cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28979106
title: The effect of education based on the seven-step (7E) learning cycle on the quality of life of stroke patients and the care burden of their caregivers: a randomized clinical trial

description: Education deficiency increases caregiver burden, worsening patient’s Quality of Life (QoL). The Seven-Step (7E) model enhances critical thinking and problem-solving skills using previous experiences. This study aimed at evaluating the influence of education using 7E model on the stroke patients’ QoL and the caregivers’ burden. Following a single-blind parallel-group randomized controlled trial, 110 patient-caregiver dyads were included in the present study from 10 July 2024 to 15 November 2024. The study was conducted in two hospitals and one clinic affiliated with the Shahid Beheshti University of Medical Sciences. They were randomly divided into two groups: 7E model (<i>n</i> = 55) and routine education (<i>n</i> = 55). Data was collected with the Stroke-Specific Quality of Life Scale and Caregiver Burden Inventory (CBI). In the experimental group, training was conducted based on the 7E model. The questionnaires were completed at the pre-test stage and eight weeks later as post-tests. Before the intervention, the two groups did not have a statistically significant difference in demographic information and the total score of QoL and CBI (<i>p</i> &gt; 0.05). After intervention, the analysis showed that the mean scores were significantly higher in all dimensions except mobility and self-care in the experimental group compared to the control group (<i>p</i> &lt; 0.05). Also, regarding caregiver burden, after removing the effect of age, results showed that the CBI in all dimensions’ scores in the experimental group were significantly lower compared to the control group (<i>p</i> = 0.004). Compared to conventional educational approaches, 7E model demonstrated greater efficacy in improving patients’ quality of life and reducing caregiver burden.
DOI: 10.6084/m9.figshare.28979106.v1
title: The effect of education based on the seven-step (7E) learning cycle on the quality of life of stroke patients and the care burden of their caregivers: a randomized clinical trial

description: Education deficiency increases caregiver burden, worsening patient’s Quality of Life (QoL). The Seven-Step (7E) model enhances critical thinking and problem-solving skills using previous experiences. This study aimed at evaluating the influence of education using 7E model on the stroke patients’ QoL and the caregivers’ burden. Following a single-blind parallel-group randomized controlled trial, 110 patient-caregiver dyads were included in the present study from 10 July 2024 to 15 November 2024. The study was conducted in two hospitals and one clinic affiliated with the Shahid Beheshti University of Medical Sciences. They were randomly divided into two groups: 7E model (<i>n</i> = 55) and routine education (<i>n</i> = 55). Data was collected with the Stroke-Specific Quality of Life Scale and Caregiver Burden Inventory (CBI). In the experimental group, training was conducted based on the 7E model. The questionnaires were completed at the pre-test stage and eight weeks later as post-tests. Before the intervention, the two groups did not have a statistically significant difference in demographic information and the total score of QoL and CBI (<i>p</i> &gt; 0.05). After intervention, the analysis showed that the mean scores were significantly higher in all dimensions except mobility and self-care in the experimental group compared to the control group (<i>p</i> &lt; 0.05). Also, regarding caregiver burden, after removing the effect of age, results showed that the CBI in all dimensions’ scores in the experimental group were significantly lower compared to the control group (<i>p</i> = 0.004). Compared to conventional educational approaches, 7E model demonstrated greater efficacy in improving patients’ quality of life and reducing caregiver burden.
DOI: 10.2909/cb0e0cf0-7ab4-4b97-b7a6-6a4f4090fb32
title: NECPR: Additional Reporting Obligations in the area of Energy Efficiency (Annex XVII) dataset, 2025

description: Additional reporting obligations in the area of energy efficiency is a dataset under the National Energy and Climate Progress Reports (NECPRs), which is reported every second year (starting in 2023). The dataset provides additional information on energy efficiency and the role of buildings (public and nearly-zero energy buildings). The EEA collects and quality checks this data. 

