cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jgp2pe
title: Occurrence Download

description: A dataset containing 412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senna martiana",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 412 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005211-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9mckhpcdjw
title: Active transcription in the vascular bed characterizes rapid progression in idiopathic pulmonary fibrosis

description: Idiopathic Pulmonary Fibrosis (IPF) is the most common manifestation of interstitial lung disease (ILD), with a median survival of 3-5 years after diagnosis. IPF is characterized by progressive fibrosis with the development of fibroblastic foci in the interstitium. Despite the short median survival, there is a striking variance in the clinical course of IPF, but the underlying biological mechanisms remain poorly understood.
Here we used spatial transcriptomic analysis of IPF patients characterized as stable or rapid progressors (based on their decline in lung function and loss of forced vital capacity (FVC)), terminal-stage IPF subjects delineated for transplant, and 3 non IPF normal lung tissues (Clear margins from excision for pulmonary hamartoma). We investigated the presence of key transcriptional signatures using spatial transcriptomics (2). Briefly, sequential cuts of lung biopsies were stained with Trichrome, H&E, and immunofluorescently labeled to identify nuclei, fibroblasts (alpha smooth muscle actin, aSMA), and the vascular bed (CD31). Using a combination H&E and immunofluorescent staining, regions of interests (ROIs) were selected for transcriptional analysis.
This study suggests a key role of the vascular bed in the progression of IPF, warranting further investigations. These data highlight distinct pathways of crosstalk between the fibroblasts and the vascular bed, which could prove central to the pathophysiology of the disease.
DOI: 10.17632/9mckhpcdjw.1
title: Active transcription in the vascular bed characterizes rapid progression in idiopathic pulmonary fibrosis

description: Idiopathic Pulmonary Fibrosis (IPF) is the most common manifestation of interstitial lung disease (ILD), with a median survival of 3-5 years after diagnosis. IPF is characterized by progressive fibrosis with the development of fibroblastic foci in the interstitium. Despite the short median survival, there is a striking variance in the clinical course of IPF, but the underlying biological mechanisms remain poorly understood.
Here we used spatial transcriptomic analysis of IPF patients characterized as stable or rapid progressors (based on their decline in lung function and loss of forced vital capacity (FVC)), terminal-stage IPF subjects delineated for transplant, and 3 non IPF normal lung tissues (Clear margins from excision for pulmonary hamartoma). We investigated the presence of key transcriptional signatures using spatial transcriptomics (2). Briefly, sequential cuts of lung biopsies were stained with Trichrome, H&E, and immunofluorescently labeled to identify nuclei, fibroblasts (alpha smooth muscle actin, aSMA), and the vascular bed (CD31). Using a combination H&E and immunofluorescent staining, regions of interests (ROIs) were selected for transcriptional analysis.
This study suggests a key role of the vascular bed in the progression of IPF, warranting further investigations. These data highlight distinct pathways of crosstalk between the fibroblasts and the vascular bed, which could prove central to the pathophysiology of the disease.
DOI: 10.5281/zenodo.18310595
title: Dataset and R code supporting: "Micro-CT reveals host-controlled symbiosis of the Jurassic serpulid–hydroid association"

description: This repository contains the data and R scripts supporting the analyses presented in the manuscript "Micro-CT reveals host-controlled symbiosis of the Jurassic serpulid–hydroid association", submitted to Proceedings of the Royal Society B. The dataset includes the data used in the statistical analyses. The R script reproduces analyses and figures reported in the manuscript. The data are provided in three csv files: Host_size.csv, Zooid_density.csv, and Zooid_size.csv. See the main text for details of data collection methodology. The repository contains also the README file describing the structure of the dataset.
DOI: 10.17632/rc4cwhx76v
title: Starting position-dependent automatic sequential behavior encoded by caudate nucleus neurons

description: Matlab code of simulation used for the figure 7 in the paper “Starting position-dependent automatic sequential behavior encoded by caudate nucleus neurons”
DOI: 10.5281/zenodo.18323666
title: Data and code for: Plastome degeneration and evolutionary dynamics in RS carnivorous plants
DOI: 10.5281/zenodo.18323667
title: Data and code for: Plastome degeneration and evolutionary dynamics in RS carnivorous plants
DOI: 10.17632/rc4cwhx76v.2
title: Starting position-dependent automatic sequential behavior encoded by caudate nucleus neurons

description: Matlab code of simulation used for the figure 7 in the paper “Starting position-dependent automatic sequential behavior encoded by caudate nucleus neurons”
DOI: 10.17632/zb3rp6pr95
title: Kashi.gov.in Discourse Corpus

