cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/5x322f4r2r
title: High frequency ultrasound - atopic dermatitis staging

description: The data set includes images of 78 patients diagnosed with AD following Hanifin and Rajka criteria, who were admitted due to their exacerbation to the Department of Dermatology Poznan University of Medical Sciences.

The HFUS data were acquired using DermaScan C ver. C (Dermascan C; Hadsund, Denmark), equipped with a 20 MHz linear probe. Color-coded B-mode images were obtained within the antecubital fossa (as a representative region) in all subjects. 
The axial and lateral resolutions were 80 and 200 um, respectively. The clinical evaluation (dermatologist with 15-years experience) was based on the IGA score within the antecubital fossa, being the predilection site for AD. 
The IGA scale is 5 point validated scale composed of morpholigical descripion of the severity of skin lesions: 
0—Not affected
1—Little affected
2—Mild
3—Moderate 
4—Severe

The data were manually labeled (the IGA scores were provided) by two experts (over 15 years of experience in HFUS imaging in dermatology), who analyzed them three and two times, respectively. 
The first label is provided by Expert 1 and is based on the visual assessment of the affected skin area and interview during the patient’s visits (before and after treatment) - the gold standard in AD diagnosis, and HFUS images in unclear cases. 
The resulting labels are ground truth in our experiments. The remaining four labels are provided by Expert 1 (Exp1) and Expert 2 (Exp2), who were blinded without observation of the patient’s clinical state. 
The experts assessed each image at a two-week interval (14 March and 28 March - Expert 1, 16 March and 30 March) .

The repository contains:

Image Data Folder:
This folder includes High-Frequency Ultrasound (HFUS) images.
Image filenames follow the format: patientID_studyID.png.

Metadata.xls:
This file contains expert evaluations using the Investigator Global Assessment (IGA) recorded at multiple time points, along with annotations indicating whether clinical improvement was observed over time.

The dataset is connected with the work:
Czajkowska, J., Polańska, A., Slian, A. et al. The usefulness of automated high frequency ultrasound image analysis in atopic dermatitis staging. Sci Rep 15, 163 (2025). https://doi.org/10.1038/s41598-024-84051-6

All the experiments were performed following the protocol approved by the Bioethics Committee at the Poznan University of Medical Sciences, under the reference number 299/11 on 14th April 2011. 
Informed consent was obtained from all subjects involved in the study.
DOI: 10.17632/5x322f4r2r.1
title: High frequency ultrasound - atopic dermatitis staging

description: The data set includes images of 78 patients diagnosed with AD following Hanifin and Rajka criteria, who were admitted due to their exacerbation to the Department of Dermatology Poznan University of Medical Sciences.

The HFUS data were acquired using DermaScan C ver. C (Dermascan C; Hadsund, Denmark), equipped with a 20 MHz linear probe. Color-coded B-mode images were obtained within the antecubital fossa (as a representative region) in all subjects. 
The axial and lateral resolutions were 80 and 200 um, respectively. The clinical evaluation (dermatologist with 15-years experience) was based on the IGA score within the antecubital fossa, being the predilection site for AD. 
The IGA scale is 5 point validated scale composed of morpholigical descripion of the severity of skin lesions: 
0—Not affected
1—Little affected
2—Mild
3—Moderate 
4—Severe

The data were manually labeled (the IGA scores were provided) by two experts (over 15 years of experience in HFUS imaging in dermatology), who analyzed them three and two times, respectively. 
The first label is provided by Expert 1 and is based on the visual assessment of the affected skin area and interview during the patient’s visits (before and after treatment) - the gold standard in AD diagnosis, and HFUS images in unclear cases. 
The resulting labels are ground truth in our experiments. The remaining four labels are provided by Expert 1 (Exp1) and Expert 2 (Exp2), who were blinded without observation of the patient’s clinical state. 
The experts assessed each image at a two-week interval (14 March and 28 March - Expert 1, 16 March and 30 March) .

The repository contains:

Image Data Folder:
This folder includes High-Frequency Ultrasound (HFUS) images.
Image filenames follow the format: patientID_studyID.png.

Metadata.xls:
This file contains expert evaluations using the Investigator Global Assessment (IGA) recorded at multiple time points, along with annotations indicating whether clinical improvement was observed over time.

