cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/wsg9j9dsrj
title: CD163 Expression

description: Figure 4A: High CD163 expression, characterized by widespread cytoplasmic staining in tumor-associated macrophages in the dermis. 
Figure 4B: Low CD163 expression, with faint cytoplasmic staining in a small number of dermal macrophages.
DOI: 10.17632/wsg9j9dsrj.1
title: CD163 Expression

description: Figure 4A: High CD163 expression, characterized by widespread cytoplasmic staining in tumor-associated macrophages in the dermis. 
Figure 4B: Low CD163 expression, with faint cytoplasmic staining in a small number of dermal macrophages.
DOI: 10.6084/m9.figshare.30091237
title: quuartet-SO-p4-g-txq-counts-s262.zip

description: <i>quuartet-SO-p4-g-txq-counts-s262.zip</i> contains the raw isoform-level read-count matrices for <b>264 short-read RNA-seq libraries</b> from the Quartet reference cell lines (D5, D6, F7, M8), quantified with four pipelines—Kallisto, RSEM, Salmon, and StringTie2.
DOI: 10.6084/m9.figshare.30091237.v1
title: quuartet-SO-p4-g-txq-counts-s262.zip

description: <i>quuartet-SO-p4-g-txq-counts-s262.zip</i> contains the raw isoform-level read-count matrices for <b>264 short-read RNA-seq libraries</b> from the Quartet reference cell lines (D5, D6, F7, M8), quantified with four pipelines—Kallisto, RSEM, Salmon, and StringTie2.
DOI: 10.15468/dl.9qjh3e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus phoenicolasius",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050275-250827131500795/datasets/export for details.
DOI: 10.17632/rs2fcs956g
title: master sample datasets

description: The master sample datasets of gully in Yuanjiang dry-hot valley
DOI: 10.17632/rs2fcs956g.1
title: master sample datasets

description: The master sample datasets of gully in Yuanjiang dry-hot valley
DOI: 10.17632/syfp8n9d79
title: Prevalência de sintomas de disfunção temporomandibular, ansiedade e depressão em policiais militares

description: Objetivo: Avaliar a prevalência de dor relacionada à disfunção temporomandibular (DTM), ansiedade e depressão em policiais militares (PM) de Niterói (RJ) e compará-la à de civis.
DOI: 10.15468/dl.5rx4pw
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus phoenicolasius",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050278-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/syfp8n9d79.1
title: Prevalência de sintomas de disfunção temporomandibular, ansiedade e depressão em policiais militares

description: Objetivo: Avaliar a prevalência de dor relacionada à disfunção temporomandibular (DTM), ansiedade e depressão em policiais militares (PM) de Niterói (RJ) e compará-la à de civis.
DOI: 10.5281/zenodo.17092217
title: Datasets and R code for "Islands in the field: farmland ponds beyond biogeographic theory expectations"

description: The data and code that support the findings of the study: "Islands in the field: farmland ponds beyond biogeographic theory expectations"
DOI: 10.5281/zenodo.16876994
title: Florida Scrub Species Raw Data, Cleaned Data, and ENMs

description: This dataset contains the inputs and outputs associated with envriomental niche modelling (ENM) analyses conducted for Florida Scrub Plant Species. The files are organized into several components, detailed below, and are provided to support reproducibility and further research on ecological modelling and biogeographic analyses.

1. Raw Occurrence Records





Format: CSV




Contents: Original species occurrence records obtained from GBIF and iDigBio. These records include coordinates, taxonomic information, and associated metadata. No filtering or cleaning was applied beyond the initial data download.



2. Cleaned Occurrence Records





Format: CSV




Contents: Occurrence records retained after data cleaning and spatial filtering. Records were examined for coordinate validity, spatial precision, and duplication, and further filtered to reduce sampling bias where applicable (e.g. spatial thinning). These data represent the final presence points used in model calibration and evaluation.



3. Pearson Correlation Matrices for Environmental Layers





Format: CSV




Contents: Pairwise Pearson correlation coefficients calculated among environmental predictor variables for each species. 



