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

description: A dataset containing 772325 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypochaeris radicata"
 ]
}

 The dataset includes 772325 records from 2857 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009939-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpkxb4
title: Occurrence Download

description: A dataset containing 286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Gracilaria vermiculophylla (Ohmi) Papenfuss"
 ]
}

 The dataset includes 286 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014531-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6mjksy
title: Occurrence Download

description: A dataset containing 56940904 species occurrences available in GBIF matching the query:
{
 "and" : [
 "FamilyKey is one of (Columbidae, Apidae, Colletidae, Crabronidae, Megachilidae, Halictidae, Heloridae)",
 "Continent is North America"
 ]
}

 The dataset includes 56940904 records from 801 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003273-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18217161
title: INSON RUHIYATINI AKS ETTIRUVCHI KONSEPTLAR VA ULARNING VOQELANISHI

description: Mazkur maqolada inson ruhiyatining murakkab tuzilmasini aks ettiruvchi asosiy psixologik konseptlar va ularning real hayotdagi voqelanish mexanizmlari kompleks tahlil qilinadi. Tadqiqotning asosiy maqsadi shaxs ruhiy jarayonlarini belgilovchi nazariy tushunchalarning amaliy namoyon bo‘lish shakllarini aniqlash va ularning inson xulq-atvori hamda ijtimoiy moslashuviga ta’sirini yoritishdan iborat. Tadqiqot jarayonida identiklik (o‘zlikni anglash), ong va ong osti jarayonlari, emotsional holatlar, motivatsiya tizimi hamda psixologik travma kabi konseptlar zamonaviy psixologiya va gumanitar fanlar nuqtai nazaridan tahlil qilindi. Metodologik jihatdan maqola sifat tahliliga asoslanib, psixoanalitik, gumanistik va kognitiv yondashuvlar integratsiyasiga tayandi. Ilmiy adabiyotlar tahlili, taqqoslash va kuzatuv metodlari yordamida konseptlarning shaxsiy tajriba va ijtimoiy muhit bilan o‘zaro aloqasi ochib berildi. Tadqiqot natijalari shuni ko‘rsatadiki, inson ruhiyatini ifodalovchi konseptlar statik emas, balki dinamik xarakterga ega bo‘lib, hayotiy vaziyatlar, madaniy omillar va individual tajribalar ta’sirida doimiy ravishda shakllanib boradi.

Maqolada olingan xulosalar inson ruhiyatini chuqurroq anglash, psixologik salomatlikni mustahkamlash hamda ta’lim, psixologik maslahat va ijtimoiy amaliyotlarda konseptual yondashuvdan samarali foydalanish imkoniyatlarini kengaytiradi. Tadqiqot natijalari psixologiya, falsafa va ijtimoiy fanlar doirasida nazariy va amaliy ahamiyatga ega.
DOI: 10.5281/zenodo.18217160
title: INSON RUHIYATINI AKS ETTIRUVCHI KONSEPTLAR VA ULARNING VOQELANISHI

description: Mazkur maqolada inson ruhiyatining murakkab tuzilmasini aks ettiruvchi asosiy psixologik konseptlar va ularning real hayotdagi voqelanish mexanizmlari kompleks tahlil qilinadi. Tadqiqotning asosiy maqsadi shaxs ruhiy jarayonlarini belgilovchi nazariy tushunchalarning amaliy namoyon bo‘lish shakllarini aniqlash va ularning inson xulq-atvori hamda ijtimoiy moslashuviga ta’sirini yoritishdan iborat. Tadqiqot jarayonida identiklik (o‘zlikni anglash), ong va ong osti jarayonlari, emotsional holatlar, motivatsiya tizimi hamda psixologik travma kabi konseptlar zamonaviy psixologiya va gumanitar fanlar nuqtai nazaridan tahlil qilindi. Metodologik jihatdan maqola sifat tahliliga asoslanib, psixoanalitik, gumanistik va kognitiv yondashuvlar integratsiyasiga tayandi. Ilmiy adabiyotlar tahlili, taqqoslash va kuzatuv metodlari yordamida konseptlarning shaxsiy tajriba va ijtimoiy muhit bilan o‘zaro aloqasi ochib berildi. Tadqiqot natijalari shuni ko‘rsatadiki, inson ruhiyatini ifodalovchi konseptlar statik emas, balki dinamik xarakterga ega bo‘lib, hayotiy vaziyatlar, madaniy omillar va individual tajribalar ta’sirida doimiy ravishda shakllanib boradi.