This reporting obligation comes from the Governance Regulation 2018/1999, Implementing Regulation 2022/2299 (Annex XVII).
DOI: 10.15468/dl.hhxu44
title: Occurrence Download

description: A dataset containing 341 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chromolaena odorata"
 ]
}

 The dataset includes 341 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004496-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g3sz3h
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((88.792874 24.414215, 88.71575900000001 24.408638, 88.640562 24.392045, 88.569153 24.36485, 88.503305 24.327729, 88.444647 24.281603, 88.394627 24.227618, 88.354473 24.16711, 88.325164 24.101579, 88.30740900000001 24.032644, 88.301625 23.962006, 88.307937 23.891406, 88.32617 23.82258, 88.355857 23.75722, 88.396254 23.696928, 88.446358 23.643182, 88.504932 23.597294, 88.570537 23.560388, 88.64156800000001 23.533365, 88.71628699999999 23.516882, 88.792874 23.511343, 88.869461 23.516882, 88.94418 23.533365, 89.01521099999999 23.560388, 89.080816 23.597294, 89.13939000000001 23.643182, 89.189494 23.696928, 89.22989099999999 23.75722, 89.259578 23.82258, 89.277811 23.891406, 89.28412299999999 23.962006, 89.278339 24.032644, 89.26058399999999 24.101579, 89.231275 24.16711, 89.191121 24.227618, 89.14110100000001 24.281603, 89.082443 24.327729, 89.016595 24.36485, 88.94518600000001 24.392045, 88.869989 24.408638, 88.792874 24.414215))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004497-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18334508
title: Supplementary Minimal Dataset for "Spatial–Attention Collaborative Framework for Controllable Text-Guided Image Editing"

description: This upload provides a minimal supplementary dataset and configuration files to support the reproducibility of the experiments in the manuscript “Spatial–Attention Collaborative Framework for Controllable Text-Guided Image Editing” (Electronics, under review). The package includes JSON annotation files and scripts for generating evaluation subsets. No original images from third-party datasets (e.g., Stanford Cars, MS-COCO) are redistributed. Users should download the original images from the official sources according to the provided instructions.
DOI: 10.5281/zenodo.18334509
title: Supplementary Minimal Dataset for "Spatial–Attention Collaborative Framework for Controllable Text-Guided Image Editing"

description: This upload provides a minimal supplementary dataset and configuration files to support the reproducibility of the experiments in the manuscript “Spatial–Attention Collaborative Framework for Controllable Text-Guided Image Editing” (Electronics, under review). The package includes JSON annotation files and scripts for generating evaluation subsets. No original images from third-party datasets (e.g., Stanford Cars, MS-COCO) are redistributed. Users should download the original images from the official sources according to the provided instructions.
DOI: 10.7910/dvn/kjqlzv
title: Dataset Case Study Assessment of Climate Change-Driven Economic Loss in Mollusc Farming Operations

description: This dataset contains survey responses collected from farmers to assess the economic losses and damages experienced due to recent climate-related disasters. The data capture farm-level impacts of climate change on production, income, and livelihoods, with all information collected for research purposes and anonymized to protect respondent privacy. The findings support understanding climate-driven risks in mollusc farming systems.
description: Type: Dataset; Sub-type(s): Survey Data
DOI: 10.17887/wur01-tjg3i8
title: Data and R-scripts belonging with research paper: Determining future-proof crops based on diets and climate change

description: Balancing human nutrition with environmental sustainability is one of the greatest challenges today as climate change threatens food production. Food systems are expected to face significant challenges in the coming decades. A shift towards new, more plant-based diets, like the EAT-Lancet diet, is necessary as adapting only agricultural practices is not enough to overcome concerns of both health and environment. Crop suitability analysis can provide crucial insights by offering vital insights into which crops have the greatest potential for cultivation in both the present and the future, supporting the transition towards climate-adaptive and nutritious food systems. The main objective of this thesis is to find out what a self-sufficient crop system, that conforms to the EAT-Lancet diet, would look like in the Netherlands in both current and future climates.
DOI: 10.18150/sjnwsn
title: Decreased expression of miR23b is associated with poor survival of endometrial cancer patients

description: The dataset presents data from the article entitled "Decreased expression of miR-23b is associated with poor survival of endometrial cancer patients" published in Scientific Reports journal. This study aimed to assess the level of expression of a panel of 16 miRNAs in both types of EC and healthy endometrium (HE). The dataset presents calculations of microRNA expression levels from tumor tissues or healthy endometrial tissues dissected from archival formalin-fixed paraffin-embedded (FFPE) using laser capture microdissection (LCM), analysis of TCGA Uterine Corpus Endometrial Carcinoma (EC) cohort using OncomiR database, analysis of the survival of EC patients based on the miR-23b, miR-125b-5p, miR-199a-3p, miR-221-3p, miR-451a expression in TCGA cohort (n=533) data using OncoLnc2, and the relative proliferation of mimic miR-23band anti miR-23b-transfected Ishikawa cells.
DOI: 10.15468/dl.8mce3d
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bromus inermis",
 "Year 1970-2000"
 ]
}

