cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jn4zue
title: Occurrence Download

description: A dataset containing 3208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sceloporus torquatus"
 ]
}

 The dataset includes 3208 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012162-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/1kb5-ep76
title: "USTS 75K: United States Traffic Sign Dataset"

description: "Traffic signs are crucial in advancing self-drivingcars and the broader automotive industry in the United States(US). Our study introduces a comprehensive US Traffic SignDataset, derived from US Division of Motor Vehicles (DMV)driver\u2032s license test exams, to support this endeavor. The studyaims to generate 12,500 augmented samples from the originaldataset through spatial and temporal augmentation techniques.We enhance the dataset with Gaussian noise using increasingstandard deviations of 25, 50, 75, and 100, which enables usto produce 12,500 samples for each noise level. Poisson noise,a next level augmentation technique, was applied to generatean additional 12,500 samples. Each subset comprises 50 distincttraffic signs, a unique class and each class has 250 samples.In total, our newly generated US Traffic Sign (USTS-75K)dataset consists of 75,000 traffic sign images. To demonstratethe generated dataset\u2019s classification capability, we implementedthe ResNet-50 deep learning (DL) model, achieving promisingresults with accuracies as high as 91%. The primary goalof this research work is to develop an authentic and diversedataset of US traffic signs, encompassing various illuminationsand positions, to enhance driving assistance systems and theself-driving automotive industry. The project holds significantpotential for improving the reliability and safety of autonomousvehicles and driving assistance technologies."
DOI: 10.6084/m9.figshare.30513725
title: Catena_2025.11.03

description: Data for "<b>Threshold of changes in precipitation dictates the shifts of biocrust net carbon flux induced by climate warming</b>"
DOI: 10.6084/m9.figshare.30513725.v1
title: Catena_2025.11.03

description: Data for "<b>Threshold of changes in precipitation dictates the shifts of biocrust net carbon flux induced by climate warming</b>"
DOI: 10.15468/dl.83jc35
title: Occurrence Download

description: A dataset containing 2981 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Astyanax mexicanus"
 ]
}

 The dataset includes 2981 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012164-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4nt2f
title: Occurrence Download

description: A dataset containing 3486 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Poecilia mexicana"
 ]
}

 The dataset includes 3486 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012165-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5e9vpv
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ictalurus mexicanus"
 ]
}

 The dataset includes 107 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012167-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b6skmh
title: Occurrence Download

description: A dataset containing 41988 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erpobdella octoculata"
 ]
}

 The dataset includes 41988 records from 224 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012166-251025141854904/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.30276625.v2
title: Cost-effectiveness of HIV prevention interventions in sub-Saharan Africa (2019–2025): a systematic review

description: This systematic review synthesizes recent evidence on the cost-effectiveness of HIV prevention interventions in sub-Saharan Africa (SSA), where over 70% of the global HIV burden resides. Following PRISMA 2020 guidelines, we searched five databases (2019–2025) for full economic evaluations of HIV prevention in SSA. Studies were assessed using CHEERS 2022 and Drummond checklists. Costs were adjusted to 2024 USD and compared to GDP per capita thresholds. Results were synthesized narratively. 30 studies were included; 28 used model-based designs, 2 used trial or cohort data. The most frequently evaluated interventions were PrEP (n = 7), PMTCT (n = 4), and HIV testing innovations (n = 3). Oral PrEP was the dominant form, though two studies evaluated long-acting injectable PrEP. Interventions were considered cost-effective if the Incremental Cost Effectiveness Ratio (ICER) was below 1–3 times GDP per capita. For example, dolutegravir-based PMTCT had an ICER of USD109/DALY averted. Peer-delivered self-testing and maternal HIV screening in immunization clinics showed strong economic efficiency. Few studies incorporated real-world data on medication adherence, drop-out or service delivery costs. Targeted, integrated HIV prevention strategies are cost-effective in SSA. Future studies should improve use of empirical adherence and implementation data and expand focus to underrepresented populations and regions.
DOI: 10.6084/m9.figshare.30305847
title: Effects of semaglutide on one-year medical costs among patients with obesity or overweight in US real world setting

description: Patients with obesity or overweight are at increased risk for obesity-related complications (ORCs), including cardiovascular disease. Treatment with once-weekly (OW) semaglutide 2.4 mg has demonstrated clinical efficacy, however its impact on healthcare resource utilization (HCRU) and costs warrants further investigation. This retrospective real-world study evaluated HCRU and costs (excluding pharmacy) among patients with obesity or overweight and ≥1 ORC in the Komodo Healthcare Map database. Baseline characteristics of patients starting OW semaglutide 2.4 mg treatment were matched to obesity medication (OM) non-users. HCRU and medical costs estimates at 12-month follow-up, both all-cause and ORC-related, were compared between the two cohorts. Patients treated with semaglutide 2.4 mg vs OM non-users had 37% and 21% lower incidence of all-cause inpatient (IP) and emergency room (ER) visits, respectively, and 45% and 29% lower incidence of ORC-related IP and ER visits, respectively. All-cause and ORC-related total medical costs were lower among patients treated with semaglutide 2.4 mg (11% and 15% lower, respectively), translating to an observed savings of $3,342 and $2,408 at 12 months. In patients with obesity or overweight, OW semaglutide 2.4 mg treatment was associated with decreased total medical HCRU and costs at 12 months.
DOI: 10.6084/m9.figshare.30305847.v1
title: Effects of semaglutide on one-year medical costs among patients with obesity or overweight in US real world setting