Maqolada olingan xulosalar inson ruhiyatini chuqurroq anglash, psixologik salomatlikni mustahkamlash hamda ta’lim, psixologik maslahat va ijtimoiy amaliyotlarda konseptual yondashuvdan samarali foydalanish imkoniyatlarini kengaytiradi. Tadqiqot natijalari psixologiya, falsafa va ijtimoiy fanlar doirasida nazariy va amaliy ahamiyatga ega.
DOI: 10.57760/sciencedb.26867
title: A Dataset of Land Use Type in the Yellow River Delta (1976-2024)
title: 1976-2024年黄河三角洲土地利用类型数据集

description: This dataset is primarily based on 11 temporal phases of Landsat satellite imagery from 1976 to 2024, supplemented with high-resolution imagery and ground-truth survey data. An object-oriented approach was employed to interpret and classify land use types in the Yellow River Delta. The results indicate that the land use classification achieved an overall accuracy exceeding 80%, with Kappa coefficients greater than 0.8. The classification outcomes were further refined and manually corrected, ultimately resulting in a long-term vector dataset of land use for the Yellow River Delta spanning 1976–2024. 
description: This dataset is primarily based on 11 temporal phases of Landsat satellite imagery from 1976 to 2024, supplemented with high-resolution imagery and ground-truth survey data. An object-oriented approach was employed to interpret and classify land use types in the Yellow River Delta. The results indicate that the land use classification achieved an overall accuracy exceeding 80%, with Kappa coefficients greater than 0.8. The classification outcomes were further refined and manually corrected, ultimately resulting in a long-term vector dataset of land use for the Yellow River Delta spanning 1976–2024.
DOI: 10.5281/zenodo.15779082
title: Quantum phase transition driven by competing intralayer and interlayer hopping in bilayer nickelates

description: Data for all the figures in the main text.
DOI: 10.5281/zenodo.18143441
title: Quantum phase transition driven by competing intralayer and interlayer hopping in bilayer nickelates

description: Data for all the figures in the main text.
DOI: 10.6084/m9.figshare.31045862
title: Risk of recurrent preterm premature rupture of membrane in subsequent pregnancy: a systematic review and meta-analysis

description: Preterm prelabor rupture of membranes (PPROMs) is associated with high rates of neonatal mortality and morbidity. We aimed to review evidence on the risk of recurrent PPROM and preterm birth (PTB) in women with a history of PPROM in prior pregnancy. PubMed, Embase, Scopus, and Web of Science databases were searched up to 26 August 2025, for studies reporting the recurrent risk of PPROM and/or PTB in the subsequent pregnancy. Pooled estimates with 95% confidence intervals (CIs) were calculated in the DerSimonian–Laird random-effects meta-analysis model. Nine studies were included. Pooled analysis showed that the overall risk of recurrent PPROM in women was 18% (95% CI: 12–25%). Inter-study heterogeneity was high (<i>I</i><sup>2</sup> = 93%). On leave-one-out meta-analysis, the recurrence rate varied from 16% (95% CI: 11–22%) to 20% (95% CI: 14–27%). The risk of PTB when defined as &lt;37 weeks was 34% (95% CI: 22–59%), while the risk was 23% (95% CI: 12–39%) and 20% (95% CI: 9–38%) when PTB was defined as &lt;34 and &lt;28 weeks, respectively. Subgroup analysis based on the definition of PPROM and location resulted in varied estimates. Women with PPROM in the prior pregnancy have a high risk of recurrence of PPROM as well as PTB.
DOI: 10.6084/m9.figshare.31045862.v1
title: Risk of recurrent preterm premature rupture of membrane in subsequent pregnancy: a systematic review and meta-analysis