The dataset is connected with the work:
Czajkowska, J., Polańska, A., Slian, A. et al. The usefulness of automated high frequency ultrasound image analysis in atopic dermatitis staging. Sci Rep 15, 163 (2025). https://doi.org/10.1038/s41598-024-84051-6

All the experiments were performed following the protocol approved by the Bioethics Committee at the Poznan University of Medical Sciences, under the reference number 299/11 on 14th April 2011. 
Informed consent was obtained from all subjects involved in the study.
DOI: 10.15468/dl.qmbgcm
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus phoenicolasius",
 "Country is Liechtenstein",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050263-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5kj8jq
title: Occurrence Download

description: A dataset containing 4043 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus phoenicolasius",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4043 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050264-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hm98w7
title: Occurrence Download

description: A dataset containing 13998 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Material citation, Specimen, Fossil, Living Specimen, Occurrence evidence)",
 "Country is Colombia",
 "DatasetKey is one of (University of Florida Lepidoptery, Entomology Division, Yale Peabody Museum, NMNH Material Samples (USNM), NMNH Extant Specimen Records (USNM, US), International Barcode of Life project (iBOL), Insect specimens of Kashihara City Museum of Insect, Auckland Museum Entomology Collection, C.P. Gillette Museum of Arthropod Diversity, INSDC Host Organism Sequences)",
 "TaxonKey is Lepidoptera"
 ]
}

 The dataset includes 13998 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050262-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5xswr8yp34.1
title: Dataset Supporting the Study Predicting the Structural Composition and Higher Heating Value of Agricultural and Municipal Solid Organic Waste Using Conditional Generative Adversarial Networks and Ensemble Learning

description: The data set is a collection of 257 unique data points collected from different sources literature around the world. Each Data point is composed of proximate, ultimate, structural properties and the High Heating Value(HHV) of biomass (agricultural and municipal solid organic waste). Proximate properties include the Ash content(Ash), Volatile Matter(VM), and Fixed Carbon(FC) of the biomass. Ultimate properties include the elemental Carbon(C), Hydrogen(H), Oxygen(O) and Sulphur(S). Structural/lignocellulosic composition including Cellulose(Cel), Hemicellulose(Hemi) and Lignin(Lig) is also included together with the HHV(MJ/kg). All the compositional columns are presented as percentage (wt%) on dry basis while HHV is presented in MJ/kg. The column “Biomass” names the material as described in the source (for example, rice husk, sugarcane bagasse, paper sludge, mixed food waste). The column “Source” provides the bibliographic reference or identifier from which the observation was extracted. Random missing values were imputed with k-nearest-neighbours to yield a complete, analysis-ready table; no generated (cGAN-produced) samples are stored here. The accompanying manuscript tests the hypothesis that lignocellulosic composition and heating value can be predicted from standard fuel analyses even with a small, heterogeneous data set and that accuracy improves when conditional generative adversarial networks are used to increase the training distribution and when multi-output ensemble regressors using chained targets are used to capitalize on cross-property correlations. Users need to read totals accordingly: ash + volatile matter + fixed carbon is approximately 100 wt% (dry), elemental totals are slightly less than 100 wt% due to occasional by-difference oxygen, and cellulose + hemicellulose + lignin do not necessarily sum to 100 wt% because extractives or minor constituents are sometimes reported separately by some sources. The descriptive statistics cited in our article refer to a winsorised copy used for robustness checks; the file deposited here is the harmonized, literature-derived dataset.
DOI: 10.17632/x9bxmpbk8h.2
title: Mapped tree dataset of green areas in the Municipality of Arezzo, Tuscany (Italy)

description: The dataset reports data from ~9,000 trees, which were sampled in 2024-2025 to create a first urban tree inventory in the Municipality of Arezzo. For each tree, we recorded the position, species, diameter and typology of green space. Data were available as table or spatial vector layer. The output can support urban planners and managers for assessing the state of the art of urban greening, supporting tree management practices and monitoring, feeding urban tree models and calibrating remotely-sensed information. Non-spatial and spatial metrics can be derived to assess the diversity of urban tree spaces to support sustainable urban greening practices.
DOI: 10.17632/69z6jmpryw
title: Data from: Long-term survival, growth, and reproduction responses of Engelmann spruce provenances to climate