description: Patients with obesity or overweight are at increased risk for obesity-related complications (ORCs), including cardiovascular disease. Treatment with once-weekly (OW) semaglutide 2.4 mg has demonstrated clinical efficacy, however its impact on healthcare resource utilization (HCRU) and costs warrants further investigation. This retrospective real-world study evaluated HCRU and costs (excluding pharmacy) among patients with obesity or overweight and ≥1 ORC in the Komodo Healthcare Map database. Baseline characteristics of patients starting OW semaglutide 2.4 mg treatment were matched to obesity medication (OM) non-users. HCRU and medical costs estimates at 12-month follow-up, both all-cause and ORC-related, were compared between the two cohorts. Patients treated with semaglutide 2.4 mg vs OM non-users had 37% and 21% lower incidence of all-cause inpatient (IP) and emergency room (ER) visits, respectively, and 45% and 29% lower incidence of ORC-related IP and ER visits, respectively. All-cause and ORC-related total medical costs were lower among patients treated with semaglutide 2.4 mg (11% and 15% lower, respectively), translating to an observed savings of $3,342 and $2,408 at 12 months. In patients with obesity or overweight, OW semaglutide 2.4 mg treatment was associated with decreased total medical HCRU and costs at 12 months.
DOI: 10.6084/m9.figshare.30276625
title: Cost-effectiveness of HIV prevention interventions in sub-Saharan Africa (2019–2025): a systematic review

description: This systematic review synthesizes recent evidence on the cost-effectiveness of HIV prevention interventions in sub-Saharan Africa (SSA), where over 70% of the global HIV burden resides. Following PRISMA 2020 guidelines, we searched five databases (2019–2025) for full economic evaluations of HIV prevention in SSA. Studies were assessed using CHEERS 2022 and Drummond checklists. Costs were adjusted to 2024 USD and compared to GDP per capita thresholds. Results were synthesized narratively. 30 studies were included; 28 used model-based designs, 2 used trial or cohort data. The most frequently evaluated interventions were PrEP (n = 7), PMTCT (n = 4), and HIV testing innovations (n = 3). Oral PrEP was the dominant form, though two studies evaluated long-acting injectable PrEP. Interventions were considered cost-effective if the Incremental Cost Effectiveness Ratio (ICER) was below 1–3 times GDP per capita. For example, dolutegravir-based PMTCT had an ICER of USD109/DALY averted. Peer-delivered self-testing and maternal HIV screening in immunization clinics showed strong economic efficiency. Few studies incorporated real-world data on medication adherence, drop-out or service delivery costs. Targeted, integrated HIV prevention strategies are cost-effective in SSA. Future studies should improve use of empirical adherence and implementation data and expand focus to underrepresented populations and regions.
DOI: 10.6084/m9.figshare.30276625.v1
title: Cost-effectiveness of HIV prevention interventions in Sub-Saharan Africa (2019-2025): a systematic review

description: This systematic review synthesizes recent evidence on the cost-effectiveness of HIV prevention interventions in sub-Saharan Africa (SSA), where over 70% of the global HIV burden resides. Following PRISMA 2020 guidelines, we searched five databases (2019–2025) for full economic evaluations of HIV prevention in SSA. Studies were assessed using CHEERS 2022 and Drummond checklists. Costs were adjusted to 2024 USD and compared to GDP per capita thresholds. Results were synthesized narratively. 30 studies were included; 28 used model-based designs, 2 used trial or cohort data. The most frequently evaluated interventions were PrEP (n = 7), PMTCT (n = 4), and HIV testing innovations (n = 3). Oral PrEP was the dominant form, though two studies evaluated long-acting injectable PrEP. Interventions were considered cost-effective if the Incremental Cost Effectiveness Ratio (ICER) was below 1–3 times GDP per capita. For example, dolutegravir-based PMTCT had an ICER of USD109/DALY averted. Peer-delivered self-testing and maternal HIV screening in immunization clinics showed strong economic efficiency. Few studies incorporated real-world data on medication adherence, drop-out or service delivery costs. Targeted, integrated HIV prevention strategies are cost-effective in SSA. Future studies should improve use of empirical adherence and implementation data and expand focus to underrepresented populations and regions.
DOI: 10.15468/dl.73v4fq
title: Occurrence Download

description: A dataset containing 314058 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-10-08",
 "EventDate is less than or equal to 2025-11-07",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 314058 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012160-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3t92f
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stixis philippinensis"
 ]
}

 The dataset includes 46 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012168-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qu3h3t
title: Occurrence Download

description: A dataset containing 225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "TaxonKey is Katsuwonus pelamis"
 ]
}

