark calibration and computes scores from real data.– EPISTEMOLOGICAL_NOTES.md: notes on epistemology of anomaly detection.– README.md: quick usage instructions.

ThibEquation v6.1 adjusts the 3I/ATLAS reference signature using updated spectral data, adjusts the SKGC weighting to improve metrological consistency, and recalibrates the normalisation. Use thibequation_real_iso_analysis.py with the provided specification and dataset to reproduce the v6.1 scores. See BENCHMARK_CORRECTION_REPORT.md for full details.
DOI: 10.15468/dl.m22kx8
title: Occurrence Download

description: A dataset containing 282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Blepharipappus scaber",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 282 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005452-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18752205
title: ANALYSISOFMETHODSFORUSINGMATLABINTHEEDUCATIONALPROCESS

description: Thispaperexaminestheeffectiveapplicationofmoderninformationtechnologiesinteachingprogramming,physics,chemistry,andengineeringdisciplinesinhighereducationinstitutions.Particularattentionisgiventotheorganizationofpracticalclassesusingvirtualrealitytechnologies.Therapidadvancementofdigitaltechnologiesnecessitatestheextensiveuseofinnovativeandinteractiveteachingtools.Thestudyidentifiesseveralkeychallenges,includinginsufficienttechnicalinfrastructureforvirtuallaboratoriesandMATLABenvironments,limitedteachers’proficiencyinusingmoderntechnologies,incompleteintegrationofvirtualrealitytoolsintoacademicprograms,andstudents’adaptationtopracticaltraining.Thefindingscontributetoimprovingthequalityofteachingtechnicalandnaturalsciences,enhancingstudents’practicalskills,anddevelopingamoderndigitallearningenvironment.
DOI: 10.5281/zenodo.18752204
title: ANALYSISOFMETHODSFORUSINGMATLABINTHEEDUCATIONALPROCESS

description: Thispaperexaminestheeffectiveapplicationofmoderninformationtechnologiesinteachingprogramming,physics,chemistry,andengineeringdisciplinesinhighereducationinstitutions.Particularattentionisgiventotheorganizationofpracticalclassesusingvirtualrealitytechnologies.Therapidadvancementofdigitaltechnologiesnecessitatestheextensiveuseofinnovativeandinteractiveteachingtools.Thestudyidentifiesseveralkeychallenges,includinginsufficienttechnicalinfrastructureforvirtuallaboratoriesandMATLABenvironments,limitedteachers’proficiencyinusingmoderntechnologies,incompleteintegrationofvirtualrealitytoolsintoacademicprograms,andstudents’adaptationtopracticaltraining.Thefindingscontributetoimprovingthequalityofteachingtechnicalandnaturalsciences,enhancingstudents’practicalskills,anddevelopingamoderndigitallearningenvironment.
DOI: 10.15468/dl.924hn3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Boechera nuttallii",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005454-260221153910048/datasets/export for details.
DOI: 10.15468/dl.wnywd8
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calliophis gracilis"
 ]
}

 The dataset includes 22 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005455-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18752217
title: Trust and Perceived Risk in Artificial Intelligence Use for Forex and Cryptocurrency Trading

description: This study investigates the determinants of the utilization of Artificial Intelligence (AI) as a trading tool in forex and cryptocurrency trading by integrating psychological and technological variables. The user of the AI tool did not understand the AI method used in the tool. As forex or cryptocurrency traders, their concern is how to trade and profit. Using purposive sampling, data were collected from 486 respondents residing in the Greater Jakarta area (Jabodetabek), Indonesia, between May and June 2025. Respondents consisted mainly of students, professionals, and traders with varying levels of experience. The data were analyzed using Structural Equation Modeling (SEM) with the Partial Least Squares (PLS) approach through SmartPLS 4.0 to evaluate causal relationships among seven constructs: Perceived Risk, Data Security, Trust, Perceived Ease of Use, Perceived Usefulness, Attitude, and AI Use. Results indicate that all hypothesized relationships are statistically significant. Attitude and Trust strongly influence AI Use, while Perceived Risk also affects Attitude and Data Security. Moreover, Perceived Ease of Use enhances both Perceived Usefulness and Trust, highlighting the importance of user experience and system design. The model explains 72.4% of the variance in AI Use, demonstrating strong predictive capability. These findings contribute to digital finance theory by integrating Trust, perceived risk, and technological readiness as key enablers of AI adoption in speculative markets. Practically, the results emphasize the importance of transparent, secure, and user-friendly AI systems to strengthen user confidence.
DOI: 10.5281/zenodo.18752216
title: Trust and Perceived Risk in Artificial Intelligence Use for Forex and Cryptocurrency Trading