4. Current FL Scrub Projections





Format: GeoTIFF (.tif)




Contents: Raster projections representing current habitat suitability for the species, as estimated by ENMs calibrated using present-day environmental variables. The GeoTIFF files contain continuous values indicating relative suitability across the modelled region.



5. Future FL Scrub Projections





Format: GeoTIFF (.tif)




Contents: Raster projections of potential future habitat suitability under various climate change scenarios and time periods. Each file corresponds to a specific climate model, scenario (e.g. SSP1-2.6, SSP5-8.5), and time slice (e.g. 2041–2060, 2081–2100) with species zipped together. These projections were generated using the same modelling approach as for current conditions but applying future environmental layers.
DOI: 10.5281/zenodo.16876995
title: Florida Scrub Species Raw Data, Cleaned Data, and ENMs

description: This dataset contains the inputs and outputs associated with envriomental niche modelling (ENM) analyses conducted for Florida Scrub Plant Species. The files are organized into several components, detailed below, and are provided to support reproducibility and further research on ecological modelling and biogeographic analyses.

1. Raw Occurrence Records





Format: CSV




Contents: Original species occurrence records obtained from GBIF and iDigBio. These records include coordinates, taxonomic information, and associated metadata. No filtering or cleaning was applied beyond the initial data download.



2. Cleaned Occurrence Records





Format: CSV




Contents: Occurrence records retained after data cleaning and spatial filtering. Records were examined for coordinate validity, spatial precision, and duplication, and further filtered to reduce sampling bias where applicable (e.g. spatial thinning). These data represent the final presence points used in model calibration and evaluation.



3. Pearson Correlation Matrices for Environmental Layers





Format: CSV




Contents: Pairwise Pearson correlation coefficients calculated among environmental predictor variables for each species. 



4. Current FL Scrub Projections





Format: GeoTIFF (.tif)




Contents: Raster projections representing current habitat suitability for the species, as estimated by ENMs calibrated using present-day environmental variables. The GeoTIFF files contain continuous values indicating relative suitability across the modelled region.



5. Future FL Scrub Projections





Format: GeoTIFF (.tif)




Contents: Raster projections of potential future habitat suitability under various climate change scenarios and time periods. Each file corresponds to a specific climate model, scenario (e.g. SSP1-2.6, SSP5-8.5), and time slice (e.g. 2041–2060, 2081–2100) with species zipped together. These projections were generated using the same modelling approach as for current conditions but applying future environmental layers.
DOI: 10.17632/5fbh6y32jt
title: Data for: Fighting a New Enemy: How the Pandemic Changed the Role of Firefighters published by RAC-Revista de Administração Contemporânea

description: Method: A cross-sectional study with a quantitative approach was conducted using a survey strategy applied to firefighters from a state in southeastern Brazil. Exploratory factor analysis of a sample of 382 participants was employed to explore the underlying structure of the data and reduce its dimensionality. Subsequently, the median test was used to compare the central tendency between non-parametric samples.
H1: Firefighters’ perceived discretion was not significantly altered during the pandemic.
H2: Individual aspects of firefighters’ work were not significantly altered during the pandemic.
H3: Institutional aspects of firefighters’ work were not significantly altered during the pandemic.
Results: The findings revealed significant differences in individual aspects of firefighters' performance during the pandemic but not in institutional factors or perceived discretion. There was an increase in the variance of individual aspects during the pandemic, suggesting greater heterogeneity in participants’ responses. On the other hand, the reduction in response skewness indicated a shift in data distribution, making it more symmetrical.
DOI: 10.17632/5fbh6y32jt.1
title: Data for: Fighting a New Enemy: How the Pandemic Changed the Role of Firefighters published by RAC-Revista de Administração Contemporânea

