cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28766630
title: Sediment Aggregate Structure Regulates Nutrient Cycling and Plant–Microbe Interactions in the Water–Plant–Sediment Continuum

description: The growing impact of climate change, coupled with the widespread expansion of dam construction, has seriously disrupted the natural hydrological patterns of river-connected lakes. This disruption has led to the emergence of a novel phenomenon known as sediment hardening. This process alters the aggregate fraction of sediments, yet its potential effects on biogeochemical cycling within aquatic ecosystems remain largely unexplored and poorly understood. Here, we investigated how varying sediment aggregate sizes—large macroaggregates (LMA, &gt;2000 μm), small macroaggregates (SMA, 250–2000 μm), and microaggregates (MA, &lt;250 μm)—along with sediment hardening, affect nutrient bioavailability, microbial community structure, and growth of the submerged macrophyte Vallisneria natans. Our findings demonstrate significant aggregate-dependent differences: microaggregate-rich sediments promoted high nutrient release but created anoxic stress that limited plant growth, whereas sediments dominated by stable large macroaggregates restricted nutrient bioavailability, causing nutrient limitation. Intermediate-sized aggregates (SMA) provided optimal conditions, balancing nutrient release, oxygen availability, and microbial diversity, thus enhancing macrophyte growth and nutrient uptake. Aggregate fractions also shaped microbial communities, with SMA supporting the highest bacterial richness and most balanced nutrient cycling. Partial least squares path modeling indicated aggregate structure influenced porewater chemistry, microbial metabolism, and plant performance through interconnected direct and indirect pathways. This study highlights that sediment physical properties are crucial regulators of ecological functions in lake ecosystems. Strategic management of sediment structure could effectively enhance nutrient retention, microbial diversity, and macrophyte health, offering valuable insights for lake restoration and eutrophication control.
DOI: 10.6084/m9.figshare.28766630.v4
title: Sediment Aggregate Structure Regulates Nutrient Cycling and Plant–Microbe Interactions in the Water–Plant–Sediment Continuum

description: The growing impact of climate change, coupled with the widespread expansion of dam construction, has seriously disrupted the natural hydrological patterns of river-connected lakes. This disruption has led to the emergence of a novel phenomenon known as sediment hardening. This process alters the aggregate fraction of sediments, yet its potential effects on biogeochemical cycling within aquatic ecosystems remain largely unexplored and poorly understood. Here, we investigated how varying sediment aggregate sizes—large macroaggregates (LMA, &gt;2000 μm), small macroaggregates (SMA, 250–2000 μm), and microaggregates (MA, &lt;250 μm)—along with sediment hardening, affect nutrient bioavailability, microbial community structure, and growth of the submerged macrophyte Vallisneria natans. Our findings demonstrate significant aggregate-dependent differences: microaggregate-rich sediments promoted high nutrient release but created anoxic stress that limited plant growth, whereas sediments dominated by stable large macroaggregates restricted nutrient bioavailability, causing nutrient limitation. Intermediate-sized aggregates (SMA) provided optimal conditions, balancing nutrient release, oxygen availability, and microbial diversity, thus enhancing macrophyte growth and nutrient uptake. Aggregate fractions also shaped microbial communities, with SMA supporting the highest bacterial richness and most balanced nutrient cycling. Partial least squares path modeling indicated aggregate structure influenced porewater chemistry, microbial metabolism, and plant performance through interconnected direct and indirect pathways. This study highlights that sediment physical properties are crucial regulators of ecological functions in lake ecosystems. Strategic management of sediment structure could effectively enhance nutrient retention, microbial diversity, and macrophyte health, offering valuable insights for lake restoration and eutrophication control.
DOI: 10.6084/m9.figshare.28766630.v3
title: Sediment Aggregate Structure Regulates Nutrient Cycling and Plant–Microbe Interactions in the Water–Plant–Sediment Continuum

