cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10148337
title: Individual Table for Tel Aviv 2017 in SimMobility MIT Preday

description: This table offers insights into the synthetic population of the Tel Aviv Metropolis on 2017. It relies on a diverse set of data of Israeli government officials.. Primarily designed for research purposes, it is especially intended to be utilized as input for the SimMobility MIT  demand simulator.
DOI: 10.5281/zenodo.10148423
title: Daily Activity Schedule Tel Aviv 2017 from SimMobility MIT Preday

description: This database countain the activities conducted in the Tel Aviv metropolis on a typical day in 2017. The information is derived from the outcomes of the Simobility demand simulator, which operates on synthetic population and land-use inputs specific to the Tel Aviv metropolis.
DOI: 10.5281/zenodo.10148424
title: Daily Activity Schedule Tel Aviv 2017 from SimMobility MIT Preday

description: This database countain the activities conducted in the Tel Aviv metropolis on a typical day in 2017. The information is derived from the outcomes of the Simobility demand simulator, which operates on synthetic population and land-use inputs specific to the Tel Aviv metropolis.
DOI: 10.17632/ffkkktjr2c.3
title: Effect of a Group-based PARO Robot intervention on Cognitive Function, Autonomic Nervous System Function, and Mental Well-being in Older Adults with Mild Dementia

description: Our research hypothesis was that older adults with mild dementia who participated in a group-based PARO intervention could improve their cognitive function, autonomic nervous system function, and mental well-being compared to the control group.
Our data shows changes in cognitive and mental health in older adults with mild dementia. The Mini-Mental State Examination (MMSE), Geriatric Depression Scale-Short Form (GDS-SF), UCLA loneliness scale-version 3 (UCLA-3), and Warwick-Edinburgh Mental Well-being Scale (WEMWBS) were assessed before the intervention, at the end of the intervention (week 6), and 1-month after the intervention (week 10).
In this randomized controlled trial of older adults with mild dementia, following the group-based robotic seal (PARO) intervention, participants showed significantly increased cognition and improved mental well-being. These findings suggest that the group-based PARO intervention regulated a balance of sympathetic activity and parasympathetic modulation, improved cognitive function, and enhanced feelings of social well-being.
The readers can free download and reuse this dataset for academic purposes. The findings from the data set could merely be interpreted as related to older adults with mild dementia.
DOI: 10.17632/ffkkktjr2c.4
title: Effect of a Group-based PARO Robot intervention on Cognitive Function, Autonomic Nervous System Function, and Mental Well-being in Older Adults with Mild Dementia

description: Our research hypothesis was that older adults with mild dementia who participated in a group-based PARO intervention could increase their cognitive function, improve autonomic nervous system function, and mental well-being compared to the control group.
Our data shows changes in cognitive autonomic nervous system function, and mental health in older adults with mild dementia. Physiological parameters were assessed using the heart rate variability (HRV). In addition, the Mini-Mental State Examination (MMSE), Geriatric Depression Scale-Short Form (GDS-SF), UCLA loneliness scale-version 3 (UCLA-3), and Warwick-Edinburgh Mental Well-being Scale (WEMWBS) were assessed at three yime points: before the intervention (T1), at the end of the intervention (week 6, T2), and 1-month after the intervention (week 10, T3).
 Using a repeated-measures generalized linear model, significant time * group interactions were found in the MMSE (F [2, 115] = 19.54, p < .001), FTT (F [2, 115] = 4.87, p = .01),  HRV high-frequency (F [2, 115] = 3.57, p = .03) and high-frequency/low-frequency ratio (F [2, 115] = 0.96, p = .01), UCLA-3 (F [2, 115] = 54.7, p < .001), GDS-SF (F [2, 115] = 3.36, p = .04), and WEMWBS (F [2, 115] = 5.93, p < .001). Furthermore, psychological parameters improved significantly and continuously even 1 month after the PARO intervention was finished. Physiological parameters (HRV, FTT) significantly improved at week-6, but the effects had diminished by week-10. These findings suggest that the group-based PARO intervention regulated a balance of sympathetic activity and parasympathetic modulation, improved cognitive function, and enhanced feelings of social well-being.
The data was collected before and after the group-based PARO intervention by research assistants using the above scales and a HRV device.  This data was the sum of all the scales.
The readers can free download and reuse this dataset for academic or research purposes. The findings from the data set could merely be interpreted as related to older adults with mild dementia receiving social robot intervention.
DOI: 10.17632/ffkkktjr2c.6
title: Effect of a Group-based PARO Robot intervention on Cognitive Function, Autonomic Nervous System Function, and Mental Well-being in Older Adults with Mild Dementia

