cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/k8pmzkr996.1
title: Social Sustainability

description: Social sustainability is one of the three interrelated components of sustainability. For something to be truly sustainable, there must be equal consideration of social (people), environmental (planet), and economic (profit) factors. The social component of sustainability, at its most basic level, concerns the rights and wellbeing of all humans. In a business context, social sustainability encompasses a range of topics, including workplace diversity, fair labor practices, and positive community engagement. Social sustainability is a long-term, ongoing mission of ensuring social conditions and outcomes are optimized for generations to come.
DOI: 10.15468/dl.7fr6kr
title: Occurrence Download

description: A dataset listing the 21 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GbifRegion is Asia",
 "TaxonKey is Myrmica Latreille, 1804"
 ]
}

 The dataset's 21 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009848-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/tcc6nzg7cs
title: Dataset of Vietnamese Primary Education Pre-service Teachers' Perceptions of Differentiated Instruction in Teaching Practicum

description: This dataset captures the knowledge, practices, and perceptions of Differentiated Instruction (DI) among pre-service primary education teachers in Vietnam during their teaching practicum. Collected from 461 pre-service teachers across 13 universities in Northern (94.3%), Central (1.3%), and Southern (4.4%) Vietnam through an online survey conducted between January and March 2025, it covers 11 key dimensions: (1) Demographics, (2) Sources of DI knowledge, (3) Self-assessed DI competence, (4) Influencing factors, (5) Perceived importance, (6) DI implementation challenges, (7) Training program improvements, (8) Practicum adjustments, (9) DI enhancement strategies, (10) Assessment challenges, and (11) DI methods used during practicum. This dataset provides a foundation for evidence-based reforms in teacher education, improving practicum experiences, and preparing future educators to address diverse student needs.
DOI: 10.17632/tcc6nzg7cs.1
title: Dataset of Vietnamese Primary Education Pre-service Teachers' Perceptions of Differentiated Instruction in Teaching Practicum

description: This dataset captures the knowledge, practices, and perceptions of Differentiated Instruction (DI) among pre-service primary education teachers in Vietnam during their teaching practicum. Collected from 461 pre-service teachers across 13 universities in Northern (94.3%), Central (1.3%), and Southern (4.4%) Vietnam through an online survey conducted between January and March 2025, it covers 11 key dimensions: (1) Demographics, (2) Sources of DI knowledge, (3) Self-assessed DI competence, (4) Influencing factors, (5) Perceived importance, (6) DI implementation challenges, (7) Training program improvements, (8) Practicum adjustments, (9) DI enhancement strategies, (10) Assessment challenges, and (11) DI methods used during practicum. This dataset provides a foundation for evidence-based reforms in teacher education, improving practicum experiences, and preparing future educators to address diverse student needs.
DOI: 10.17632/2sg2b49hbs.1
title: High-Order CSK Optical Communication: MATLAB Code and Figure Dataset

description: This dataset includes MATLAB simulation code, pretrained neural network file, and original experiment figure files related to high-order CSK optical chaos communication. The results are derived from MATLAB simulations.
DOI: 10.17632/h7pn2t35pg.1
title: Abrocitinib versus dupilumab: impact on skin barrier function and proteomics in atopic dermatitis

description: Both abrocitinib and dupilumab effectively improve skin barrier function in atopic dermatitis, with distinct molecular impacts unveiled through tape-strip proteomics analysis. 

This dataset contains supplemental methods, 6 supplemental figures, and 5 supplemental tables.

Mendeley supplemental figure 1. Flow diagram of subject assignments and intervention adherence
Mendeley supplemental figure 2. Representative clinical images of AD patients before and after treatment
Mendeley supplemental figure 3. Comparison of laboratory test results before and after treatment with dupilumab or abrocitinib
Mendeley supplemental figure 4. Correlation between clinical symptoms and skin barrier function during treatment
Mendeley supplemental figure 5. Distinct Gene Ontology terms and potential biomarkers in AD skin
Mendeley supplemental figure 6. Different therapies induce unique dynamic patterns of skin proteomics in AD

Mendeley supplemental table 1. Baseline details of demographics and skin barrier parameters in enrolled individuals
Mendeley supplemental table 2. Comparison of demographics and baseline clinical features within subgroups
Mendeley supplemental table 3. Differentially expressed proteins between AD lesional skin at baseline and healthy skin
Mendeley supplemental table 4. Differentially expressed proteins between AD non-lesional skin at baseline and healthy skin
Mendeley supplemental table 5. Differentially expressed proteins between lesional skin and non-lesional skin of AD at baseline
DOI: 10.17632/h7pn2t35pg.2
title: Abrocitinib versus dupilumab: impact on skin barrier function and proteomics in atopic dermatitis

description: Both abrocitinib and dupilumab effectively improve skin barrier function in atopic dermatitis, with distinct molecular impacts unveiled through tape-strip proteomics analysis. 