description: This dataset compiles an annotated documentary corpus drawn from the official Kashi portal (kashi.gov.in) relating to Smart City and urban governance initiatives in Varanasi. It brings together project pages and case materials—including project descriptions, key figures, screenshots/images, source links, and APA-formatted citations into a single consolidated document. The corpus also includes the compiler’s research notes and interpretive comments to support qualitative inquiry.
DOI: 10.17632/zb3rp6pr95.1
title: Kashi.gov.in Discourse Corpus

description: This dataset compiles an annotated documentary corpus drawn from the official Kashi portal (kashi.gov.in) relating to Smart City and urban governance initiatives in Varanasi. It brings together project pages and case materials—including project descriptions, key figures, screenshots/images, source links, and APA-formatted citations into a single consolidated document. The corpus also includes the compiler’s research notes and interpretive comments to support qualitative inquiry.
DOI: 10.15468/dl.gd7tq5
title: Occurrence Download

description: A dataset containing 20194 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Garrulus glandarius)",
 "Geometry POLYGON((55.000000 4.000000, 157.000000 4.000000, 157.000000 73.000000, 55.000000 73.000000, 55.000000 4.000000))",
 "Month is one of (April, May, June)",
 "Year is greater than or equal to 2014",
 "Year is less than or equal to 2024",
 "HasCoordinate is true",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is null",
 "CoordinateUncertaintyInMeters is less than or equal to 5000"
 ]
 },
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation, Specimen)"
 ]
}

 The dataset includes 20194 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005210-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7914/8jxr-7029
title: Auckland-Hauraki Node Array

description: Short term (30 day) node array targeting the greater Auckland Volcanic Field and the Hauraki Rift to the east. 52 SmartSolo BD3C 5s nodes (AKL*) were deployed May-June 2023 which were supplemented by five additional Trillium Compact 120s stations (AKB*), all recording at 250 Hz.. The 120s stations remained deployed through January 2026 at 100 Hz.
DOI: 10.5281/zenodo.17790735
title: Bird Collisions Knowledge update parameter values KEC 5.5

description: Table with new parameter values used in the knowledge base update of KEC. Developed under RWS case number 31192826.
DOI: 10.5281/zenodo.17790736
title: Bird Collisions Knowledge update parameter values KEC 5.5

description: Table with new parameter values used in the knowledge base update of KEC. Developed under RWS case number 31192826.
DOI: 10.5519/qd.hepv338d
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (6140363 records)
DOI: 10.15468/dl.9q768f
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jupiaba minor",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005212-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrrsz8
title: Occurrence Download

description: A dataset containing 59797 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coronella austriaca"
 ]
}

 The dataset includes 59797 records from 800 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005109-260208012135463/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/14794397
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.es2yrj
title: Occurrence Download

description: A dataset containing 23731 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lespedeza cuneata",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 23731 records from 235 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005213-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5bymh6
title: Occurrence Download

description: A dataset containing 392 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euthalia alpheda"
 ]
}

 The dataset includes 392 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005214-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fy27ey
title: Occurrence Download

description: A dataset containing 2344 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sideroxylon obtusifolium",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 2344 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005215-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/n4cf58grtx
title: Fiscal heterogeneity and economic growth: Evidence from dynamic panel models and clustering in the European Union

description: This dataset contains cleaned and harmonized Eurostat data used to analyze the relationship
between public spending composition, fiscal constraints, and economic growth across the
27 current EU member states over the period 1996–2023.
Public spending composition plays a key role in shaping economic growth across EU member states.

Health expenditure is associated with robust and state-dependent short-run growth effects.

Education spending shows limited contemporaneous growth effects, suggesting longer-term transmission channels.

Fiscal constraints and net lending conditions significantly influence the effectiveness of public expenditure.

Strong cross-country heterogeneity in fiscal structures and growth dynamics characterizes the European Union.
DOI: 10.17632/n4cf58grtx.1
title: Fiscal heterogeneity and economic growth: Evidence from dynamic panel models and clustering in the European Union

description: This dataset contains cleaned and harmonized Eurostat data used to analyze the relationship
between public spending composition, fiscal constraints, and economic growth across the
27 current EU member states over the period 1996–2023.
Public spending composition plays a key role in shaping economic growth across EU member states.

Health expenditure is associated with robust and state-dependent short-run growth effects.