description: The objective of the dataset is to provide a comprehensive collection of data that investigates the effects of a group-based PARO intervention on cognitive function, autonomic nervous system function, and mental well-being in older adults with mild dementia. Our research hypothesis was that older adults with mild dementia who participated in a group-based PARO intervention could increase their cognitive function and improve autonomic nervous system function and mental well-being compared to the control group. This dataset is to paper “Effect of a Group-based PARO Robot Intervention on Cognitive Function, Autonomic Nervous System Function, and Mental Well-being in Older Adults with Mild Dementia” by Chen et al. It contains: (1) sum of scales, including the cognitive scale, the Mini-Mental State Examination (MMSE), Mental health data, including geriatric depression scale-short-form (GDS); UCLA-3 scale (UCLA), Warwick-Edinburgh Mental Well-being Scale (WEMWBS). (2) HRV raw data. (3) finger-tapping test data (FTT) raw data. 
Physiological parameters were assessed using heart rate variability (HRV). In addition, the Mini-Mental State Examination (MMSE), Geriatric Depression Scale-Short Form (GDS-SF), UCLA loneliness scale-version 3 (UCLA-3), and Warwick-Edinburgh Mental Well-being Scale (WEMWBS) were assessed at three-time points: before the intervention (T1), at the end of the intervention (week 6, T2), and 1-month after the intervention (week 10, T3).
Our results show changes in cognitive, HRV high-frequency and high-frequency/low-frequency ratio, UCLA-3, GDS-SF and WEMWBS in older adults with mild dementia. Furthermore, psychological parameters improved significantly and continuously even 1 month after the PARO intervention was finished. Physiological parameters (HRV, FTT) significantly improved at week-6, but the effects had diminished by week-10. These findings suggest that the group-based PARO intervention regulated a balance of sympathetic activity and parasympathetic modulation, improved cognitive function, and enhanced feelings of social well-being.
The readers can free download and reuse this dataset for academic or research purposes. The findings from the data set could merely be interpreted as related to older adults with mild dementia receiving social robot intervention.
DOI: 10.17632/ffkkktjr2c.1
title: Group-Based PARO intervention

description: Effect of a Group-based PARO Robot intervention on Cognitive Function, Autonomic Nervous System Function, and Mental Well-being in Older Adults with Mild Dementia
DOI: 10.17632/ffkkktjr2c.2
title: Group-Based PARO intervention

description: This study entitled "Effect of a Group-based PARO Robot intervention on Cognitive Function, Autonomic Nervous System Function, and Mental Well-being in Older Adults with Mild Dementia"
Our primary question addressed by this study was: Can cognitive function, autonomic nervous system function, and mental well-being be improved in older adults with mild dementia using a group-based PARO intervention?
Our data shows scores of mental health to older adults with mild dementia. The Mini-Mental State Examination (MMSE), Geriatric Depression Scale-Short Form (GDS-SF), UCLA loneliness scale-version 3 (UCLA-3), and Warwick-Edinburgh Mental Well-being Scale (WEMWBS) were assessed before the intervention, end of the intervention (week-6), and 1-month after the intervention (week-10).
In this randomized controlled trial of older adults with mild dementia, following the group-based robotic seal (PARO) intervention, participants showed significantly increased cognition and improved mental well-being. These findings suggest that the group-based PARO intervention regulated a balance of sympathetic activity and parasympathetic modulation, improved cognitive function, and enhanced feelings of social well-being.  