description: Method: A cross-sectional study with a quantitative approach was conducted using a survey strategy applied to firefighters from a state in southeastern Brazil. Exploratory factor analysis of a sample of 382 participants was employed to explore the underlying structure of the data and reduce its dimensionality. Subsequently, the median test was used to compare the central tendency between non-parametric samples.
H1: Firefighters’ perceived discretion was not significantly altered during the pandemic.
H2: Individual aspects of firefighters’ work were not significantly altered during the pandemic.
H3: Institutional aspects of firefighters’ work were not significantly altered during the pandemic.
Results: The findings revealed significant differences in individual aspects of firefighters' performance during the pandemic but not in institutional factors or perceived discretion. There was an increase in the variance of individual aspects during the pandemic, suggesting greater heterogeneity in participants’ responses. On the other hand, the reduction in response skewness indicated a shift in data distribution, making it more symmetrical.
DOI: 10.15468/dl.tmw5hg
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-82.08719 42.48956,-82.07281 42.48956,-82.07281 42.49893,-82.08719 42.49893,-82.08719 42.48956))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Insecta"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050280-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/xrdkx7gr7f
title: Interpretable Attention-Guided Fused Dual-Model Features Framework for Enamel Caries Classification on Clinical Images

description: Dental enamel caries is among the most prevalent oral diseases worldwide. Early detection is essential, as incipient lesions can be managed with non-invasive therapies. A dataset of 2,000 clinical dental images categorized as Advanced Enamel Caries, Early-Stage Enamel Caries, and No Enamel Caries was curated and expanded to 12,000 images using preprocessing and augmentation. Two transfer learning models, Modified EfficientNetB0 and Modified MobileNetV2, were trained individually, then combined using an attention-guided fusion mechanism. Gradient-weighted Class Activation Mapping (Grad-CAM) was applied to provide visual interpretability.
The Modified EfficientNetB0 and MobileNetV2 models achieved accuracies of 96.33% and 96.25%, respectively. The fused model with Random Forest demonstrated superior performance, achieving 96.92% accuracy, F1-score of 96.92 and ROC AUC of 99.34. Misclassifications were limited to adjacent disease stages, with no severe diagnostic errors.
DOI: 10.17632/xrdkx7gr7f.1
title: Interpretable Attention-Guided Fused Dual-Model Features Framework for Enamel Caries Classification on Clinical Images

description: Dental enamel caries is among the most prevalent oral diseases worldwide. Early detection is essential, as incipient lesions can be managed with non-invasive therapies. A dataset of 2,000 clinical dental images categorized as Advanced Enamel Caries, Early-Stage Enamel Caries, and No Enamel Caries was curated and expanded to 12,000 images using preprocessing and augmentation. Two transfer learning models, Modified EfficientNetB0 and Modified MobileNetV2, were trained individually, then combined using an attention-guided fusion mechanism. Gradient-weighted Class Activation Mapping (Grad-CAM) was applied to provide visual interpretability.
The Modified EfficientNetB0 and MobileNetV2 models achieved accuracies of 96.33% and 96.25%, respectively. The fused model with Random Forest demonstrated superior performance, achieving 96.92% accuracy, F1-score of 96.92 and ROC AUC of 99.34. Misclassifications were limited to adjacent disease stages, with no severe diagnostic errors.
DOI: 10.17632/2mb57x9cc5
title: Dataset of Operational Energy and Embodied Energy of 54 residential Buildings in the warm-humid climate of Ecuador from 1980 to 2020.