description: The growing impact of climate change, coupled with the widespread expansion of dam construction, has seriously disrupted the natural hydrological patterns of river-connected lakes. This disruption has led to the emergence of a novel phenomenon known as sediment hardening. This process alters the aggregate fraction of sediments, yet its potential effects on biogeochemical cycling within aquatic ecosystems remain largely unexplored and poorly understood. Here, we investigated how varying sediment aggregate sizes—large macroaggregates (LMA, &gt;2000 μm), small macroaggregates (SMA, 250–2000 μm), and microaggregates (MA, &lt;250 μm)—along with sediment hardening, affect nutrient bioavailability, microbial community structure, and growth of the submerged macrophyte Vallisneria natans. Our findings demonstrate significant aggregate-dependent differences: microaggregate-rich sediments promoted high nutrient release but created anoxic stress that limited plant growth, whereas sediments dominated by stable large macroaggregates restricted nutrient bioavailability, causing nutrient limitation. Intermediate-sized aggregates (SMA) provided optimal conditions, balancing nutrient release, oxygen availability, and microbial diversity, thus enhancing macrophyte growth and nutrient uptake. Aggregate fractions also shaped microbial communities, with SMA supporting the highest bacterial richness and most balanced nutrient cycling. Partial least squares path modeling indicated aggregate structure influenced porewater chemistry, microbial metabolism, and plant performance through interconnected direct and indirect pathways. This study highlights that sediment physical properties are crucial regulators of ecological functions in lake ecosystems. Strategic management of sediment structure could effectively enhance nutrient retention, microbial diversity, and macrophyte health, offering valuable insights for lake restoration and eutrophication control.
DOI: 10.15468/dl.q28dzf
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elaeagnus angustifolia",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 92 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002219-250710112747441/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.29528219.v1
title: External Self-Collected Dataset.zip

description: <b>Self-Collected EEG Dataset for Realistic Mental Arithmetic Workload Analysis</b>This dataset contains EEG recordings from <b>40 participants</b> engaged in mental arithmetic tasks, structured to simulate real-world workload conditions. In contrast to conventional lab-controlled EEG datasets, this collection deliberately includes a broad range of <b>physiological and environmental artifacts</b>, making it suitable for testing model robustness under noisy, real-life scenarios.Key Characteristics:<b>Noise Sources Captured</b>: ECG (cardiac activity), EMG (muscle movements), EOG (eye blinks/movements), respiratory artifacts, and power line interference.<b>Hardware Used</b>: EEG signals were acquired using the <b>KT88-3200 system</b> with <b>19 channels</b> at a <b>sampling rate of 200 Hz</b>.<b>Participant Background</b>: All participants had prior experience with dual-stage mental arithmetic protocols.Task and Recording Design:Each session lasted approximately <b>5 minutes</b>, with around <b>1-minute segments</b> extracted from early and late portions of the session for analysis.A <b>10-minute inter-task break</b> was included to introduce workload transitions.Each participant contributed around <b>35 minutes</b> of EEG data in total.<b>Session orders were randomized</b> to prevent bias from sequencing effects.File Naming Convention:Each EEG recording is provided in <b>EDF format</b>, named using the following structure:<code>"SubjectXX_Y.edf"</code><code>XX</code> – Participant number (e.g., <code>Subject00</code>, <code>Subject01</code>, ... <code>Subject39</code>)<code>Y</code> – Task condition:<code>0</code>: <b>No Workload (Resting State)</b><code>1</code>: <b>Workload – Bad Counter</b><code>2</code>: <b>Workload – Good Counter</b>This naming scheme allows easy identification of the subject and the workload level during each recording session.Applications:This dataset supports research in:EEG signal denoising and artifact rejectionWorkload classification and regression modelsEvaluation of brain–computer interface (BCI) algorithms in field conditionsReal-world cognitive workload monitoringBy combining structured task protocols with real-world noise variability, this dataset provides a practical benchmark for developing and validating EEG-based technologies outside controlled laboratory settings.
DOI: 10.15468/dl.fsbgbp
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhododendron rufescens"
 ]
}

 The dataset includes 178 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002220-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5fgkbs
title: Occurrence Download

description: A dataset containing 53217 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xanthium orientale"
 ]
}

 The dataset includes 53217 records from 923 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002168-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15861221
title: Finite 2D strain data and Zircon U-Pb geochronological data in Deokjeok, Soya, Ijak islands
DOI: 10.5281/zenodo.15861220
title: Finite 2D strain data and Zircon U-Pb geochronological data in Deokjeok, Soya, Ijak islands
DOI: 10.15468/dl.f9c6pe
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is one of (CHN.31_1, CHN.1_1, CHN.24_1, CHN.15_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Hydropotes inermis"
 ]
}