The readers can free download and reuse this dataset for academic purposes. The findings from the data set could merely be interpreted as related to older adults with mild dementia.
DOI: 10.17632/ffkkktjr2c.5
title: Effect of a Group-based PARO Robot intervention on Cognitive Function, Autonomic Nervous System Function, and Mental Well-being in Older Adults with Mild Dementia

description: The objective of the dataset is to provide a comprehensive collection of data that investigates the effects of a group-based PARO intervention on cognitive function, autonomic nervous system function, and mental well-being in older adults with mild dementia. Our research hypothesis was that older adults with mild dementia who participated in a group-based PARO intervention could increase their cognitive function and improve autonomic nervous system function and mental well-being compared to the control group. This dataset is to paper “Effect of a Group-based PARO Robot Intervention on Cognitive Function, Autonomic Nervous System Function, and Mental Well-being in Older Adults with Mild Dementia” by Chen et al. It contains: (1) sum of scales, including the cognitive scale, the Mini-Mental State Examination (MMSE), Mental health data, including geriatric depression scale-short-form (GDS); UCLA-3 scale (UCLA), Warwick-Edinburgh Mental Well-being Scale (WEMWBS). (2) HRV raw data. (3) finger-tapping test data (FTT) raw data. Physiological parameters were assessed using heart rate variability (HRV). In addition, the Mini-Mental State Examination (MMSE), Geriatric Depression Scale-Short Form (GDS-SF), UCLA loneliness scale-version 3 (UCLA-3), and Warwick-Edinburgh Mental Well-being Scale (WEMWBS) were assessed at three-time points: before the intervention (T1), at the end of the intervention (week 6, T2), and 1-month after the intervention (week 10, T3). Our results show changes in cognitive (p &lt; .001), HRV high-frequency (p = .03) and high-frequency/low-frequency ratio (p = .01), UCLA-3 (p &lt; .001), GDS-SF (p = .04) and WEMWBS (p &lt; .001) in older adults with mild dementia. Furthermore, psychological parameters improved significantly and continuously even 1 month after the PARO intervention was finished. Physiological parameters (HRV, FTT) significantly improved at week-6, but the effects had diminished by week-10. These findings suggest that the group-based PARO intervention regulated a balance of sympathetic activity and parasympathetic modulation, improved cognitive function, and enhanced feelings of social well-being. The readers can free download and reuse this dataset for academic or research purposes. The findings from the data set could merely be interpreted as related to older adults with mild dementia receiving social robot intervention.
DOI: 10.20375/0000-0011-0e2b-f
title: Documentation-Data-Collection-ENG-revised.pdf
DOI: 10.20375/0000-0011-0e2c-e
title: Documentation-Data-Collection-UKR.pdf
DOI: 10.20375/0000-0011-0e2d-d
title: maidan2013-revised.sav
DOI: 10.20375/0000-0011-0e2e-c
title: maidan2013-revised.xlsx
DOI: 10.48320/2556e71d-d85a-490f-8a91-673fcc1f7dd4
title: Maidan-2013: who participated - why and for what? (Ilko Kucheriv Democratic Initiatives Foundation + Kyiv International Institute of Sociology)
DOI: 10.5281/zenodo.10148409
title: Data for geometric analysis of seed shape diversity in the Cucurbitaceae

description: Data to complement the article Geometric analysis of seed shape diversity in the Cucurbitaceae 
description: Mathematica code with the Fourier expansion corresponding to a seed of Cucumis sativus and the resulting figure used as the model for shape comparison.
Images used in curvature analysis.
Results of curvature analysis (samples)
Seed photographs of representative species of the cucurbitaceae: Tribes 1 to 9; Tribes 10 to 16.
Origin of the seed photographs.
DOI: 10.5281/zenodo.10104082
title: Data for geometric analysis of seed shape diversity in the Cucurbitaceae

description: Data to complement the article Geometric analysis of seed shape diversity in the Cucurbitaceae 
description: Mathematica code with the Fourier expansion corresponding to a seed of Cucumis sativus and the resulting figure used as the model for shape comparison.
Images used in curvature analysis.
Results of curvature analysis (samples)
Seed photographs of representative species of the cucurbitaceae: Tribes 1 to 9; Tribes 10 to 16.
Origin of the seed photographs.
DOI: 10.5281/zenodo.10104083
title: Data for geometric analysis of seed shape diversity in the Cucurbitaceae

description: Data to complement the article Geometric analysis of seed shape diversity in the Cucurbitaceae 
description: Mathematica code with the Fourier expansion corresponding to a seed of Cucumis sativus and the resulting figure used as the model for shape comparison.
Images used in curvature analysis.
Results of curvature analysis (samples)
Seed photographs of representative species of the cucurbitaceae: Tribes 1 to 9; Tribes 10 to 16.
Origin of the seed photographs.
DOI: 10.5281/zenodo.10148449
title: Connecting the Dots Variables of Literary History and Emotions in German-language Poetry - Code and Data

