cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3py6z5
title: Occurrence Download

description: A dataset containing 5081925 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Motacilla alba Linnaeus, 1758)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 5081925 records from 5263 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017644-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18369999
title: DIGITAL HEALTH TRANSFORMATION IN RESOURCE-LIMITED SETTINGS

description: The adoption of digital health technologies has significantly improved healthcare delivery worldwide, yet resource-limited settings face unique challenges in implementing these innovations. This study explores the transformation of healthcare through digital tools such as telemedicine, electronic health records, mobile health applications, and connected medical devices in low-resource environments. Key barriers identified include limited infrastructure, high implementation costs, lack of trained personnel, and connectivity issues. Despite these challenges, evidence suggests that appropriately designed digital health interventions can enhance access to care, improve patient monitoring, support clinical decision-making, and strengthen health system efficiency. The annotation underscores the importance of context-specific strategies, capacity-building, and sustainable policies to maximize the benefits of digital health transformation in under-resourced regions.
DOI: 10.5281/zenodo.18369998
title: DIGITAL HEALTH TRANSFORMATION IN RESOURCE-LIMITED SETTINGS

description: The adoption of digital health technologies has significantly improved healthcare delivery worldwide, yet resource-limited settings face unique challenges in implementing these innovations. This study explores the transformation of healthcare through digital tools such as telemedicine, electronic health records, mobile health applications, and connected medical devices in low-resource environments. Key barriers identified include limited infrastructure, high implementation costs, lack of trained personnel, and connectivity issues. Despite these challenges, evidence suggests that appropriately designed digital health interventions can enhance access to care, improve patient monitoring, support clinical decision-making, and strengthen health system efficiency. The annotation underscores the importance of context-specific strategies, capacity-building, and sustainable policies to maximize the benefits of digital health transformation in under-resourced regions.
DOI: 10.21227/2ybw-rt36
title: "A Multi-Class Electroencephalography Dataset for Imagined Speech Decoding."

description: "This dataset contains 32-channel electroencephalography (EEG) recordings acquired for multi-class imagined speech decoding using a structured and controlled experimental protocol. Data were collected from ten male participants at the Biomedical Instrumentation Laboratory, Indian Institute of Technology (IIT) Roorkee. Following standard preparation procedures including informed consent, EEG cap placement, and system calibration participants performed tasks across three linguistic categories: vowels, words, and sentences.The signals were recorded using an Emotive Epoch Flex system at a sampling frequency of 128 Hz. The experimental design involved eight distinct stimuli: the vowels \"a\" and \"i\u201d; the words \"water,\" \"sleep,\" \"fine,\" and \"problem\u201d; and the sentences \"I am fine.\" and \"I have problem.\". Each trial followed a fixed temporal structure consisting of a 3-second stimulus presentation, a 4-second imagined speech interval where participants silently imagined articulating the stimulus and a 2-second relaxation phase.To ensure a robust sample size for machine learning and deep learning models, each stimulus was repeated across 60 trials per participant. The raw signals were preprocessed with a 50 Hz notch filter and a 0.1\u201364 Hz bandpass filter to mitigate noise while preserving physiological intent. The dataset is organized hierarchically and provided in MATLAB (.mat) format, enabling reproducible research in signal processing, machine learning, and brain\u2013computer interface (BCI) studies focused on imagined speech."
DOI: 10.15468/dl.mmbwda
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quintinia oreophila",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 30 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011209-260120142942310/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/14606730
title: Quantum Encoded Features for Chest X-Ray Images
DOI: 10.7910/dvn/2ljada
title: Struct-BB: Original, Annotated and Segmented Dataset of Exposed Reinforcement in Bridges and Buildings

description: This Struct-BB Dataset, compiled from real inspection photographs of reinforced concrete bridges and buildings displaying exposed reinforcement. The dataset addresses the scarcity of publicly available segmentation data focused on exposed reinforcement-related pathology, a recurrent damage in concrete structures and an important indicator of structural vulnerability. A total of 64 images were collected during inspections in the Federal District, Brazil, as only these clearly show exposed reinforcement. These images capture real-world variations in illumination, texture, geometry, and pathological features. Each image includes a YOLO segmentation annotation, generated using Trainable Weka Segmentation (Fiji/ImageJ) and manually refined, then converted into polygon-based YOLO files.
DOI: 10.34740/kaggle/dsv/14616865
title: US Congress Members
DOI: 10.15468/dl.m6n49y
title: Occurrence Download

description: A dataset containing 274 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quintinia verdonii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 274 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011210-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d3j9zb
title: Occurrence Download

description: A dataset containing 440 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Homo erectus"
 ]
}