This dataset contains supplemental methods, 6 supplemental figures, and 5 supplemental tables.

Mendeley supplemental figure 1. Flow diagram of subject assignments and intervention adherence
Mendeley supplemental figure 2. Representative clinical images of AD patients before and after treatment
Mendeley supplemental figure 3. Comparison of laboratory test results before and after treatment with dupilumab or abrocitinib
Mendeley supplemental figure 4. Correlation between clinical symptoms and skin barrier function during treatment
Mendeley supplemental figure 5. Distinct Gene Ontology terms and potential biomarkers in AD skin
Mendeley supplemental figure 6. Different therapies induce unique dynamic patterns of skin proteomics in AD

Mendeley supplemental table 1. Baseline details of demographics and skin barrier parameters in enrolled individuals
Mendeley supplemental table 2. Comparison of demographics and baseline clinical features within subgroups
Mendeley supplemental table 3. Differentially expressed proteins between AD lesional skin at baseline and healthy skin
Mendeley supplemental table 4. Differentially expressed proteins between AD non-lesional skin at baseline and healthy skin
Mendeley supplemental table 5. Differentially expressed proteins between lesional skin and non-lesional skin of AD at baseline
DOI: 10.17632/zgb2hwxmwg
title: GAF Documentary

description: This dataset includes a short documentary video titled Silent Titans, directed by Ghanaian filmmaker Magdalene Kwashie. The film explores the experiences of women serving in the Ghana Armed Forces, focusing on their roles in male-dominated specialties such as mechanical operations, leadership, and combat training. Through a combination of interviews and observational footage, the documentary captures personal narratives that reveal the challenges, negotiations, and affirmations of gender identity within a traditionally patriarchal institution.

Research Hypothesis:

The study hypothesizes that, despite efforts toward gender integration, women in the Ghanaian military continue to face implicit and explicit gender-based barriers that shape their professional identity and access to opportunities.

Data Contents:

Video file: Silent Titans (approx. 12 minutes), in MP4 format.

Data Collection & Preparation:

The documentary was created through primary fieldwork, using filmed interviews with consenting participants who discussed their professional and personal experiences within the military. The transcript was manually prepared from the video and reflects the exact verbal content of the participants. No personal identifiers have been removed, and the material is presented as it appears in the film for scholarly analysis.

Notable Findings:

The analysis revealed four major themes:

Negotiating Work-Family Balance – Participants detailed the physical and emotional strain of combining military duties with domestic responsibilities.

Gendered Role Expectations – Stereotypes and structural norms continue to influence the types of roles women are assigned.

Institutional Support and Barriers – While some superiors support women’s advancement, broader institutional practices often hinder full participation.

Agency and Identity Formation – The women assert strong identities and challenge limiting gender norms through discipline, performance, and self-expression.

Interpretation and Use:

This dataset is valuable for researchers in gender studies, military sociology, African studies, and media or film analysis. The documentary offers rich audiovisual material for studying how gender is negotiated in hierarchical, male-dominated environments. The transcript supports textual analysis, making the data suitable for thematic coding, discourse analysis, and education in feminist media practice and qualitative research
DOI: 10.17632/zgb2hwxmwg.1
title: GAF Documentary

description: This dataset includes a short documentary video titled Silent Titans, directed by Ghanaian filmmaker Magdalene Kwashie. The film explores the experiences of women serving in the Ghana Armed Forces, focusing on their roles in male-dominated specialties such as mechanical operations, leadership, and combat training. Through a combination of interviews and observational footage, the documentary captures personal narratives that reveal the challenges, negotiations, and affirmations of gender identity within a traditionally patriarchal institution.

Research Hypothesis:

The study hypothesizes that, despite efforts toward gender integration, women in the Ghanaian military continue to face implicit and explicit gender-based barriers that shape their professional identity and access to opportunities.

Data Contents:

Video file: Silent Titans (approx. 12 minutes), in MP4 format.

Data Collection & Preparation:

The documentary was created through primary fieldwork, using filmed interviews with consenting participants who discussed their professional and personal experiences within the military. The transcript was manually prepared from the video and reflects the exact verbal content of the participants. No personal identifiers have been removed, and the material is presented as it appears in the film for scholarly analysis.

Notable Findings:

The analysis revealed four major themes:

Negotiating Work-Family Balance – Participants detailed the physical and emotional strain of combining military duties with domestic responsibilities.