description: Usage
Experiments can be replicated by running run.py. Please take a look at run.py, since there are some choices to be made within the code. Since pymc4 and gpu usage is under heavy development at the time, we advise to stick to the excact package versions from requirements.txt.
Content

data

input.tsv - tab-separated table containing corpus metadata (including emotions) 
factors

model.py - declaration the HGLM in pymc3
preprocessing.py - code to transform the data in input.tsv to fit the HGLM
plots
requirements.txt - required python version and packages
run.py - wrapper to start the experiments (priors and targeted emotions need to be decalered in the code)
DOI: 10.5281/zenodo.10148450
title: Connecting the Dots Variables of Literary History and Emotions in German-language Poetry - Code and Data

description: Usage
Experiments can be replicated by running run.py. Please take a look at run.py, since there are some choices to be made within the code. Since pymc4 and gpu usage is under heavy development at the time, we advise to stick to the excact package versions from requirements.txt.
Content

data

input.tsv - tab-separated table containing corpus metadata (including emotions) 
factors

model.py - declaration the HGLM in pymc3
preprocessing.py - code to transform the data in input.tsv to fit the HGLM
plots
requirements.txt - required python version and packages
run.py - wrapper to start the experiments (priors and targeted emotions need to be decalered in the code)
DOI: 10.25502/sh78-6v16/d
title: Situational Analysis of Breeder Seed Use and Delivery in Nigeria and Ghana

description: The SeEDEQUAL Initiative is an integral part of Genetic Innovation in the One CGIAR Action Area. It is intended for a better CG/NARS breeding impact by focusing on delivering genetic gain of crops in farmers’ fields and an enhanced varietal turnover through formal and farmer-based seed delivery channels. Work package 3 of the initiative is geared towards scaling and delivery of planting materials of vegetatively propagated crops. In the case of yam, it aims to understand channels for use of Breeder seed to prime sustainable formal seed system.
DOI: 10.4121/600aa569-bdd4-4053-b028-3735bf87a028
title: Survey data- web search by adult participants with intellectual disability

description: This research data were collected using a survey designed accessible to people with disability. Data collection used this accessible survey delivered through structured interviews by a researcher familiar to the participants. This study was ethically approved by the research ethics committee in Queensland University of Technoloy.
DOI: 10.4121/600aa569-bdd4-4053-b028-3735bf87a028.v1
title: Survey data- web search by adult participants with intellectual disability

description: This research data were collected using a survey designed accessible to people with disability. Data collection used this accessible survey delivered through structured interviews by a researcher familiar to the participants. This study was ethically approved by the research ethics committee in Queensland University of Technoloy.
DOI: 10.5281/zenodo.8013349
title: Reproduction package for the paper "Expanding the inventory of spectral lines used to trace atmospheric escape in exoplanets"

description: This is a basic reproduction package for the paper "Expanding the inventory of spectral lines used to trace atmospheric escape in exoplanets" by Linssen & Oklopčić (2023). It provides the full transmission spectra of all simulations presented in the paper, as well as the data products necessary to reproduce the figures of the paper.
DOI: 10.5281/zenodo.8013350
title: Reproduction package for the paper "Expanding the inventory of spectral lines used to trace atmospheric escape in exoplanets"

description: This is a basic reproduction package for the paper "Expanding the inventory of spectral lines used to trace atmospheric escape in exoplanets" by Linssen & Oklopčić (2023). It provides the full transmission spectra of all simulations presented in the paper, as well as the data products necessary to reproduce the figures of the paper.
DOI: 10.6084/m9.figshare.24581181
title: Source Data.xlsx

description: Source data related to research article UBIMAX
DOI: 10.6084/m9.figshare.24581181.v1
title: Source Data.xlsx

description: Source data related to research article UBIMAX
DOI: 10.5281/zenodo.10148527
title: Supplementary data supporting "3D diffusion of water in melt inclusion-bearing olivine phenocrysts"