description: This repository contains information of EE and OE of 54 houses located in the Costa region of Ecuador, spanning four different periods of construction (P1 1980 – 1990; P2 1990 - 2000; P3 2000 - 2010 and P4 2010 – 2020) and spread along the cities of Guayaquil, Portoviejo and Machala. The repository is organized into three main directories: Baseline Information, Embodied Energy Data, and Operational Energy Data. 
First, the Baseline Information (01_BI) contains all the samples related information compiled in four Excel files (.xlsx) and one Energy Plus Weather file (.EPW). First, the file named 01_Samples_Attributes.xlsx which contains intrinsic and morphological characteristics for each one of the 54 houses studied. Second, a bill of materials with their quantities and units is included in the file named 02_BoM.xlsx. Third, the file 03_Space_Usage.xlsx presents the intensity of occupancy (m2) and the schedule (h) for Activity & Cooling, Lighting and Electrical Appliances usage in each one of the common spaces during weekdays and weekends. The updated climate file 04_Climate_Data.EPW which was used in the simulation processes in Design Builder Software. Lastly, the directory presents the indoor air temperature data collected in situ of four representative houses used for valitation, each corresponding to a different study period. This information is compiled in the file 05_Temperature_Measures.xlsx.
In second place, for the regard of Embodied Energy Data the corresponding folder’s name is “02_EE”, this directory presents six excel files (.xlsx) related to the EE of the 54 samples in the four periods categorized by component, element and materials. The first file is the 01_EE_Values.xlsx and contains the information related to the SW and EE obtained from bibliography of 21 materials of relevant use in the zone. second, a summary of the Specific Total Embodied Energy (STEE) calculations for all 54 houses included in the study under the name 02_STEE_Summary. In addition, four similarly structured excel files, each corresponding to one study period and named as: 03_P1_EE.xlsx, 04_P2_EE.xlsx, 05_P3_EE.xlsx, and 06_P4_EE.xlsx. Each file compiles the detailed STEE data at the household level, where individual sheets are dedicated to each sample. These sheets are labeled according to the respective period and house identifier (e.g., P1-H1, P1-H2).
Lastly, the directory named “03_OE” contains the information related to Domestic Hot Water plus Cooking (d + c), Lighting and Electrical Appliances (l + e) and Space Cooling (sc) of each sample house. The OE directory is structured into two subdirectories containing Design Buuilder files .dsb: 01_OE_Validations and 02_OE_Simulations. Morever, two excel files. The first is a summary of the validation process 03_Validation.xlsx and the other for the summary of the OE calculated across all samples 04_STOE_Summary.xlsx.
DOI: 10.17632/2mb57x9cc5.1
title: Dataset of Operational Energy and Embodied Energy of 54 residential Buildings in the warm-humid climate of Ecuador from 1980 to 2020.

description: This repository contains information of EE and OE of 54 houses located in the Costa region of Ecuador, spanning four different periods of construction (P1 1980 – 1990; P2 1990 - 2000; P3 2000 - 2010 and P4 2010 – 2020) and spread along the cities of Guayaquil, Portoviejo and Machala. The repository is organized into three main directories: Baseline Information, Embodied Energy Data, and Operational Energy Data. 
First, the Baseline Information (01_BI) contains all the samples related information compiled in four Excel files (.xlsx) and one Energy Plus Weather file (.EPW). First, the file named 01_Samples_Attributes.xlsx which contains intrinsic and morphological characteristics for each one of the 54 houses studied. Second, a bill of materials with their quantities and units is included in the file named 02_BoM.xlsx. Third, the file 03_Space_Usage.xlsx presents the intensity of occupancy (m2) and the schedule (h) for Activity & Cooling, Lighting and Electrical Appliances usage in each one of the common spaces during weekdays and weekends. The updated climate file 04_Climate_Data.EPW which was used in the simulation processes in Design Builder Software. Lastly, the directory presents the indoor air temperature data collected in situ of four representative houses used for valitation, each corresponding to a different study period. This information is compiled in the file 05_Temperature_Measures.xlsx.
In second place, for the regard of Embodied Energy Data the corresponding folder’s name is “02_EE”, this directory presents six excel files (.xlsx) related to the EE of the 54 samples in the four periods categorized by component, element and materials. The first file is the 01_EE_Values.xlsx and contains the information related to the SW and EE obtained from bibliography of 21 materials of relevant use in the zone. second, a summary of the Specific Total Embodied Energy (STEE) calculations for all 54 houses included in the study under the name 02_STEE_Summary. In addition, four similarly structured excel files, each corresponding to one study period and named as: 03_P1_EE.xlsx, 04_P2_EE.xlsx, 05_P3_EE.xlsx, and 06_P4_EE.xlsx. Each file compiles the detailed STEE data at the household level, where individual sheets are dedicated to each sample. These sheets are labeled according to the respective period and house identifier (e.g., P1-H1, P1-H2).
Lastly, the directory named “03_OE” contains the information related to Domestic Hot Water plus Cooking (d + c), Lighting and Electrical Appliances (l + e) and Space Cooling (sc) of each sample house. The OE directory is structured into two subdirectories containing Design Buuilder files .dsb: 01_OE_Validations and 02_OE_Simulations. Morever, two excel files. The first is a summary of the validation process 03_Validation.xlsx and the other for the summary of the OE calculated across all samples 04_STOE_Summary.xlsx.
DOI: 10.17632/czy3r8b8vm
title: Efficacy of 0.25% Timolol Gel in Healing Surgical Open Wounds: A Randomized Clinical Trial