Education spending shows limited contemporaneous growth effects, suggesting longer-term transmission channels.

Fiscal constraints and net lending conditions significantly influence the effectiveness of public expenditure.

Strong cross-country heterogeneity in fiscal structures and growth dynamics characterizes the European Union.
DOI: 10.17632/nh2zwtcs8s
title: Double layered hydroxides/poly(3-hydroxyoctanoate)/turmeric composites for tissue regeneration - evaluation of biomedical potential in bone and nerve tissue applications

description: The results of studies on the physicochemical, morphological, mechanical, structral and biological analysis of composites based on poly(3-hydroxyoctanoate) (P(3HO)), 2D nanoparticles: double layered hydroxides (LDH), and turmeric modified ones. The materials were evaluated in the context of their application in bone and nerve tissue regeneration. The work was supported by the National Science Centre, Poland, under the research project "Assessment of the biomedical potential of new conductive composites in the context of their use in peripheral nerve regeneration”, no. DEC-2024/08/X/ST11/00571, and under the research project “Hierarchical approaches for osteochondral tissue engineering”, no. UMO-2022/45/B/ST8/02557.
DOI: 10.17632/nh2zwtcs8s.2
title: Double layered hydroxides/poly(3-hydroxyoctanoate)/turmeric composites for tissue regeneration - evaluation of biomedical potential in bone and nerve tissue applications

description: The results of studies on the physicochemical, morphological, mechanical, structral and biological analysis of composites based on poly(3-hydroxyoctanoate) (P(3HO)), 2D nanoparticles: double layered hydroxides (LDH), and turmeric modified ones. The materials were evaluated in the context of their application in bone and nerve tissue regeneration. The work was supported by the National Science Centre, Poland, under the research project "Assessment of the biomedical potential of new conductive composites in the context of their use in peripheral nerve regeneration”, no. DEC-2024/08/X/ST11/00571, and under the research project “Hierarchical approaches for osteochondral tissue engineering”, no. UMO-2022/45/B/ST8/02557.
DOI: 10.15468/dl.5ns3p7
title: Occurrence Download

description: A dataset containing 1177 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude 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 "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= 56.135291543055025
 AND decimallatitude &lt;= 61.2993700571118
 AND decimallongitude &gt;= 129.519183390344
 AND decimallongitude &lt;= 150.2980624689629
 AND GBIF_Within('POLYGON ((150.298062 56.135292, 150.298062 61.299370, 129.519183 61.299370, 129.519183 56.135292, 150.298062 56.135292))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 1177 records were derived from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005198-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/s75zx3ndhw
title: Policy_Assessment

description: What's in the Data
The Excel file contains data from 31 anonymized Chinese provinces, structured for analysis (e.g., fsQCA/correlation). It has two parts:

Condition Variables (6 items): These measure regional digital governance levels (e.g., Digital Applications, Intelligent Review).

Outcome Variables (4 items): These measure results in construction industrialization (e.g., Investment, Innovation Patents, a comprehensive Entropy-Weighted score).

Key Points

Anonymization: Province names are hidden as "XX" for sensitivity.

Main Finding: Preliminary analysis suggests that provinces with higher digital governance scores tend to perform better on outcome measures.

Use Case: Ideal for studying policy effectiveness, regional comparisons, or configurational analysis in construction and digital governance.

How to Use
The data is ready for academic analysis. Please note that province anonymity prevents time-trend tracking but is required for sharing. The comprehensive indicator allows for standardized regional comparison.
DOI: 10.17632/s75zx3ndhw.1
title: Policy_Assessment

description: What's in the Data
The Excel file contains data from 31 anonymized Chinese provinces, structured for analysis (e.g., fsQCA/correlation). It has two parts:

Condition Variables (6 items): These measure regional digital governance levels (e.g., Digital Applications, Intelligent Review).

Outcome Variables (4 items): These measure results in construction industrialization (e.g., Investment, Innovation Patents, a comprehensive Entropy-Weighted score).

Key Points

Anonymization: Province names are hidden as "XX" for sensitivity.

Main Finding: Preliminary analysis suggests that provinces with higher digital governance scores tend to perform better on outcome measures.

Use Case: Ideal for studying policy effectiveness, regional comparisons, or configurational analysis in construction and digital governance.