Gendered Role Expectations – Stereotypes and structural norms continue to influence the types of roles women are assigned.

Institutional Support and Barriers – While some superiors support women’s advancement, broader institutional practices often hinder full participation.

Agency and Identity Formation – The women assert strong identities and challenge limiting gender norms through discipline, performance, and self-expression.

Interpretation and Use:

This dataset is valuable for researchers in gender studies, military sociology, African studies, and media or film analysis. The documentary offers rich audiovisual material for studying how gender is negotiated in hierarchical, male-dominated environments. The transcript supports textual analysis, making the data suitable for thematic coding, discourse analysis, and education in feminist media practice and qualitative research
DOI: 10.17632/hxrmzggw5b.1
title: BanglaDine2024: Bangladeshi Restaurant Industry Dataset

description: Dataset Overview
This comprehensive dataset contains detailed information on 58,376 active restaurants across Bangladesh, scraped from Google Maps in 2024. The dataset comprises 221 columns spanning spatial, temporal, and operational metrics, making it the first large-scale, publicly available restaurant operations dataset from Bangladesh.

Key Features
1. Geographic coverage: Complete mapping of restaurants across Bangladesh's major urban areas
2. Temporal data: 24-hour traffic patterns for all seven days of the week
3. Operational metrics: Opening hours, customer ratings, review counts
4. Business information: Names, addresses, cuisine types, contact details
5. Facility data: Detailed amenities and service offerings
6. Online presence indicators: Websites, social media links
7. Customer feedback: Ratings (5-point scale) and review counts

Data Specifications
1. Format: JSON, CSV
2. Size: 58,376 records
3. Dimensions: 221 columns
4. Time period: Data collected in 2024
5. Source: Google Maps Platform
6. Data types: Categorical, numerical, and text data
DOI: 10.15468/dl.ex5px6
title: Occurrence Download

description: A dataset containing 474 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyperus cyperinus (Retz.) Valck.Sur.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 474 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009857-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9npznfkhsj.1
title: Original Data of Tripartite phosphorylation of SPT5 by CDK9 times pause release and tunes elongation rate of RNA polymerase II by Sun and Fisher

description: The RNA polymerase II (RNAPII) transcription cycle is regulated throughout its duration by protein phosphorylation. Previously, two regions phosphorylated by cyclin-dependent kinase 9 (CDK9) in elongation factor SPT5—the linker between KOWx-4 and KOW5 domains and carboxy-terminal repeat (CTR) 1—were implicated in promoter-proximal pausing and termination, respectively. Here we show that phosphorylations in the linker, CTR1 and a third region, CTR2, coordinately control pause release, elongation speed and termination. Pausing was unaffected or increased by mutations preventing CTR1 or CTR2 phosphorylation, respectively, but attenuated when both CTRs were mutated. Whereas loss of CTR1 phosphorylation slowed elongation and repressed nascent transcription, simultaneous CTR2 mutation partially reversed both effects. Nevertheless, mutating both CTRs had additive effects on splicing, termination, steady-state mRNA levels and cell proliferation. Therefore, tripartite SPT5 phosphorylation times pause release and tunes RNAPII elongation rate to ensure productive transcription and cell viability. This file contains the unprocessed and uncompressed imaging data.
DOI: 10.15468/dl.bkebqq
title: Occurrence Download

description: A dataset containing 220 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hippasa holmerae Thorell, 1895"
 ]
}

 The dataset includes 220 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009859-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66bb3s
title: Occurrence Download

description: A dataset containing 13357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ficopomatus enigmaticus (Fauvel, 1923), Hydroides elegans (Haswell, 1883), Ascidiella aspersa (Müller, 1776), Chamberlinius hualienensis Wang, 1956, Bursaphelenchus xylophilus Steiner & Buhrer, 1934, Platydemus manokwari Beauchamp, 1962, Mnemiopsis leidyi A.Agassiz, 1865, Globodera rostochiensis (Wollenweber, 1923) Skarbilovich, 1959, Dikerogammarus villosus (Sowinsky, 1894), Dikerogammarus aralychensis (Birstein, 1932), Dikerogammarus bispinosus Martynov, 1925, Dikerogammarus caspius (Pallas, 1771), Dikerogammarus gruberi Mateus & Mateus, 1990, Dikerogammarus haemobaphes (Eichwald, 1841), Dikerogammarus istanbulensis Özbek, 2011, Dikerogammarus oskari Birstein, 1945)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 1000"
 ]
}

