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

description: A dataset containing 980 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Remiz coronatus (Severtzov, 1873)"
 ]
}

 The dataset includes 980 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0391280-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2oiuc
title: Occurrence Download

description: A dataset containing 24997 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Pteris multifida Poir.",
 "TaxonKey is Pteris cretica L.",
 "TaxonKey is Coniogramme japonica (Thunb.) Diels",
 "TaxonKey is Microlepia strigosa (Thunb.) C.Presl",
 "TaxonKey is Dicranopteris pedata (Houtt.) Nakaike"
 ]
}

 The dataset includes 24997 records from 331 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022544-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ovuphu
title: Occurrence Download

description: A dataset containing 296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is a41250f0-7c3e-11d8-a19c-b8a03c50a862",
 "TaxonKey is Juncus biglumis L."
 ]
}

 The dataset includes 296 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004721-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11397687
title: Extracts from Pennebaker et al., 2001, LIWC Manual
DOI: 10.5281/zenodo.11397688
title: Extracts from Pennebaker et al., 2001, LIWC Manual
DOI: 10.15468/dl.cpj3sk
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Croton orinocensis Müll.Arg."
 ]
}

 The dataset includes 86 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050919-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ydpsw6
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-79.66962 -12.44694,-69.04584 -12.44694,-69.04584 -8.19523,-79.66962 -8.19523,-79.66962 -12.44694))",
 "HasCoordinate is true",
 "TaxonKey is Polylepis incana Kunth",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 1 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009928-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmvedz
title: Occurrence Download

description: A dataset containing 4012029 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Corvidae"
 ]
}

 The dataset includes 4012029 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022554-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/5b9s-1053
title: Cell-level Image patches of Blood Smear

description: Iron deficiency anemia (IDA) and thalassemia (THL) are common hematological disorders that require efficient and accurate screening for early diagnosis. Traditional blood smear analysis is both labor-intensive and prone to subjectivity, highlighting the need for AI-driven methods to improve diagnostic sensitivity and specificity.This study introduced a novel hybrid AI-based patient-level classification framework that integrates soft voting with optimized probability-based thresholds. The model was trained and validated using a real-world dataset from Hatyai Hospital, Thailand, and evaluated at both the patch and patient levels. The proposed approach achieved 96% accuracy on the test set, with precision-recall values of 1.00 and 0.83 for IDA and 0.95 and 1.00 for THL, respectively. THL sensitivity reached 1.00 at the patient level, while IDA sensitivity was 0.83. Bayesian probability updates confirmed prediction reliability, yielding post-test probabilities exceeding 99.99% for IDA and 80\% for THL. The model explained 62.84% of the variance in patient classifications, demonstrating strong discriminatory power.Model interpretability was assessed using SHAP and Grad-CAM, which highlighted key red blood cell morphological features. The proposed framework serves as a cost-effective and clinically interpretable AI-assisted hematology screening tool, supporting decision-making in resource-limited settings.Limitations include the use of a single-center dataset and the need for adaptive threshold optimization. Future work will focus on multi-center validation and real-world clinical integration. This study establishes a structured baseline for AI-assisted hematology screening, supporting early detection and improved clinical decision-making.
DOI: 10.34740/kaggle/dsv/11445879
title: World Stock Prices ( Daily Updating )
DOI: 10.15468/dl.fwd5ce
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((142.009399 -37.107869, 142.009399 -37.110115, 142.004907 -37.110115, 142.004907 -37.11236, 142.000416 -37.11236, 142.000416 -37.114606, 142.004907 -37.114606, 142.004907 -37.119098, 142.011645 -37.119098, 142.011645 -37.107869, 142.009399 -37.107869))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051726-240626123714530/datasets/export for details.
DOI: 10.15468/dl.ma4r9v
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Inimicus japonicus (Cuvier, 1829)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 147 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051727-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w63nmv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.261703 -35.04398, 148.261703 -35.050717, 148.263949 -35.050717, 148.263949 -35.04398, 148.261703 -35.04398))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051728-240626123714530/datasets/export for details.
DOI: 10.15468/dl.zz22t4
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((143.435481 -37.107869, 143.435481 -37.11236, 143.43099 -37.11236, 143.43099 -37.114606, 143.428744 -37.114606, 143.428744 -37.119098, 143.435481 -37.119098, 143.435481 -37.114606, 143.437727 -37.114606, 143.437727 -37.119098, 143.442219 -37.119098, 143.442219 -37.114606, 143.44671 -37.114606, 143.44671 -37.11236, 143.442219 -37.11236, 143.442219 -37.107869, 143.435481 -37.107869))"
 ]
}

 The dataset includes 69 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051729-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64agzs
title: Occurrence Download

description: A dataset containing 5800 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Onychocorycaeus pacificus (Dahl F., 1894)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5800 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051730-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6duxw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.638998 -35.04398, 148.638998 -35.052963, 148.643489 -35.052963, 148.643489 -35.050717, 148.641243 -35.050717, 148.641243 -35.04398, 148.638998 -35.04398))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051732-240626123714530/datasets/export for details.
DOI: 10.15468/dl.86zm8w
title: Occurrence Download

description: A dataset containing 1342 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dasypogon bromeliifolius R.Br."
 ]
}