How to Use
The data is ready for academic analysis. Please note that province anonymity prevents time-trend tracking but is required for sharing. The comprehensive indicator allows for standardized regional comparison.
DOI: 10.15468/dl.4xf2hr
title: Occurrence Download

description: A dataset containing 635 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyrtococcum accrescens",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 635 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005216-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fkjn7xghhg
title: Supplementary material for: "Effect of diuretics on cutaneous squamous cell carcinoma: Clinical and translational evidence"
DOI: 10.17632/fkjn7xghhg.1
title: Supplementary material for: "Effect of diuretics on cutaneous squamous cell carcinoma: Clinical and translational evidence"
DOI: 10.17632/ybftv498w3
title: Processed data for the article "Temporal-orbitofrontal pathway regulates choices across physical reward and visual novelty"

description: Processed data to generate figures on the article "Temporal-orbitofrontal pathway regulates choices across physical reward and visual novelty".
DOI: 10.17632/ybftv498w3.1
title: Processed data for the article "Temporal-orbitofrontal pathway regulates choices across physical reward and visual novelty"

description: Processed data to generate figures on the article "Temporal-orbitofrontal pathway regulates choices across physical reward and visual novelty".
DOI: 10.17632/h4r382dp7f
title: Real-world evaluation and comparative outcomes of bimekizumab versus adalimumab and secukinumab in moderate-to-severe hidradenitis suppurativa: A nationwide inverse probability of treatment-weighted cohort study on behalf of the HS-SIDeMaST task force

description: Supplementary Material 1: Statistical methods
Supplementary Material 2: Data stratified according to bimekizumab dose regimen
Supplementary Material 3: Data stratified according to bimekizumab bio-naïve status
Supplementary Material 4 - Figure 1: A 67-year-old woman with long-standing hidradenitis suppurativa, refractory to adalimumab, was switched to bimekizumab. (A) (C) show the baseline clinical presentation prior to bimekizumab initiation, with numerous draining fistulous lesions and severe skin pain. (B) (D) demonstrate the marked clinical improvement achieved after 36 weeks of treatment, characterised by a substantial reduction in purulent discharge and an overall improvement in patient-reported quality of life scores. Figure 2: (A) Percentage of patients achieving IHS4-55, defined as a ≥55% reduction from baseline in the IHS4 (International Hidradenitis Suppurativa Severity Score System), and HiSCR (Hidradenitis Suppurativa Clinical Response)thresholds, including HiSCR-50, HiSCR-75, and HiSCR-90, defined as a ≥50%, ≥75%, or ≥90% reduction in inflammatory lesion count (abscesses + inflammatory nodules), respectively, with no increase in abscesses or draining fistulas compared with baseline, at time point 1 (T1; weeks 12–16). (B) Percentage of patients achieving the same IHS4-55 and HiSCR50/75/90 response thresholds at time point 2 (T2; weeks 24 ± 4).

Supplementary Material 5: Comparison of baseline demographics and disease severity by treatment Group
DOI: 10.17632/h4r382dp7f.2
title: Real-world evaluation and comparative outcomes of bimekizumab versus adalimumab and secukinumab in moderate-to-severe hidradenitis suppurativa: A nationwide inverse probability of treatment-weighted cohort study on behalf of the HS-SIDeMaST task force

description: Supplementary Material 1: Statistical methods
Supplementary Material 2: Data stratified according to bimekizumab dose regimen
Supplementary Material 3: Data stratified according to bimekizumab bio-naïve status
Supplementary Material 4 - Figure 1: A 67-year-old woman with long-standing hidradenitis suppurativa, refractory to adalimumab, was switched to bimekizumab. (A) (C) show the baseline clinical presentation prior to bimekizumab initiation, with numerous draining fistulous lesions and severe skin pain. (B) (D) demonstrate the marked clinical improvement achieved after 36 weeks of treatment, characterised by a substantial reduction in purulent discharge and an overall improvement in patient-reported quality of life scores. Figure 2: (A) Percentage of patients achieving IHS4-55, defined as a ≥55% reduction from baseline in the IHS4 (International Hidradenitis Suppurativa Severity Score System), and HiSCR (Hidradenitis Suppurativa Clinical Response)thresholds, including HiSCR-50, HiSCR-75, and HiSCR-90, defined as a ≥50%, ≥75%, or ≥90% reduction in inflammatory lesion count (abscesses + inflammatory nodules), respectively, with no increase in abscesses or draining fistulas compared with baseline, at time point 1 (T1; weeks 12–16). (B) Percentage of patients achieving the same IHS4-55 and HiSCR50/75/90 response thresholds at time point 2 (T2; weeks 24 ± 4).

Supplementary Material 5: Comparison of baseline demographics and disease severity by treatment Group