 The dataset includes 225 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012169-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jqxg6q
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ictiobus labiosus"
 ]
}

 The dataset includes 27 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012170-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfxrsu
title: Occurrence Download

description: A dataset containing 251250 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-75.44536 9.09948,-74.57308 9.06148,-74.74056 11.07023,-75.51603 10.58114,-75.58171 10.22815,-75.59217 9.72005,-75.58769 9.45438,-75.44536 9.09948))",
 "HasGeospatialIssue is false",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 251250 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012144-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dprkgu
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Herichthys steindachneri"
 ]
}

 The dataset includes 84 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012171-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13026/1cma-6q61
title: HeartCycle: A comprehensive dataset of synchronized impedance cardiography and echocardiography for accurate hemodynamic predictions

description: The "HeartCycle" dataset offers a comprehensive collection of synchronized
impedance cardiography (ICG) and echocardiography (ECHO) signals, supplemented
with finger photoplethysmography (PPG), heart sounds, and electrocardiography
(ECG) data from 17 healthy volunteers. Collected during the HeartCycle project
(FP7-216695), this dataset aims to address biases in the ICG waveform,
particularly the ABEXYOZ complex, where the B and X points do not precisely
align with the aortic valve opening and closing notches. The biases in B and X
point detection are critical for hemodynamic prediction because these
characteristic points are used to calculate essential diagnostic parameters,
including systolic time intervals (PEP and LVET), contractility, stroke
volume, and cardiac output. By providing synchronized ICG and ECHO signals,
researchers can better understand these biases and develop more accurate
models for hemodynamic parameter computation. The dataset is stored in HDF5
format, facilitating the storage of complex data structures and easy access to
various physiological parameters. It is ideal for developing machine learning
models to enhance the detection of characteristic points in ICG signals. For
instance, machine learning models can be used to detect characteristic points
for improved left ventricular ejection time (LVET) estimation or mapping the
ICG signal to the different mechanical events in the cardiac cycle using the
ECHO as a reference. Detailed metadata and usage notes are included to support
data utilization across different software environments. Ethical approval was
obtained from the University of Coimbra Hospital's ethics committee, and
informed consent was provided by all participants.
DOI: 10.13026/z865-eb23
title: HeartCycle: A comprehensive dataset of synchronized impedance cardiography and echocardiography for accurate hemodynamic predictions

description: The "HeartCycle" dataset offers a comprehensive collection of synchronized
impedance cardiography (ICG) and echocardiography (ECHO) signals, supplemented
with finger photoplethysmography (PPG), heart sounds, and electrocardiography
(ECG) data from 17 healthy volunteers. Collected during the HeartCycle project
(FP7-216695), this dataset aims to address biases in the ICG waveform,
particularly the ABEXYOZ complex, where the B and X points do not precisely
align with the aortic valve opening and closing notches. The biases in B and X
point detection are critical for hemodynamic prediction because these
characteristic points are used to calculate essential diagnostic parameters,
including systolic time intervals (PEP and LVET), contractility, stroke
volume, and cardiac output. By providing synchronized ICG and ECHO signals,
researchers can better understand these biases and develop more accurate
models for hemodynamic parameter computation. The dataset is stored in HDF5
format, facilitating the storage of complex data structures and easy access to
various physiological parameters. It is ideal for developing machine learning
models to enhance the detection of characteristic points in ICG signals. For
instance, machine learning models can be used to detect characteristic points
for improved left ventricular ejection time (LVET) estimation or mapping the
ICG signal to the different mechanical events in the cardiac cycle using the
ECHO as a reference. Detailed metadata and usage notes are included to support
data utilization across different software environments. Ethical approval was
obtained from the University of Coimbra Hospital's ethics committee, and
informed consent was provided by all participants.
DOI: 10.15468/dl.rrnagq
title: Occurrence Download

description: A dataset containing 225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "TaxonKey is Katsuwonus pelamis"
 ]
}

 The dataset includes 225 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012172-251025141854904/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/13593124
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.pdy4bn
title: Occurrence Download

description: A dataset containing 2284439 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is October",
 "Year 2025-2025"
 ]
}

 The dataset includes 2284439 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012163-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhdtpd
title: Occurrence Download

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

 The dataset includes 23 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012173-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k29u6u
title: Occurrence Download

description: A dataset containing 87927 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "Year is 2023",
 "InstitutionCode is iNaturalist"
 ]
}

 The dataset includes 87927 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012161-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99t9eh
title: Occurrence Download

description: A dataset containing 7898 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Erithacus rubecula",
 "Year 1910-1955"
 ]
}

 The dataset includes 7898 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012174-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e8yaqd
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hydropotes inermis"
 ]
}

 The dataset includes 37 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012176-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4vk3gt
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stixis obtusifolia"
 ]
}

 The dataset includes 46 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012178-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15799447
title: Data for "The Response of Tropical Precipitation and Circulation to the Variance of Cloud-Radiative Effect"
DOI: 10.5281/zenodo.15799448
title: Data for "The Response of Tropical Precipitation and Circulation to the Variance of Cloud-Radiative Effect"