 The dataset includes 1342 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051731-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbhgh9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((144.504482 -37.11236, 144.504482 -37.114606, 144.506728 -37.114606, 144.506728 -37.11236, 144.504482 -37.11236))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051733-240626123714530/datasets/export for details.
DOI: 10.15468/dl.8atjcn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.701261 -35.04398, 149.701261 -35.046225, 149.703506 -35.046225, 149.703506 -35.04398, 149.701261 -35.04398))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051735-240626123714530/datasets/export for details.
DOI: 10.15468/dl.b8g8hc
title: Occurrence Download

description: A dataset containing 459 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carangoides equula (Temminck & Schlegel, 1844)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 459 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051734-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dn24eh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((144.886268 -37.11236, 144.886268 -37.114606, 144.888513 -37.114606, 144.888513 -37.11236, 144.886268 -37.11236)), ((144.888513 -37.114606, 144.888513 -37.119098, 144.893005 -37.119098, 144.893005 -37.114606, 144.888513 -37.114606)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051736-240626123714530/datasets/export for details.
DOI: 10.15468/dl.4xzgdy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.704126 -35.046225, 148.704126 -35.050717, 148.706372 -35.050717, 148.706372 -35.046225, 148.704126 -35.046225))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051738-240626123714530/datasets/export for details.
DOI: 10.15468/dl.r5nc6s
title: Occurrence Download

description: A dataset containing 286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zenopsis nebulosa (Temminck & Schlegel, 1845)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 286 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051737-240626123714530/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.25232848
title: Effect of remediation technologies on soil fertility in heavy metal(loid)-contaminated soils: A critical review

description: Contamination of heavy metal(loid) in soils is a global problem. Various remediation technologies have thus been applied to mitigate the ecological and health risk of heavy metal(loid)s in contaminated soils. Majority of review studies mainly focus on the mobility or accumulation of heavy metal(loid)s, but little attention has been paid to the alteration of soil fertility (e.g. soil nutrient, structure and enzyme activities) which are most closely related to plant growth during the remediation process. Here, we summarized influence of physical, chemical and biological remediation technologies of contaminated soils on soil fertility, and they indicated that: (1) thermal treatment and soil washing usually decreased soil nutrients and enzyme activities, as well as deteriorated soil structure; (2) biological technologies usually improved soil structure or microorganism activities, but the decrease of soil fertility through nutrient uptake by plants cannot be ignored; (3) the soil amendments displayed various influence on soil fertility, which depended on their properties; (4) combination of multiple technologies could neutralize the negative influence of single technology on soil fertility. In the future, technologies which could both decrease heavy metal(loid) toxicity and improve soil fertility are more recommended.
DOI: 10.6084/m9.figshare.25232848.v1
title: Effect of remediation technologies on soil fertility in heavy metal(loid)-contaminated soils: A critical review

description: Contamination of heavy metal(loid) in soils is a global problem. Various remediation technologies have thus been applied to mitigate the ecological and health risk of heavy metal(loid)s in contaminated soils. Majority of review studies mainly focus on the mobility or accumulation of heavy metal(loid)s, but little attention has been paid to the alteration of soil fertility (e.g. soil nutrient, structure and enzyme activities) which are most closely related to plant growth during the remediation process. Here, we summarized influence of physical, chemical and biological remediation technologies of contaminated soils on soil fertility, and they indicated that: (1) thermal treatment and soil washing usually decreased soil nutrients and enzyme activities, as well as deteriorated soil structure; (2) biological technologies usually improved soil structure or microorganism activities, but the decrease of soil fertility through nutrient uptake by plants cannot be ignored; (3) the soil amendments displayed various influence on soil fertility, which depended on their properties; (4) combination of multiple technologies could neutralize the negative influence of single technology on soil fertility. In the future, technologies which could both decrease heavy metal(loid) toxicity and improve soil fertility are more recommended.
DOI: 10.6084/m9.figshare.25283651.v1
title: A global perspective on the nature and fate of heavy metals polluting water ecosystems, and their impact and remediation