 The dataset includes 13357 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009860-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9pzzmhv7gp.1
title: Crops Recommendation AI-GeoInfo Framework Datasets

description: Research datasets about Crops Recommendation AI-GeoInfo Framework Datasets and the use of Supervised Machine Learning Algorithms and GeoAPI Module
DOI: 10.5281/zenodo.15123507
title: PAAD source data
DOI: 10.5281/zenodo.15123508
title: PAAD source data
DOI: 10.17632/jvmpd2rc2m.1
title: Mealworm Beetles

description: Synthetic and real farm datasets for mealworm beetle detection, labeled with YOLO-format bounding boxes.
DOI: 10.17632/z7r7d2ys7t.1
title: Allotments cooling FUAs

description: The dataset represents allotments within the boundaries of European Functional Urban Areas (FUAs), along with zones influenced by allotment-generated cooling. It includes variables describing cooling intensity (HCI), maximum cooling distance (HCD), cooling effectiveness defined as the ratio of the cooling zone area to the allotment area (CA_AR), and the number of beneficiaries of the cooling services provided by allotments (POP). It also includes grouping variables: the type of Local Climate Zone (LCZ) cooled by the allotment and the class of proximity to blue-green infrastructure.
DOI: 10.15468/dl.42ehba
title: Occurrence Download

description: A dataset containing 3832 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyperus cyperoides (L.) Kuntze)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 3832 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009862-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/26x9nd8mv9.1
title: Multi-Criteria Algorithm for Optimal Site Selection of Floating Offshore Wind Farms and Maintenance Route Design Using TSP

description: In this study, we propose an integrated framework that leverages GIS, multi-criteria decision-making, and route optimization techniques to identify the most promising deployment sites. Our algorithm systematically evaluates technical, environmental, logistical, and economic parameters—such as wind speed, water depth, marine restrictions, and port proximity—to determine areas with high energy potential. Experimental results from diverse Spanish coastal sectors reveal notable variability in wind power density and operational logistics. In certain regions, elevated wind power densities compensate for smaller installation areas, while expansive zones with moderate resources can yield comparable total output.
DOI: 10.17632/wfyfc3n2fh
title: Inoculation_Brazil

description: Bibliographic survey to better understand the reasons and conditions why the inoculation of microorganisms do not always result in any apparent benefit to the plants.
DOI: 10.17632/wfyfc3n2fh.1
title: Inoculation_Brazil

description: Bibliographic survey to better understand the reasons and conditions why the inoculation of microorganisms do not always result in any apparent benefit to the plants.
DOI: 10.17632/vv94gbvsfg.1
title: ImmunoAIzer Dataset Supplementary PD-1 files

description: This dataset is a supplement to the original ImmunoAIzer dataset: DOI: 10.17632/6rkw48wspj.1

In this supplementary dataset, we include registered aligned image blocks of H&E and PD-1 staining of the slides used in paper:

Bian C, Wang Y, Lu Z, et al. ImmunoAIzer: A deep learning-based computational framework to characterize cell distribution and gene mutation in tumor microenvironment[J]. Cancers, 2021, 13(7): 1659.
DOI: 10.17632/g5kkgnr2tx
title: PSR Supplemental Training and Learning Impacts Data

description: This is the anonymized data for the manuscript 'Produce Safety Rule Supplemental Training and Grower Learning Impact: Experimental Evidence from Latin America'. Posted on April 7, 2025
DOI: 10.15468/dl.cycbgg
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Buccinum nivale Friele, 1882"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079710-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9adre
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Peucedanum violaceum R.H.Shan & M.L.Sheh"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071788-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cc7g4e
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-80.3503340000000037 40.9799122000000011, -80.3503340000000037 40.9833437899999993, -80.3503340000000037 40.9855400200000020, -80.3503340000000037 40.9874617099999980, -80.3503340000000037 40.9904815100000022, -80.3503340000000037 40.9936385800000025, -80.3503340000000037 40.9958347999999972, -80.3486808899999971 40.9958347999999972, -80.3457879500000018 40.9958347999999972, -80.3435838099999984 40.9958347999999972, -80.3402775899999995 40.9958347999999972, -80.3365581000000049 40.9958347999999972, -80.3365581000000049 40.9926777299999969, -80.3365581000000049 40.9903442499999997, -80.3365581000000049 40.9867753899999983, -80.3365581000000049 40.9841673800000024, -80.3365581000000049 40.9811475699999974, -80.3365581000000049 40.9799122000000011, -80.3411041500000067 40.9799122000000011, -80.3431705299999948 40.9799122000000011, -80.3457879500000018 40.9799122000000011, -80.3481298600000002 40.9799122000000011, -80.3503340000000037 40.9799122000000011))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 30 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101850-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.