 The dataset includes 34 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002221-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/m06owk
title: Replication Data for: Italy, the EU–9, and the double-sided gap: A longitudinal analysis of mass-elite congruence on European integration (1979–2016)

description: The rise of constraining dissensus is widely regarded by scholars as a pivotal shift for European integration, highlighting an increasing gap between pro-European political elites and a more sceptical public. Italy emerges as a case of particular interest with regard to this phenomenon, as its longstanding pro-Europeanism eventually gave way to a major Eurosceptic turn during the 2010s. Despite the extensive literature on EU mass-elite congruence, the overall comparative longitudinal evidence on this opinion gap remains limited. To address this issue, the article uses a multi-level model for a mass-elite congruence analysis relying on data from eight surveys conducted between 1979 and 2016. Our findings provide innovative evidence of a double-sided gap: overall, political elites from pro-European parties are significantly more supportive of European integration than their voters, whereas the reverse holds true for Eurosceptics. However, this pattern does not hold for Italy, where a comparatively higher mass-elite alignment on European integration sets the country apart as an outlier within the broader European context.
description: Replication data and syntax (Stata) for the paper "Italy, the EU–9, and the double-sided gap: A longitudinal analysis of mass-elite congruence on European integration (1979–2016)"
DOI: 10.15468/dl.fvg4uv
title: Occurrence Download

description: A dataset containing 1000 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Broussonetia papyrifera",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1000 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002222-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15857115
title: MMTAD: A Multilingual, Multi-domain Textual Attribute Dataset

description: MMTAD DATASET

MMTAD is a dataset specifically curated for word-level textual attribute recognition in real-world documents. It comprises 1623 real-world document images—from legal notices and circulars to land records, legislative documents, textbooks and notary papers—captured under varied illumination, layouts, background textures, noise patterns, scanning artifacts and resolutions. It delivers 1,117,716 word-level annotations across eight languages (English, Hindi, Telugu, Marathi, Punjabi, Bengali, Spanish and others), labeling bold, italic, bold & italic, underline, strikeout and underline &strikeout alongside “normal” text. Overall MMTAD facilitates robust, multilingual, multi-domain detection of word-level text attributes—such as bold, italic, underline and strikeout—even under the noise and distortions typical of real-world document images.

Project Page Link : TexTAR
description: TEXTAR CHECKPOINTS

We provide two ready-to-use model checkpoints reflecting our two-stage training pipeline: the first, a pretrained checkpoint, has learned broad, generalizable text-attribute representations from large-scale data; the second, a finetuned checkpoint, has been further trained on MMTAD to specialize in accurate word-level recognition of bold, italic, underline, and strikeout across multiple languages and domains. For inference on new document images, you should load and run the finetuned checkpoint to obtain the best attribute-prediction performance.
DOI: 10.5281/zenodo.15857116
title: MMTAD: A Multilingual, Multi-domain Textual Attribute Dataset

description: MMTAD DATASET

MMTAD is a dataset specifically curated for word-level textual attribute recognition in real-world documents. It comprises 1623 real-world document images—from legal notices and circulars to land records, legislative documents, textbooks and notary papers—captured under varied illumination, layouts, background textures, noise patterns, scanning artifacts and resolutions. It delivers 1,117,716 word-level annotations across eight languages (English, Hindi, Telugu, Marathi, Punjabi, Bengali, Spanish and others), labeling bold, italic, bold & italic, underline, strikeout and underline &strikeout alongside “normal” text. Overall MMTAD facilitates robust, multilingual, multi-domain detection of word-level text attributes—such as bold, italic, underline and strikeout—even under the noise and distortions typical of real-world document images.

Project Page Link : TexTAR
description: TEXTAR CHECKPOINTS

We provide two ready-to-use model checkpoints reflecting our two-stage training pipeline: the first, a pretrained checkpoint, has learned broad, generalizable text-attribute representations from large-scale data; the second, a finetuned checkpoint, has been further trained on MMTAD to specialize in accurate word-level recognition of bold, italic, underline, and strikeout across multiple languages and domains. For inference on new document images, you should load and run the finetuned checkpoint to obtain the best attribute-prediction performance.
DOI: 10.5281/zenodo.14848965
title: Eyes as a Novel Target of Psychoactive Contaminants in Fish

description: Psychoactive drugs are pervasive in aquatic environments and can adversely affect aquatic life by acting on neurotransmitters, which are present in both humans and fish. Given the role of neurotransmitters in ocular functions, their alteration may impair vision. We exposed European perch to psychoactive drug mixtures under laboratory and natural conditions. Comprehensive analyses of drug accumulation in fish brains and eyes, along with changes in neurotransmitter levels, were conducted. Results showed that psychoactive drugs accumulated more in the eyes than in the brain, significantly altering neurotransmitter concentrations. This study suggests that focusing solely on behavioral endpoints and brain effects may be insufficient for risk assessment, as vision impairment due to ocular drug accumulation is also a concern.
DOI: 10.5281/zenodo.14848966
title: Eyes as a Novel Target of Psychoactive Contaminants in Fish