description: One of the greatest challenges facing global environmental science is the protection of aquatic from heavy metal contamination stemming from human activities. This article is intended as a response to the global dynamic evolution of industries, transportation, increased extraction of fossil fuels, ever-rising consumption patterns, and unregulated discharge of wastewater resulting in increasing of environmental pollution with heavy metals. The aim of the article extends beyond the mere identification of heavy metals in the environment; it encompasses a comprehensive analysis of their modes of transportation and fate, a thorough evaluation of their impacts on various trophic levels, and an in-depth exploration of their potential toxicity. Furthermore, this article looks toward a fresh era in environmental stewardship, characterized by a deep-seated commitment to improving the removal of such damaging pollutants from our environment. To continue to foster ecological and economic sustainability, as set out in the Sustainable Development Goals 2015, and develop global environmental policy, there is an increasing need for pioneering and comprehensive methods of environmental reclamation aimed at eradicating heavy metals from surface waters. Such comprehensive methods include ecohydrological biotechnologies and Nature-Based Solutions (NBS) based on knowledge of geochemical and molecular processes. Both are presented in this article under the global principle of ‘One Health’ - the health of the environment, people and animals. Due to its extensive effects on ecosystems, and the resulting need for international cooperation, it is crucial that the problem of heavy metal contamination is addressed on the global scale.
DOI: 10.6084/m9.figshare.26503270
title: Statistical identification of independent shocks with kernel-based maximum likelihood estimation and an application to the global crude oil market

description: Independent component analysis has emerged as a promising approach for revealing structural relationships in multivariate dynamic systems, particularly in scenarios with limited knowledge of causal patterns. This paper introduces a robust kernel-based maximum likelihood (KML) estimation method that accommodates the distributional characteristics of the structural sources of data variation. Our Monte Carlo study demonstrates the superior performance of the KML estimator compared to existing approaches for independence-based identification. Moreover, the proposed method enables partial identification and dimension reduction even in the presence of dependent shocks. We illustrate the benefits of our approach by applying it to the global oil market model of Kilian (2009), highlighting its ability to capture unmodeled higher-order dependence between oil supply and speculative oil demand shocks.
DOI: 10.6084/m9.figshare.26503270.v1
title: Statistical identification of independent shocks with kernel-based maximum likelihood estimation and an application to the global crude oil market

description: Independent component analysis has emerged as a promising approach for revealing structural relationships in multivariate dynamic systems, particularly in scenarios with limited knowledge of causal patterns. This paper introduces a robust kernel-based maximum likelihood (KML) estimation method that accommodates the distributional characteristics of the structural sources of data variation. Our Monte Carlo study demonstrates the superior performance of the KML estimator compared to existing approaches for independence-based identification. Moreover, the proposed method enables partial identification and dimension reduction even in the presence of dependent shocks. We illustrate the benefits of our approach by applying it to the global oil market model of Kilian (2009), highlighting its ability to capture unmodeled higher-order dependence between oil supply and speculative oil demand shocks.
DOI: 10.15468/dl.vb692g
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((145.126568 -37.11236, 145.126568 -37.114606, 145.124322 -37.114606, 145.124322 -37.119098, 145.133305 -37.119098, 145.133305 -37.11236, 145.126568 -37.11236))"
 ]
}

 The dataset includes 219 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051739-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5xq9uk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Protected Areas - Global Register of Introduced and Invasive Species - Wilderness Lakes, South Africa"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051740-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.26503276.v1
title: Supplementary Material for: Aging Delays Completion of Head Rotation Cycles in Continuous Gaze Stabilization Exercises Despite Putative Healthy Vestibular Function

description: Introduction: aging is associated with loss of balance, with falls being the leading cause of death 
among elderly in the United States. Gaze stabilization exercises (GSE) improve balance control in vestibular populations and could be useful to prevent falls in healthy individuals. However, the extent to which aging affects head kinematics in GSE is unknown. 
Methods: forty-eight young (n=25, 24 ± 6 years, 60% female) and older (n=23, 66 ± 5 years, 56% female) adults completed six 30-second GSE. Participants were asked to maintain gaze fixation on a stationary target while continuously performing head movements in pitch (e.g., vertical) and yaw (e.g., horizontal) directions. The visual target was placed on the wall 1m or 2m away, or hand-held at arm’s length. Head kinematics were recorded with an inertial measurement unit placed on the back of the participants’ head. 
Results: older adults took significantly more time (e.g., delay) to complete cycles of head rotation compared to young participants across all GSE. Such delay was further increased during pitch head rotation while fixating gaze of the 1m target. The range of velocity (ROV) of head rotation, however, was equivalent between groups in all GSE. 
Conclusion: aging leads to the maintenance of head cycle ROV at the expense of delayed cycles of head rotation, suggesting an age-dependent prioritization strategy (e.g., adapt duration first vs range second) during continuous head movements. The distance of the visual target and head movement direction influenced elderly performance and should be considered when prescribing GSE to older populations.
DOI: 10.15468/dl.r6jcj3
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinnotheres pholadis De Haan, 1835",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051741-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ft9hy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.613674 -35.046225, 149.613674 -35.052963, 149.61592 -35.052963, 149.61592 -35.046225, 149.613674 -35.046225))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051742-240626123714530/datasets/export for details.
DOI: 10.15468/dl.ugj9v8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((142.743775 -37.114606, 142.743775 -37.116852, 142.746021 -37.116852, 142.746021 -37.114606, 142.743775 -37.114606))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051743-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.26503255
title: OSA

description: Class I polysomnography data set of subjects with obstructive sleep apnea syndrome