 The dataset includes 440 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011211-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9bsd57
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphenostemon pachycladus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 100 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011212-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5nxe64
title: Occurrence Download

description: A dataset containing 9458 records in GBIF matching the query:
SELECT
 '422' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 37.42857426825602
 AND decimalLatitude &lt;= 41.89415215079384
 AND decimalLongitude &gt;= 109.37183140870387
 AND decimalLongitude &lt;= 119.88149504725064
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 9458 records were derived from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011206-260120142942310/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/14616904
title: Market Prices of Commodities in South Tangerang
DOI: 10.7910/dvn/v9wqfx
title: Replication Material for "Determinants of Components of Military Spending"

description: Replication Material for "Determinants of Components of Military Spending"
DOI: 10.15468/dl.nu99gt
title: Occurrence Download

description: A dataset containing 478 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Aotus lemurinus"
 ]
}

 The dataset includes 478 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011213-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18370090
title: anas_andium_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18370091
title: anas_andium_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18370053
title: TELEMEDICINE TRAINING PROGRAMS FOR FUTURE HEALTHCARE PROFESSIONALS

description: The increasing use of telemedicine in healthcare systems requires targeted training programs for future healthcare professionals. Telemedicine education equips medical and allied health students with essential competencies for delivering remote, technology-supported care. This abstract highlights the key components of telemedicine training, including virtual communication skills, remote patient assessment, clinical decision-making, and ethical, legal, and data security considerations. Experiential learning methods such as simulations and virtual consultations are emphasized as effective approaches for skill development. Integrating telemedicine training into healthcare curricula enhances professional readiness, improves access to care, and supports healthcare delivery in underserved and remote settings. The abstract concludes that structured and standardized telemedicine training programs are critical for preparing a digitally competent healthcare workforce and ensuring the effective integration of telemedicine into modern clinical practice.
DOI: 10.5281/zenodo.18370052
title: TELEMEDICINE TRAINING PROGRAMS FOR FUTURE HEALTHCARE PROFESSIONALS

description: The increasing use of telemedicine in healthcare systems requires targeted training programs for future healthcare professionals. Telemedicine education equips medical and allied health students with essential competencies for delivering remote, technology-supported care. This abstract highlights the key components of telemedicine training, including virtual communication skills, remote patient assessment, clinical decision-making, and ethical, legal, and data security considerations. Experiential learning methods such as simulations and virtual consultations are emphasized as effective approaches for skill development. Integrating telemedicine training into healthcare curricula enhances professional readiness, improves access to care, and supports healthcare delivery in underserved and remote settings. The abstract concludes that structured and standardized telemedicine training programs are critical for preparing a digitally competent healthcare workforce and ensuring the effective integration of telemedicine into modern clinical practice.
DOI: 10.15468/dl.x64pfa
title: Occurrence Download

description: A dataset containing 2911 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ilex aquifolium",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2911 records from 243 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011214-260120142942310/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/14616913
title: Booru.org Top Leaderboard
DOI: 10.15468/dl.3tth3b
title: Occurrence Download

description: A dataset containing 1634 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ilex paraguariensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1634 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011216-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17301044
title: Global monthly precipitation isotope dataset, 1947–2024
DOI: 10.5281/zenodo.17301045
title: Global monthly precipitation isotope dataset, 1947–2024
DOI: 10.5281/zenodo.17337279
title: Global daily precipitation isotope dataset, 1947–2024
DOI: 10.5281/zenodo.17337278
title: Global daily precipitation isotope dataset, 1947–2024
DOI: 10.13140/rg.2.2.28606.34881
title: phase3 strict tilt 20260125 234442.tar
DOI: 10.5281/zenodo.17345317
title: Global climatology, monthly, daily precipitation isotope dataset, 1947–2024
DOI: 10.5281/zenodo.18309766
title: Global climatology, monthly, daily precipitation isotope dataset, 1947–2024
DOI: 10.15468/dl.xvrw47
title: Occurrence Download

description: A dataset containing 1053 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ilex vomitoria",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1053 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011217-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9gvzrd
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Romania",
 "TaxonKey is Meles meles"
 ]
}

 The dataset includes 273 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011218-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18370128
title: RealLife_GeneExpression; Simulated_HighDim_Logistic; Simulated_RD_RZIC_MultiSample
DOI: 10.5281/zenodo.18360004
title: RealLife_GeneExpression; Simulated_HighDim_Logistic; Simulated_RD_RZIC_MultiSample
DOI: 10.5281/zenodo.18370026
title: Food Delivery Dataset from India for Delivery Time Prediction
DOI: 10.5281/zenodo.18370027
title: Food Delivery Dataset from India for Delivery Time Prediction
DOI: 10.5281/zenodo.18370108
title: MOBILE HEALTH APPLICATIONS AS EDUCATIONAL TOOLS IN CLINICAL TRAINING