description: Our data comes from an Engelmann spruce provenance study established in 1970 on the White River National Forest in the Moniger Creek area of the Eagle-Holy Cross Ranger District, Colorado, USA. A randomized, complete block design was used with 4 trees from each of 20 provenances planted in 12 replicated blocks, for a total of 960 trees planted in 1970. The 20 provenances span a large range of latitude, elevation and climate. Survival, height, diameter at breast height (DBH), and the presence or absence of cones (current year or older) on each tree were recorded. Survival was measured six times between 1974 and 2014, whereas height was measured from 1979 onward, DBH was measured from 1991 onward, and cone presence/absence was measured four times from 1985 – 2006. In the summer of 2016, we revisited the site and collected increment cores at a height of 30 cm from six to eight live trees from each provenance in eight randomly selected blocks. Some blocks sampled had no survivors from certain seed sources, resulting in the decreased number of cores for some provenances. Annual ring widths were measured on each tree core, and we calculated the correlation between ring growth and the climate at the plantation each year. We also looked at whether these correlations, and other measured tree traits, differed depending on the climate of the provenance that the tree came from.

We found that the best surviving provenances were climatically similar to the plantation with dry climates and short growing seasons, but this did not apply to overall growth. Seedlings from provenances with higher summer to spring precipitation ratios were faster to reproduce and were taller at outplanting, which was advantageous for all but the tallest seedlings. Annual growth rings of provenances responded similarly to climate, with most having both high resistance and resilience to drought. Growth was positively correlated with high temperatures year-round and wet summers. One provenance (Gila NF) was obviously maladapted to the site with outlying values for survival, growth and cone production amongst other provenances.

Here we provide all measured trait data as well as climate data for the plantation (extracted from PRISM) and the provenance locations (extracted from ClimateNA). We also include the code used to do the analyses for our accompanying paper published in Forest Ecology and Management titled, "Long-term survival, growth, and reproduction responses of Engelmann spruce provenances to climate."
DOI: 10.17632/69z6jmpryw.1
title: Data from: Long-term survival, growth, and reproduction responses of Engelmann spruce provenances to climate

description: Our data comes from an Engelmann spruce provenance study established in 1970 on the White River National Forest in the Moniger Creek area of the Eagle-Holy Cross Ranger District, Colorado, USA. A randomized, complete block design was used with 4 trees from each of 20 provenances planted in 12 replicated blocks, for a total of 960 trees planted in 1970. The 20 provenances span a large range of latitude, elevation and climate. Survival, height, diameter at breast height (DBH), and the presence or absence of cones (current year or older) on each tree were recorded. Survival was measured six times between 1974 and 2014, whereas height was measured from 1979 onward, DBH was measured from 1991 onward, and cone presence/absence was measured four times from 1985 – 2006. In the summer of 2016, we revisited the site and collected increment cores at a height of 30 cm from six to eight live trees from each provenance in eight randomly selected blocks. Some blocks sampled had no survivors from certain seed sources, resulting in the decreased number of cores for some provenances. Annual ring widths were measured on each tree core, and we calculated the correlation between ring growth and the climate at the plantation each year. We also looked at whether these correlations, and other measured tree traits, differed depending on the climate of the provenance that the tree came from.

We found that the best surviving provenances were climatically similar to the plantation with dry climates and short growing seasons, but this did not apply to overall growth. Seedlings from provenances with higher summer to spring precipitation ratios were faster to reproduce and were taller at outplanting, which was advantageous for all but the tallest seedlings. Annual growth rings of provenances responded similarly to climate, with most having both high resistance and resilience to drought. Growth was positively correlated with high temperatures year-round and wet summers. One provenance (Gila NF) was obviously maladapted to the site with outlying values for survival, growth and cone production amongst other provenances.

Here we provide all measured trait data as well as climate data for the plantation (extracted from PRISM) and the provenance locations (extracted from ClimateNA). We also include the code used to do the analyses for our accompanying paper published in Forest Ecology and Management titled, "Long-term survival, growth, and reproduction responses of Engelmann spruce provenances to climate."
DOI: 10.15468/dl.kg2ktr
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Invasive species - Ruddy duck (Oxyura jamaicensis) in Flanders, Belgium"
 ]
}