description: Psychoactive drugs are pervasive in aquatic environments and can adversely affect aquatic life by acting on neurotransmitters, which are present in both humans and fish. Given the role of neurotransmitters in ocular functions, their alteration may impair vision. We exposed European perch to psychoactive drug mixtures under laboratory and natural conditions. Comprehensive analyses of drug accumulation in fish brains and eyes, along with changes in neurotransmitter levels, were conducted. Results showed that psychoactive drugs accumulated more in the eyes than in the brain, significantly altering neurotransmitter concentrations. This study suggests that focusing solely on behavioral endpoints and brain effects may be insufficient for risk assessment, as vision impairment due to ocular drug accumulation is also a concern.
DOI: 10.34740/kaggle/dsv/12438142
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.6084/m9.figshare.29540633
title: Fig 6

description: Fig6. Single-Cell Analysis of HK2 and DTNA in Pancreatic Cancer
DOI: 10.6084/m9.figshare.29540633.v1
title: Fig 6

description: Fig6. Single-Cell Analysis of HK2 and DTNA in Pancreatic Cancer
DOI: 10.6084/m9.figshare.29540651
title: Fig 7

description: Fig7. Immunotherapy Response and Expression Patterns of HK2 and DTNA
DOI: 10.6084/m9.figshare.29540651.v1
title: Fig 7

description: Fig7. Immunotherapy Response and Expression Patterns of HK2 and DTNA
DOI: 10.6084/m9.figshare.29540663
title: Fig 8

description: Fig8. Forest plot of drug sensitivity analysis
DOI: 10.6084/m9.figshare.29540663.v1
title: Fig 8

description: Fig8. Forest plot of drug sensitivity analysis
DOI: 10.15468/dl.vthpxf
title: Occurrence Download

description: A dataset containing 2162 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is one of (China, Chinese Taipei)",
 "TaxonKey is Rattus norvegicus"
 ]
}

 The dataset includes 2162 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002224-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfkf8m
title: Occurrence Download

description: A dataset containing 54258 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oenothera glazioviana"
 ]
}

 The dataset includes 54258 records from 764 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002167-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dshvnw
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cotoneaster hodjingensis G.Klotz"
 ]
}

 The dataset includes 18 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0271116-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktwe75
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Decaneuropsis cumingiana (Benth.) H.Rob. & Skvarla"
 ]
}

 The dataset includes 461 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029404-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112052170
title: Baal Myth Fifth Tablet

description: [Text Description:] Baal enters underworld, his body is discovered, El and Anat mourn him ❧ [Text or Publication Number Note:] KTU 1.5; CTA 5; CAT 1.5; KTU2 1.5; CTU 1.5; RS 2.[022]; RS 3.[565] ❧ [Excavation Description:] Excavations at Ras Shamra 1930. Found in Library of the High Priest, p. t. 210-264, Acropolis, excavated by Claude F.-A. Schaeffer, Mission Archeologique Francaise. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet, 14.5 cm. X 15.6 cm., 6 fragments ❧ [Physical Object Note:] Grey clay, six columns, incomplete
DOI: 10.15468/dl.tg85uq
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is El Salvador",
 "Country is Guatemala",
 "Country is Belize",
 "Country is Honduras"
 ]
 },
 "TaxonKey is Zanthoxylum procerum Donn.Sm."
 ]
}

 The dataset includes 33 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0406791-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ces4m
title: Occurrence Download

description: A dataset containing 409 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acilepis saligna (DC.) H.Rob."
 ]
}

 The dataset includes 409 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029423-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112055252
title: Baal Myth Sixth Tablet

description: [Text Description:] Shapsh helps Anat recover Baal's corpse, Anat destroys Mot, Baal is restored and fights Mot ❧ [Text or Publication Number Note:] KTU 1.6; CTA 6; CAT 1.6; KTU2 1.6; CTU 1.6; RS 2.[009]; RS 5.155 ❧ [Excavation Description:] Excavations at Ras Shamra 1930. Found in Library of the High Priest, p. t. 210-264, Acropolis, excavated by Claude F.-A. Schaeffer, Mission Archeologique Francaise. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet, 26.5 cm. X 19.5 cm., 2 fragments ❧ [Physical Object Note:] Grey clay, six columns, incomplete
DOI: 10.15468/dl.z8x46t
title: Occurrence Download

description: A dataset containing 96947 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Miconia calvescens DC."
 ]
}

 The dataset includes 96947 records from 186 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235808-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.