description: Preterm prelabor rupture of membranes (PPROMs) is associated with high rates of neonatal mortality and morbidity. We aimed to review evidence on the risk of recurrent PPROM and preterm birth (PTB) in women with a history of PPROM in prior pregnancy. PubMed, Embase, Scopus, and Web of Science databases were searched up to 26 August 2025, for studies reporting the recurrent risk of PPROM and/or PTB in the subsequent pregnancy. Pooled estimates with 95% confidence intervals (CIs) were calculated in the DerSimonian–Laird random-effects meta-analysis model. Nine studies were included. Pooled analysis showed that the overall risk of recurrent PPROM in women was 18% (95% CI: 12–25%). Inter-study heterogeneity was high (<i>I</i><sup>2</sup> = 93%). On leave-one-out meta-analysis, the recurrence rate varied from 16% (95% CI: 11–22%) to 20% (95% CI: 14–27%). The risk of PTB when defined as &lt;37 weeks was 34% (95% CI: 22–59%), while the risk was 23% (95% CI: 12–39%) and 20% (95% CI: 9–38%) when PTB was defined as &lt;34 and &lt;28 weeks, respectively. Subgroup analysis based on the definition of PPROM and location resulted in varied estimates. Women with PPROM in the prior pregnancy have a high risk of recurrence of PPROM as well as PTB.
DOI: 10.15468/dl.7cqpq7
title: Occurrence Download

description: A dataset containing 582 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Macrocystis angustifolia"
 ]
}

 The dataset includes 582 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003285-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2fz7f
title: Occurrence Download

description: A dataset listing the 3 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mystus vittatus"
 ]
}

 The dataset's 3 records were derived from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003282-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yqeuu2
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ottelia acuminata",
 "Year 1950-2026"
 ]
}

 The dataset includes 58 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003286-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.35245
title: Supplementary Data for Sex-Biased Gene Expression Evolution in Salicaceae
title: Supplementary Data for Sex-Biased Gene Expression Evolution in Salicaceae

description: Supplementary data to “The evolution of sexually dimorphic expression in Salicaceae with repeated sex chromosome turnovers”
description: Supplementary data to “The evolution of sexually dimorphic expression in Salicaceae with repeated sex chromosome turnovers”
DOI: 10.57760/sciencedb.29663
title: Multi-scenario video, rPPG, and blood volume pulse multimodal dataset(ZJXU-MOTION)
title: 多场景视频、rPPG、血容量脉冲多模态数据集(ZJXU-MOTION)

description: ZJXU-MOTION designed variables such as motion and lighting, creating an uncompressed high-bitrate dataset that provides rich resources for video compression encoding research and training deep learning methods for rPPG, especially in motion scenarios. This dataset includes RGB video, infrared video, BVP signals, and ECG signals.
description: ZJXU-MOTION designed variables such as motion and lighting, creating an uncompressed high-bitrate dataset that provides rich resources for video compression encoding research and training deep learning methods for rPPG, especially in motion scenarios. This dataset includes RGB video, infrared video, BVP signals, and ECG signals.
DOI: 10.5281/zenodo.18217080
title: DATASET for
DOI: 10.5281/zenodo.18217081
title: DATASET for
DOI: 10.15468/dl.eytxzp
title: Occurrence Download

description: A dataset containing 667 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "VerbatimScientificName is Gossypium barbadense L."
 ]
}

 The dataset includes 667 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003287-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57891/j0vh-5g31
title: The MeerKAT Pulsar Timing Array 4.5 year data release and related materials

description: This data accompanies the Monthly Notices of the Royal Astronomical Society publication of the papers: “The MeerKAT Pulsar Timing Array: The 4.5-year data release and the noise and stochastic signals of the millisecond pulsar population”, “The MeerKAT Pulsar Timing Array: The first search for gravitational waves with the MeerKAT radio telescope”, and “The MeerKAT Pulsar Timing Array: Maps of the gravitational-wave sky with the 4.5 year data release”.

Included in this data release is 4.5 years of data collected as part of the MeerKAT Pulsar Timing Array, using the MeerKAT radio telescope located in the Great Karoo region of South Africa.