 The dataset includes 106 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050265-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16949834
title: Data from: "Ni-Co-O anodes for the alkaline oxygen evolution reaction: Multistage electrode optimization and plasma-assisted activity enhancement enabled by a coherent workflow"
DOI: 10.5281/zenodo.16949835
title: Data from: "Ni-Co-O anodes for the alkaline oxygen evolution reaction: Multistage electrode optimization and plasma-assisted activity enhancement enabled by a coherent workflow"
DOI: 10.17632/tbykhtf86z
title: Orde ab Chao For ChatGPT

description: This ZIP file contains the data to reproduce (as much a possible) Orde ab Chao Method adapted for ChatGPT LMM (all the programming prompts and the main parts of the session). The method is intended to identify so far unknown IoT threats and extensions to the existing ones taking into account also developments of disruptive technologies in general.
DOI: 10.17632/tbykhtf86z.1
title: Orde ab Chao For ChatGPT

description: This ZIP file contains the data to reproduce (as much a possible) Orde ab Chao Method adapted for ChatGPT LMM (all the programming prompts and the main parts of the session). The method is intended to identify so far unknown IoT threats and extensions to the existing ones taking into account also developments of disruptive technologies in general.
DOI: 10.15468/dl.5qmxad
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia schweinfurthii"
 ]
}

 The dataset includes 180 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050267-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hmvn8pb8mm
title: CD47 Expression

description: Figure 2A: High CD47 expression, evidenced by diffuse and intense membranous staining in epidermal and dermal tumor cells on immunohistochemistry. 
Figure 2B: Low CD47 expression, showing limited membranous staining in epidermal and dermal-tumor cells.
DOI: 10.17632/hmvn8pb8mm.1
title: CD47 Expression

description: Figure 2A: High CD47 expression, evidenced by diffuse and intense membranous staining in epidermal and dermal tumor cells on immunohistochemistry. 
Figure 2B: Low CD47 expression, showing limited membranous staining in epidermal and dermal-tumor cells.
DOI: 10.17632/pvm2tsgwp6
title: Flowchart of patient selection and study design.

description: Clinical, laboratory, and immunohistochemical data are summarized.
DOI: 10.17632/pvm2tsgwp6.1
title: Flowchart of patient selection and study design.

description: Clinical, laboratory, and immunohistochemical data are summarized.
DOI: 10.15468/dl.e2wu98
title: Occurrence Download

description: A dataset containing 19137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Australia)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1921",
 "Year is less than or equal to 1921"
 ]
}

 The dataset includes 19137 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050232-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2sd4m
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-77.58606 -20.96006,-65.63944 -20.96006,-65.63944 -12.89084,-77.58606 -12.89084,-77.58606 -20.96006))",
 "HasGeospatialIssue is false",
 "TaxonKey is Geositta crassirostris",
 "Year 2020-2025"
 ]
}

 The dataset includes 49 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050268-250827131500795/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.30096616
title: processed_data

description: Preprocessed data for the demo of ArchVelo where we apply it to an E18 mouse embryonic brain scRNA+ATAC-seq dataset.
DOI: 10.6084/m9.figshare.30096616.v2
title: processed_data

description: Preprocessed data for the demo of ArchVelo where we apply it to an E18 mouse embryonic brain scRNA+ATAC-seq dataset.
DOI: 10.6084/m9.figshare.30096616.v1
title: arches.h5ad

description: This file is for the demo of ArchVelo where we apply it to an E18 mouse embryonic brain scRNA+ATAC-seq dataset.
DOI: 10.15468/dl.xx8z6r
title: Occurrence Download

description: A dataset containing 209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus phoenicolasius",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 209 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050273-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqhmbg
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Observation",
 "Country is France",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ascomycota"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050269-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5v5cj
title: Occurrence Download

description: A dataset containing 331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Hillia triflora"
 ]
}

 The dataset includes 331 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050270-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25810/zb7c-gf43.68
title: Oceania Newspaper Coverage of Climate Change or Global Warming, 2000-2025 - August 2025

description: The Media and Climate Change Observatory Data monitors 127 sources (across newspapers, radio and TV) in 59 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.15468/dl.2v77mr
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Opisthopterus tardoore)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 21 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050274-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/7sy9wmgmy3
title: B7-H3 Expression

description: Figure 3A: High B7-H3 expression, with strong cytoplasmic and membranous staining in tumor cells within both the epidermis and dermis. 
Figure 3B: Low B7-H3 expression, with weak membranous staining in the epidermis and dermis.
DOI: 10.17632/7sy9wmgmy3.1
title: B7-H3 Expression

description: Figure 3A: High B7-H3 expression, with strong cytoplasmic and membranous staining in tumor cells within both the epidermis and dermis. 
Figure 3B: Low B7-H3 expression, with weak membranous staining in the epidermis and dermis.