 The dataset includes 123 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004499-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34894/u5lugx
title: Quantifying Gait Parameters in Parkinson’s Disease Using Augmented Reality

description: Gait impairments are common in Parkinson’s disease, and cueing strategies can help improve mobility. Augmented Reality (AR) headsets offer personalized cues and can capture gait data, but their validity in varied, clinically relevant walking conditions has not been fully tested. This study evaluates the validity and reliability of gait and balance measures from AR headsets by comparing them to a gold-standard motion capture system.

This repository includes a processed dataset in .JSON format containing raw 3D position and orientation data from the AR headsets and the motion capture system. 

The motion capture system used is a Vicon system, including 12 Vicon Vero 2.2 camera's, capturing data at 100Hz. A Plug-in Gait lower body model was used, with 4 additional markers on the AR device as seperate segment. 

AR headsets used are Magic Leap 2 (OS 1.12.0), capturing positional and rotational data (6-DOF) at ~60Hz.

All participants (n=24) gave informed consent under the study approved by METC-Z (METCZ20250060).
description: Vicon Nexus, 2.17
description: Python, 3.12
description: MATLAB, R2023b
description: Magic Leap 2 OS, 1.12.0
description: The dataset can be loaded using the provided example code. JSON files can be read in Python using the built-in json module and in MATLAB using the jsondecode function. Adjust filename based on actual data. 

Python: 
with open("filename.json", "r") as f:
 data = json.load(f)

MATLAB:
data = jsondecode(fileread('filename.json'));
description: Each JSON file contains a time series of measurements. Each entry includes AR device data with time, x position, y position, z position, pitch, roll, and yaw. Vicon motion capture data includes x, y, and z positions for each marker. 

Explanation of tests and data are included in the README.md.
DOI: 10.15468/dl.8juzcd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((89.871487 24.417468, 89.79437 24.411891, 89.719171 24.395299, 89.64776000000001 24.368104, 89.58190999999999 24.330983, 89.523251 24.284857, 89.47323 24.230871, 89.433075 24.170364, 89.40376500000001 24.104833, 89.386009 24.035898, 89.38022599999999 23.96526, 89.386538 23.89466, 89.404771 23.825834, 89.434459 23.760474, 89.474857 23.700182, 89.524962 23.646436, 89.583538 23.600549, 89.649145 23.563643, 89.72017700000001 23.536619, 89.794898 23.520136, 89.871487 23.514597, 89.948076 23.520136, 90.022797 23.536619, 90.093829 23.563643, 90.159436 23.600549, 90.218012 23.646436, 90.268117 23.700182, 90.308515 23.760474, 90.33820299999999 23.825834, 90.356436 23.89466, 90.362748 23.96526, 90.356965 24.035898, 90.339209 24.104833, 90.309899 24.170364, 90.269744 24.230871, 90.219723 24.284857, 90.161064 24.330983, 90.095214 24.368104, 90.023803 24.395299, 89.948604 24.411891, 89.871487 24.417468))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004500-260120142942310/datasets/export for details.
DOI: 10.15468/dl.67qnx5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((89.871487 24.417468, 89.79437 24.411891, 89.719171 24.395299, 89.64776000000001 24.368104, 89.58190999999999 24.330983, 89.523251 24.284857, 89.47323 24.230871, 89.433075 24.170364, 89.40376500000001 24.104833, 89.386009 24.035898, 89.38022599999999 23.96526, 89.386538 23.89466, 89.404771 23.825834, 89.434459 23.760474, 89.474857 23.700182, 89.524962 23.646436, 89.583538 23.600549, 89.649145 23.563643, 89.72017700000001 23.536619, 89.794898 23.520136, 89.871487 23.514597, 89.948076 23.520136, 90.022797 23.536619, 90.093829 23.563643, 90.159436 23.600549, 90.218012 23.646436, 90.268117 23.700182, 90.308515 23.760474, 90.33820299999999 23.825834, 90.356436 23.89466, 90.362748 23.96526, 90.356965 24.035898, 90.339209 24.104833, 90.309899 24.170364, 90.269744 24.230871, 90.219723 24.284857, 90.161064 24.330983, 90.095214 24.368104, 90.023803 24.395299, 89.948604 24.411891, 89.871487 24.417468))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004502-260120142942310/datasets/export for details.
DOI: 10.5281/zenodo.18334493
title: JCM v1.0 Supplementary Data