Specifically, this contains:
* The pulsar archives produced by the data processing pipeline that have been used for this data release in PSRFITS file format.
* Sub-banded arrival times, measured at 32 frequencies across the MeerKAT L-band receiver.
* The ephemerides of the pulsars in a TEMPO2 readable format.
* Templates used for measuring the corresponding arrival times. These are frequency resolved portraits across 32 channels that were constructed for more accurate timing.

In addition, short videos accompanying “The MeerKAT Pulsar Timing Array: Maps of the gravitational-wave sky with the 4.5 year data release” are also included.

These videos represent:

Visualisations of the clean map 𝑆/𝑁 across the sky of the simulated white noise + gravitational-wave background dataset moving through different regularisation cut-offs. The video in the first frequency bin (7nHz) corresponds to Fig. C1 in Grunthal & Nathan et al., 2024. We also provide the 2nd (14nHz) and 3rd (21nHz) frequency bins.
GWB_snr_fbin1.mp4
GWB_snr_fbin2.mp4
GWB_snr_fbin3.mp4

Visualisations of the clean map 𝑆/𝑁 across the sky of a simulated point source (continuous wave) signal dataset moving through regularisation cut-offs. The video in the first frequency bin (7nHz) corresponds to Fig. C2 in Grunthal & Nathan et al., 2024. We also provide the 2nd (14nHz) and 3rd (21nHz) frequency bins.
CGW_snr_fbin1.mp4
CGW_snr_fbin2.mp4
CGW_snr_fbin3.mp4

Visualisations of the clean map 𝑆/𝑁 measured by the MPTA across the sky moving through regularisation cut-offs. The video in the first frequency bin (7nHz) corresponds to Fig. C4 in Grunthal & Nathan et al., 2024. We also provide the 2nd (14nHz) and 3rd (21nHz) frequency bins.
full_snr_fbin1.mp4
full_snr_fbin2.mp4
full_snr_fbin3.mp4
DOI: 10.5281/zenodo.18217212
title: Tool Registry for Digital Humanities

description: Weekly snapshot of the Tool Registry for Digital Humanities from Wikidata. Data is being downloaded through a combination of SPARQL queries and API calls and serialised as Turtle and JSON-LD.
DOI: 10.15468/dl.t9appy
title: Occurrence Download

description: A dataset containing 287 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notopterygium incisum"
 ]
}

 The dataset includes 287 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003288-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ghah6
title: Occurrence Download

description: A dataset containing 2704 species occurrences available in GBIF matching the query:
{
 "and" : [
 "License is CC-BY 4.0",
 "OccurrenceStatus is Present",
 "TaxonKey is Opuntia ficus-indica",
 "Year 2020-2026"
 ]
}

 The dataset includes 2704 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003290-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15837897
title: Cell-Type Resolved Protein Atlas of Brain Lysosomes Identifies SLC45A1-Associated Disease as a Lysosomal Disorder_FIRE-pHLy_mFTP1/mCherry_SH-SY5Y_Ghoochani A, Heiby J, et al,. 2025
DOI: 10.5281/zenodo.15837898
title: Cell-Type Resolved Protein Atlas of Brain Lysosomes Identifies SLC45A1-Associated Disease as a Lysosomal Disorder_FIRE-pHLy_mFTP1/mCherry_SH-SY5Y_Ghoochani A, Heiby J, et al,. 2025
DOI: 10.21227/svzp-pz32
title: "credential_Dataset_with_fraud_label"

description: "This dataset is a simulated fraud authentication dataset designed to model caller verification in an Interactive Voice Response (IVR) customer service system. It contains 10 credential column (A-J) and a label column (is_fraud).This dataset is useful for studying fraud detection, authentication strategies, and machine learning models that can distinguish between legitimate customers and fraudsters based on their credential response."
DOI: 10.15468/go7wfk
title: Lichen Herbarium (H): Lichenes Fennoscandiae orientalis