description: This study investigates the determinants of the utilization of Artificial Intelligence (AI) as a trading tool in forex and cryptocurrency trading by integrating psychological and technological variables. The user of the AI tool did not understand the AI method used in the tool. As forex or cryptocurrency traders, their concern is how to trade and profit. Using purposive sampling, data were collected from 486 respondents residing in the Greater Jakarta area (Jabodetabek), Indonesia, between May and June 2025. Respondents consisted mainly of students, professionals, and traders with varying levels of experience. The data were analyzed using Structural Equation Modeling (SEM) with the Partial Least Squares (PLS) approach through SmartPLS 4.0 to evaluate causal relationships among seven constructs: Perceived Risk, Data Security, Trust, Perceived Ease of Use, Perceived Usefulness, Attitude, and AI Use. Results indicate that all hypothesized relationships are statistically significant. Attitude and Trust strongly influence AI Use, while Perceived Risk also affects Attitude and Data Security. Moreover, Perceived Ease of Use enhances both Perceived Usefulness and Trust, highlighting the importance of user experience and system design. The model explains 72.4% of the variance in AI Use, demonstrating strong predictive capability. These findings contribute to digital finance theory by integrating Trust, perceived risk, and technological readiness as key enablers of AI adoption in speculative markets. Practically, the results emphasize the importance of transparent, secure, and user-friendly AI systems to strengthen user confidence.
DOI: 10.15468/dl.csjxad
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calliophis salitan"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005456-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/6fxfkh
title: FLHM Vascular Plant Collection

description: Vascular plant collection of the Forssa Natural History Museum in association with Lounais-Hämeen luonnonsuojeluyhdistys ry.
DOI: 10.15468/dl.tz6bnj
title: Occurrence Download

description: A dataset containing 11530 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Canis latrans"
 ]
}

 The dataset includes 11530 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005458-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eycqwp
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Boerhavia glabrata",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 110 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005459-260221153910048/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.31225468
title: Metagenome-assembled genomes (MAGs) recovery along a transect of western Pacific Ocean.

description: A total of 194 microbial metagenome-assembled genomes (MAGs) were reconstructed from seven surface seawater metagenomes collected across a transect spanning open-ocean to coastal environments in the western Pacific Ocean. All recovered MAGs exhibit medium- to high-quality characteristics.
DOI: 10.6084/m9.figshare.31225468.v2
title: Metagenome-assembled genomes (MAGs) recovery along a transect of western Pacific Ocean.

description: A total of 194 microbial metagenome-assembled genomes (MAGs) were reconstructed from seven surface seawater metagenomes collected across a transect spanning open-ocean to coastal environments in the western Pacific Ocean. All recovered MAGs exhibit medium- to high-quality characteristics.
DOI: 10.6084/m9.figshare.31225468.v1
title: Metagenome-assembled genomes (MAGs) recovery along a transect of western Pacific Ocean.