description: In this clinical trial, we evaluate whether topical timolol 0.25% gel improves re-epithelialization when applied to surgical wounds healing by secondary intention. We recruited patients undergoing Mohs surgery and randomized 86 patients to timolol or standard of care. Study participants applied timolol or Vaseline to their surgical wounds and provided standardized photographs over the course of 24 weeks, which were scored by two blinded investigators. We evaluated time to re-epithelialization and observed no difference in this outcome between the timolol cohort and the standard of care cohort.
DOI: 10.17632/czy3r8b8vm.1
title: Efficacy of 0.25% Timolol Gel in Healing Surgical Open Wounds: A Randomized Clinical Trial

description: In this clinical trial, we evaluate whether topical timolol 0.25% gel improves re-epithelialization when applied to surgical wounds healing by secondary intention. We recruited patients undergoing Mohs surgery and randomized 86 patients to timolol or standard of care. Study participants applied timolol or Vaseline to their surgical wounds and provided standardized photographs over the course of 24 weeks, which were scored by two blinded investigators. We evaluated time to re-epithelialization and observed no difference in this outcome between the timolol cohort and the standard of care cohort.
DOI: 10.17632/ypvy6ffy9t.1
title: Data collected from adult zebrafish exposed to fipronil and its chlorination byproducts

description: The .xlsx file contains the raw data related to BMI and the count of cells exhibiting pyknosis and steatosis for all groups at 28 and 60 days. The .lcd files contain raw data corresponding to mass spectra for the analysis of the byproducts formed and their stability in water at 0, 12, 24, and 48 hours after formation.
DOI: 10.15468/dl.yqafaj
title: Occurrence Download

description: A dataset containing 378 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anemopaegma chrysanthum",
 "HasCoordinate is true"
 ]
}

 The dataset includes 378 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050281-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/gprd3t8x3j
title: Ultrasound-assisted encapsulation of ε-poly-L-lysine in chitosan and chitosan–whey protein matrices: A strategy to enhance microbial stability of Iranian ultrafiltered white brined cheese

description: This dataset includes the experimental results related to the encapsulation and controlled release of ε-polylysine using chitosan and whey protein nanocapsules. The data cover particle size distribution, zeta potential, encapsulation efficiency, and release profiles under different storage times at 4 °C. Additionally, antimicrobial activity against Escherichia coli in ultrafiltered white brined cheese is provided. The dataset also includes the effects of ultrasound treatment on the properties and release kinetics of nanocapsules. These data were generated as part of a doctoral dissertation project at the University of Tabriz and Tabriz University of Medical Sciences and support the findings reported in the associated manuscript submitted to Food Hydrocolloids.
DOI: 10.17632/gprd3t8x3j.1
title: Ultrasound-assisted encapsulation of ε-poly-L-lysine in chitosan and chitosan–whey protein matrices: A strategy to enhance microbial stability of Iranian ultrafiltered white brined cheese

description: This dataset includes the experimental results related to the encapsulation and controlled release of ε-polylysine using chitosan and whey protein nanocapsules. The data cover particle size distribution, zeta potential, encapsulation efficiency, and release profiles under different storage times at 4 °C. Additionally, antimicrobial activity against Escherichia coli in ultrafiltered white brined cheese is provided. The dataset also includes the effects of ultrasound treatment on the properties and release kinetics of nanocapsules. These data were generated as part of a doctoral dissertation project at the University of Tabriz and Tabriz University of Medical Sciences and support the findings reported in the associated manuscript submitted to Food Hydrocolloids.