description: Lichenes Fennoscandiae orientalis (East Fennoscandian lichen collections) is part of the lichen collections of the Finnish Museum of Natural History. It contains lichen specimens from Finland and Russian Fennoscandia (Republic of Karelia, Murmansk Region and parts of Leningrad and Arkhangelsk Regions). The families Cladoniaceae, Parmeliaceae, Peltigeraceae and Verrucariaceae are especially well represented. Type specimens are being digitized and transferred into a separate Lichen type collection.
DOI: 10.5281/zenodo.18217137
title: A Dataset with Peudo Labels for Cervical Segmentation in Fetal Ultrasound Grand Challenge (ISBI 2025)

description: Tran et al. adopts a human-in-the-loop semi-supervised framework for cervical ultrasound image segmentation based on a U-Net architecture. The model is initially trained on a small labeled set of 50 images using a combination of Dice and cross-entropy (CE) losses. Pseudo-labels for the unlabeled data are then generated and iteratively refined by expert annotators using Label Studio, with particular emphasis on correcting major segmentation errors such as disconnected regions and inaccurate boundaries. These refined masks are progressively incorporated into the training set over multiple iterations, resulting in continuous performance improvement. In addition, all source code used for pseudo-label generation, together with the pseudo-labels produced at each refinement stage, has been publicly released to support reproducibility and further research.

Tran, Nam-Khanh, et al. "Human-in-the-Loop Semi-Supervised Uterine Cervix Ultrasound Image Segmentation." 2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI). IEEE, 2025.

Jieyun Bai et al. "FUGC: Benchmarking Semi-Supervised Learning Methods for Cervical Segmentation" 2026 IEEE TMI
DOI: 10.5281/zenodo.18217136
title: A Dataset with Peudo Labels for Cervical Segmentation in Fetal Ultrasound Grand Challenge (ISBI 2025)

description: Tran et al. adopts a human-in-the-loop semi-supervised framework for cervical ultrasound image segmentation based on a U-Net architecture. The model is initially trained on a small labeled set of 50 images using a combination of Dice and cross-entropy (CE) losses. Pseudo-labels for the unlabeled data are then generated and iteratively refined by expert annotators using Label Studio, with particular emphasis on correcting major segmentation errors such as disconnected regions and inaccurate boundaries. These refined masks are progressively incorporated into the training set over multiple iterations, resulting in continuous performance improvement. In addition, all source code used for pseudo-label generation, together with the pseudo-labels produced at each refinement stage, has been publicly released to support reproducibility and further research.

Tran, Nam-Khanh, et al. "Human-in-the-Loop Semi-Supervised Uterine Cervix Ultrasound Image Segmentation." 2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI). IEEE, 2025.

Jieyun Bai et al. "FUGC: Benchmarking Semi-Supervised Learning Methods for Cervical Segmentation" 2026 IEEE TMI
DOI: 10.17909/p3z5-n479
title: Data used in the paper "Cold Gas Infall onto A Brightest Group Galaxy via A Gas-Rich Minor Merger"

description: HST and JWST imaging data used in the paper "Cold Gas Infall onto A Brightest Group Galaxy via A Gas-Rich Minor Merger"
DOI: 10.5519/qd.g0yksyov
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.15468/dl.sy4yue
title: Occurrence Download

description: A dataset containing 30460 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Fulica atra"
 ]
}

 The dataset includes 30460 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003291-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ujuaxm
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Naemorhedus baileyi, Capricornis thar)"
 ]
}

 The dataset includes 8 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003292-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mtj8r8
title: Occurrence Download

description: A dataset listing the 3 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mystus cavasius"
 ]
}

 The dataset's 3 records were derived from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003289-260108223611665/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/14469455
title: Ethereum Price Data Binance API (2017–Now)
DOI: 10.15468/dl.reqk73
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "Geometry POLYGON((-100.0223 21.55716,-101.08906 15.17717,-87.15975 11.77178,-85.78528 21.98797,-100.0223 21.55716))",
 "OccurrenceStatus is Present",
 "TaxonKey is Vieja guttulata"
 ]
}

 The dataset includes 32 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003294-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21979/n9/dreqkd
title: Replication Data for: Dual Downsample Vision Transformer for Handwritten Text Recognition (ICDAR2025)

description: Replication Data for: Dual Downsample Vision Transformer for Handwritten Text Recognition (ICDAR2025) to uncompress: cat lines_recognition_part_* | tar --zstd -xvf -