description: Supplementary_DataS1
Secondary Ion Mass Spectrometry (SIMS) data of water concentrations in olivine crystals from the 1977 Seguam eruption used in this study. Electron probe microanalyser (EPMA) data of major elements and crystal orientations from electron backscatter diffraction (EBSD) are also included.
Supplementary_DataS2
Model inputs and outputs for the Monte Carlo diffusion modelling used in this study for water loss from a melt inclusion during magma decompression. Spreadsheet includes water loss estimated by 3D, 2D and 1D numerical models in addition to the anisotropic analytical solution. It also includes the inverted decompression rates from the 2D, 1D and analytical models.
DOI: 10.5281/zenodo.10148528
title: Supplementary data supporting "3D diffusion of water in melt inclusion-bearing olivine phenocrysts"

description: Supplementary_DataS1
Secondary Ion Mass Spectrometry (SIMS) data of water concentrations in olivine crystals from the 1977 Seguam eruption used in this study. Electron probe microanalyser (EPMA) data of major elements and crystal orientations from electron backscatter diffraction (EBSD) are also included.
Supplementary_DataS2
Model inputs and outputs for the Monte Carlo diffusion modelling used in this study for water loss from a melt inclusion during magma decompression. Spreadsheet includes water loss estimated by 3D, 2D and 1D numerical models in addition to the anisotropic analytical solution. It also includes the inverted decompression rates from the 2D, 1D and analytical models.
DOI: 10.5281/zenodo.10148459
title: Climatological global-mean Sea Surface Temperature (SST) in AWI-CM-1-1-MR simulations for CMIP6, in preindustrial, present-day, +2°C, +3°C, and +4°C climates

description: Daily climatologies of global-mean sea surface temperature (SST, parameter 'tos') free-running simulations performed using the coupled climate models AWI-CM-1-1-MR. The unstructured grid-ocean component FESOM was conservatively remapped to the ERA5 grid. Data was averaged across the 5 ensemble members and temporally averaged over 10-year long time periods: 1850-1859 for preindustrial climate, 2015-2024 for present-day, 2034-2043 for +2°C climate, 2061-2079 for +3°C climate, and 2091-2100 for +4°C climate. 
Data is provided in .nc files, one for each climate.
DOI: 10.5281/zenodo.10148460
title: Climatological global-mean Sea Surface Temperature (SST) in AWI-CM-1-1-MR simulations for CMIP6, in preindustrial, present-day, +2°C, +3°C, and +4°C climates

description: Daily climatologies of global-mean sea surface temperature (SST, parameter 'tos') free-running simulations performed using the coupled climate models AWI-CM-1-1-MR. The unstructured grid-ocean component FESOM was conservatively remapped to the ERA5 grid. Data was averaged across the 5 ensemble members and temporally averaged over 10-year long time periods: 1850-1859 for preindustrial climate, 2015-2024 for present-day, 2034-2043 for +2°C climate, 2061-2079 for +3°C climate, and 2091-2100 for +4°C climate. 
Data is provided in .nc files, one for each climate.
DOI: 10.5281/zenodo.10125545
title: RADAR4Culture Quickstart Guide

description: The HTML publication is available at https://nfdi4culture.de/go/E5235.The RADAR4Culture Quickstart Guide is published by RADAR / FIZ Karlsruhe – Leibniz Institute for Information Infrastructure, explains all the steps required to use this free publication service and provides information on additional functions and the available metadata fields. 
description: Funded by the German Research Foundation (DFG) – 441958017 (NFDI4Culture).
DOI: 10.5281/zenodo.10125546
title: RADAR4Culture Quickstart Guide

description: The HTML publication is available at https://nfdi4culture.de/go/E5235.The RADAR4Culture Quickstart Guide is published by RADAR / FIZ Karlsruhe – Leibniz Institute for Information Infrastructure, explains all the steps required to use this free publication service and provides information on additional functions and the available metadata fields. 
description: Funded by the German Research Foundation (DFG) – 441958017 (NFDI4Culture).
DOI: 10.5281/zenodo.10148546
title: Data for 'How Centralized is Political Communication on Social Media?'

description: This file contains the .Rdata files used for the analyses in the manuscript 'How Centralized is Political Communication on Social Media?'.
DOI: 10.5281/zenodo.10148547
title: Data for 'How Centralized is Political Communication on Social Media?'

description: This file contains the .Rdata files used for the analyses in the manuscript 'How Centralized is Political Communication on Social Media?'.