description: A total of 194 microbial metagenome-assembled genomes (MAGs) were reconstructed from seven surface seawater metagenomes collected across a transect spanning open-ocean to coastal environments in the western Pacific Ocean. All recovered MAGs exhibit medium- to high-quality characteristics.
DOI: 10.5281/zenodo.18752232
title: DIPLOMACYINTHEAGEOFARTIFICIALINTELLIGENCE

description: Technologicaldevelopmentisconsideredoneofthekeydeterminingfactorsofchangeandprogressinsociety.Diplomacy,asanimportantinstrumentofinteractionamongsocieties,hasalsoevolvedundertheinfluenceoftechnologicaladvancementandhasbeendirectlyaffectedbytheseprocesses.Academicliteratureacknowledgesthatthroughoutthehistoricaldevelopmentofdiplomacy,ithascontinuouslytransformedandimprovedundertheimpactoftechnologicalinnovations.Fromthisperspective,itislogicallyassumedthatartificialintelligence,recognizedtodayasoneofthemostsignificanttechnologies,willalsohaveasubstantialimpactondiplomaticprocesses.Thisarticleanalyzestheinfluenceofartificialintelligencetechnologiesonthefieldofdiplomacy.
DOI: 10.5281/zenodo.18752231
title: DIPLOMACYINTHEAGEOFARTIFICIALINTELLIGENCE

description: Technologicaldevelopmentisconsideredoneofthekeydeterminingfactorsofchangeandprogressinsociety.Diplomacy,asanimportantinstrumentofinteractionamongsocieties,hasalsoevolvedundertheinfluenceoftechnologicaladvancementandhasbeendirectlyaffectedbytheseprocesses.Academicliteratureacknowledgesthatthroughoutthehistoricaldevelopmentofdiplomacy,ithascontinuouslytransformedandimprovedundertheimpactoftechnologicalinnovations.Fromthisperspective,itislogicallyassumedthatartificialintelligence,recognizedtodayasoneofthemostsignificanttechnologies,willalsohaveasubstantialimpactondiplomaticprocesses.Thisarticleanalyzestheinfluenceofartificialintelligencetechnologiesonthefieldofdiplomacy.
DOI: 10.15468/dl.6myv6k
title: Occurrence Download

description: A dataset containing 321651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plantae, Aves, Insecta)",
 "Geometry MULTIPOLYGON (((-66.05792 18.45746, -66.05989 18.46572, -66.08051 18.46572, -66.07854 18.45746, -66.08885 18.45746, -66.08688 18.44921, -66.09719 18.44921, -66.09523 18.44096, -66.10554 18.44096, -66.1075 18.44921, -66.12812 18.44921, -66.13205 18.46572, -66.15267 18.46572, -66.1507 18.45746, -66.18163 18.45746, -66.1836 18.46572, -66.19391 18.46572, -66.188 18.44096, -66.19831 18.44096, -66.19634 18.43271, -66.20665 18.43271, -66.20468 18.42445, -66.21499 18.42445, -66.21303 18.4162, -66.22333 18.4162, -66.22137 18.40795, -66.24198 18.40795, -66.23806 18.39145, -66.22775 18.39145, -66.216 18.34194, -66.17478 18.34194, -66.17674 18.35019, -66.14582 18.35019, -66.14387 18.34194, -66.13356 18.34194, -66.13552 18.35019, -66.0943 18.35019, -66.09235 18.34194, -66.05113 18.34194, -66.05308 18.35019, -66.01186 18.35019, -66.00991 18.34194, -65.9893 18.34194, -65.99125 18.35019, -65.98095 18.35019, -65.9829 18.35844, -65.97259 18.35844, -65.97454 18.36669, -65.96424 18.36669, -65.96619 18.37494, -65.95588 18.37494, -65.95784 18.3832, -65.94753 18.3832, -65.95731 18.42445, -65.96761 18.42445, -65.96957 18.43271, -65.99019 18.43271, -65.98823 18.42445, -66.00884 18.42445, -66.00688 18.4162, -66.0275 18.4162, -66.03142 18.43271, -66.02111 18.43271, -66.02307 18.44096, -66.01276 18.44096, -66.01473 18.44921, -66.03534 18.44921, -66.03731 18.45746, -66.05792 18.45746)))"
 ]
}

 The dataset includes 321651 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005395-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y782mu
title: Occurrence Download

description: A dataset containing 196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Boerhavia spicata",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 196 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005460-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n9y2fh
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrophis annandalei"
 ]
}

 The dataset includes 22 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005461-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9wqhdx
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrophis belcheri"
 ]
}

 The dataset includes 104 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005462-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.