description: JCM output data and modified speedy.f90 code used to generate model validation figures in the JCM v1.0 model description paper.
DOI: 10.58116/uek/pguhrd
title: Supporting data for the analysis of fair trade in EU law

description: This dataset contains supporting materials related to a scholarly analysis of the concept of fair trade in the context of European Union law on responsible business conduct. The materials include a comparative table of selected EU legal acts relevant to fair trade, as well as the complete bibliography of the associated scholarly article.
DOI: 10.15468/dl.4mtfdb
title: Occurrence Download

description: A dataset listing the 4137962 species recorded in GBIF matching the query:
{
 "OccurrenceStatus" : [
 "is Present"
 ]
}

 The dataset's 4137962 records were derived from 88274 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004490-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xddh72
title: Occurrence Download

description: A dataset containing 168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bromus japonicus",
 "Year 1970-2000"
 ]
}

 The dataset includes 168 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004504-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8bzxs
title: Occurrence Download

description: A dataset containing 52000 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Gracula religiosa"
 ]
}

 The dataset includes 52000 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004479-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mebmwq
title: Occurrence Download

description: A dataset containing 3775301 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plantae, Undaria pinnatifida, Lindavia intermedia)",
 "Country is New Zealand",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 0",
 "DecimalLongitude is greater than or equal to -180",
 "DecimalLatitude is greater than or equal to -90",
 {
 "not" : {
 "or" : [
 "Issue is Zero coordinate",
 "Issue is Coordinate out of range",
 "Issue is Country coordinate mismatch"
 ]
 }
 }
 ]
}

 The dataset includes 3775301 records from 310 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004445-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p4uf3q
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((88.74028199999999 24.419009, 88.66316399999999 24.413432, 88.587964 24.39684, 88.516553 24.369645, 88.45070200000001 24.332524, 88.392042 24.286398, 88.34202000000001 24.232412, 88.30186399999999 24.171905, 88.272555 24.106374, 88.25479900000001 24.037439, 88.249015 23.966801, 88.25532699999999 23.896201, 88.273561 23.827375, 88.30324899999999 23.762015, 88.343647 23.701723, 88.393753 23.647977, 88.45232900000001 23.60209, 88.517937 23.565184, 88.58897 23.53816, 88.66369299999999 23.521677, 88.74028199999999 23.516138, 88.81687100000001 23.521677, 88.891594 23.53816, 88.962627 23.565184, 89.028235 23.60209, 89.086811 23.647977, 89.136917 23.701723, 89.17731499999999 23.762015, 89.207003 23.827375, 89.22523700000001 23.896201, 89.231549 23.966801, 89.225765 24.037439, 89.208009 24.106374, 89.17870000000001 24.171905, 89.138544 24.232412, 89.088522 24.286398, 89.02986199999999 24.332524, 88.964011 24.369645, 88.8926 24.39684, 88.81740000000001 24.413432, 88.74028199999999 24.419009))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004505-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zf6fjm
title: Occurrence Download

description: A dataset containing 314563 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abelmoschus esculentus, Abelmoschus moschatus, Abies alba, Abies balsamea, Abies fraseri, Abies nordmanniana)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 314563 records from 1329 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004484-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shmmdy
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Larimichthys polyactis (Bleeker, 1877)",
 "Year 2000-2025"
 ]
}

 The dataset includes 34 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013705-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmj5xj
title: Occurrence Download

description: A dataset containing 6643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Sphagnum palustre L.",
 "Year 1980-2025"
 ]
}

 The dataset includes 6643 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015816-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.