description: The increasing use of telemedicine in healthcare systems requires targeted training programs for future healthcare professionals. Telemedicine education equips medical and allied health students with essential competencies for delivering remote, technology-supported care. This abstract highlights the key components of telemedicine training, including virtual communication skills, remote patient assessment, clinical decision-making, and ethical, legal, and data security considerations. Experiential learning methods such as simulations and virtual consultations are emphasized as effective approaches for skill development. Integrating telemedicine training into healthcare curricula enhances professional readiness, improves access to care, and supports healthcare delivery in underserved and remote settings. The abstract concludes that structured and standardized telemedicine training programs are critical for preparing a digitally competent healthcare workforce and ensuring the effective integration of telemedicine into modern clinical practice.
DOI: 10.5281/zenodo.18370109
title: MOBILE HEALTH APPLICATIONS AS EDUCATIONAL TOOLS IN CLINICAL TRAINING

description: The increasing use of telemedicine in healthcare systems requires targeted training programs for future healthcare professionals. Telemedicine education equips medical and allied health students with essential competencies for delivering remote, technology-supported care. This abstract highlights the key components of telemedicine training, including virtual communication skills, remote patient assessment, clinical decision-making, and ethical, legal, and data security considerations. Experiential learning methods such as simulations and virtual consultations are emphasized as effective approaches for skill development. Integrating telemedicine training into healthcare curricula enhances professional readiness, improves access to care, and supports healthcare delivery in underserved and remote settings. The abstract concludes that structured and standardized telemedicine training programs are critical for preparing a digitally competent healthcare workforce and ensuring the effective integration of telemedicine into modern clinical practice.
DOI: 10.15468/dl.nswbgk
title: Occurrence Download

description: A dataset containing 5609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helwingia japonica",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 5609 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011219-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qer8u9
title: Occurrence Download

description: A dataset containing 2188395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "TaxonKey is one of (, Elasmobranchii, Holocephali, Myxini, Petromyzonti)"
 ]
}

 The dataset includes 2188395 records from 390 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011207-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qs56cc
title: Occurrence Download

description: A dataset containing 9710 records in GBIF matching the query:
SELECT
 '423' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 37.42857426825602
 AND decimalLatitude &lt;= 41.89415215079384
 AND decimalLongitude &gt;= 115.12824358810933
 AND decimalLongitude &lt;= 125.87556979961315
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 9710 records were derived from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011215-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25qdwn
title: Occurrence Download

description: A dataset containing 689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phyllonoma laticuspis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 689 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011220-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18370143
title: Nutqiy rivojlanishida  orqada qolayotgan bolalar bilan  logopedik ishni tashkil etish

description: Mazkur maqolada nutqiy rivojlanishida orqada qolayotgan bolalar bilan olib boriladigan logopedik ishning mazmuni, shakl va metodlari yoritilgan. Tadqiqotning asosiy maqsadi nutq nuqsonlariga ega bolalarda nutqiy faoliyatni rivojlantirishda samarali logopedik yondashuvlarni aniqlashdan iborat. Tadqiqot davomida kuzatish, suhbat, diagnostik testlar va tajriba-sinov metodlaridan foydalanildi. Natijalar shuni ko‘rsatdiki, tizimli va individual yondashuv asosida olib borilgan logopedik mashg‘ulotlar bolalarning fonematik idroki, lug‘at boyligi va bog‘lanishli nutqini sezilarli darajada yaxshilaydi.
DOI: 10.5281/zenodo.18370142
title: Nutqiy rivojlanishida  orqada qolayotgan bolalar bilan  logopedik ishni tashkil etish

description: Mazkur maqolada nutqiy rivojlanishida orqada qolayotgan bolalar bilan olib boriladigan logopedik ishning mazmuni, shakl va metodlari yoritilgan. Tadqiqotning asosiy maqsadi nutq nuqsonlariga ega bolalarda nutqiy faoliyatni rivojlantirishda samarali logopedik yondashuvlarni aniqlashdan iborat. Tadqiqot davomida kuzatish, suhbat, diagnostik testlar va tajriba-sinov metodlaridan foydalanildi. Natijalar shuni ko‘rsatdiki, tizimli va individual yondashuv asosida olib borilgan logopedik mashg‘ulotlar bolalarning fonematik idroki, lug‘at boyligi va bog‘lanishli nutqini sezilarli darajada yaxshilaydi.
DOI: 10.15468/dl.53zdp8
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Toxostoma guttatum"
 ]
}

 The dataset includes 186 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011221-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18370007
title: anas_albogularis_contaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18370006
title: anas_albogularis_contaminated_FSCR.fasta.gz
DOI: 10.15468/dl.teyhbk
title: Occurrence Download

description: A dataset containing 201586 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepomis gibbosus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 201586 records from 564 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011204-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/2usium
title: Waste Models

description: Shadow figures modeling used and discarded face masks found scattered on the ground and on plants during the pandemic of the early '20s.
description: 1. Emoji metadata indicate the outdoor weather conditions and the moon phase at the time of each shadow figure's making.<br>
2. All masks modeled as found.<br>