cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/97h7n2yj2b.1
title: Characterization of Open Digital Educational Resources developed by Scientific Societies and Associations in Colombia

description: The database presents a characterization of the Open Digital Educational Resources of 53 scientific societies and associations in Colombia in the areas of natural sciences, engineering and mathematics (excluding health sciences and social sciences). The official website was searched for whether or not the organization develops the following resources: conferences, MOOC open courses, outreach journals, news blogs, downloadable educational material and audiovisual outreach material. Data collection date: January 2025
DOI: 10.17632/fzjcstrgbd.1
title: SME exporting via digital platforms - 299 India data

description: This dataset consists of 299 Indian SMEs exporting via Amazon.
DOI: 10.17632/mrtygkgsxw.1
title: Mitochondrial Function. Magalhães et al, 2025

description: Androgens regulate intrinsic mitochondrial function and OxPhos efficiency in different portions of the adipose tissue in a redox-protective manner

Androgens are male sex hormones that also regulate energy metabolism, including their protective effect on structure and function of mitochondria, responsible for oxidative phosphorylation to produce ATP. Given the involvement of mitochondrial dysfunction in pathological conditions such as obesity, together with the androgen regulation on metabolic and thermogenic parameters in the adipose tissue, our study aimed to investigate the role of androgens in the regulation of mitochondrial respiration in the adipose tissue. Applying high-resolution respirometry, we evaluated oxygen consumption in different modulated respiratory states, as well as ATP and ROS production and transmembrane potential of isolated mitochondria from different portions of the adipose tissue of untreated and hormone replacement-treated castrated rats, as well as non-castrated rats supplemented with androgens. After 8 weeks of the experimental design, the absence of endogenous gonadal androgens increased mitochondrial oxygen consumption, functionally modulating intrinsic electron transport processes, decreasing OxPhos efficiency and increasing ROS production. Replacement therapy and supplementation with androgens had more effect on portions of white adipose tissue. Together, the results pioneerly showed that androgen hormones, in accordance with their mitochondrial redox-protective effect, regulate oxygen consumption and ensure OxPhos efficiency in mitochondria of the adipose tissue.
DOI: 10.17632/jnp4jn3s9z.1
title: Quantitative Description of Chloride Ingress in Concrete Using Machine Learning Algorithms: Dataset and Program

description: The primary objective of the developed executable application is to provide the distribution of chloride content as a function of space and time. 
The dataset has been gathered from a variety of experimental tests in the literature.
DOI: 10.17632/jr9ktbhd68.1
title: Single-Cell RNA Sequencing Approach to Identify Immune Checkpoint Resistance Mechanisms in Triple-negative breast cancer
DOI: 10.17632/z5925n88pt.1
title: Supplementary data: Soil development in a maar lake basin in Central Mexico based on micromorphology and magnetic mineralogy

description: The files in this dataset provide the results corresponding to the magnetic mineralogy of the three sites MJ1, MJ2 and MJ3 located in the crater rim of the Majahual Lagoon in Veracruz, Mexico. The excel file “Magnetic_parameters. xlsx” contains the data of the susceptibility experiments as a function of frequency (χdf%), the isothermal remanence saturation (SIRM), the ratio between anhysteretic remanence and isothermal remanence saturation (ARM/SIRM), the S and HIRM parameters both at 300 mT, the characteristic values of the hysteresis cycle and backfield curve (Hcr/Hc and Mr/Ms) only for some of the horizons, as well as the components derived from the analysis of the coercivity decay in the IRM curve (Bh and DP). The “UnMix” folder contains the png images of the coercivity decomposition using the Max-UnMix platform (https://maxunmix.shinyapps.io/MAX_UnMix_final_version/). The “Temperature-dependent susceptibility” folder contains the raw files of the temperature-dependent susceptibility curves performed on the MFK-FA equipment at low and high temperatures.
DOI: 10.17632/z5925n88pt.2
title: Supplementary data: Soil development in a maar lake basin in Central Mexico based on micromorphology and magnetic mineralogy

description: The files in this dataset provide the results corresponding to the magnetic mineralogy of the three sites MJ1, MJ2 and MJ3 located in the crater rim of the Majahual Lagoon in Veracruz, Mexico. The excel file “Magnetic_parameters. xlsx” contains the data of the susceptibility experiments as a function of frequency (χdf%), the isothermal remanence saturation (SIRM), the ratio between anhysteretic remanence and isothermal remanence saturation (ARM/SIRM), the S and HIRM parameters both at 300 mT, the characteristic values of the hysteresis cycle and backfield curve (Hcr/Hc and Mr/Ms) only for some of the horizons, as well as the components derived from the analysis of the coercivity decay in the IRM curve (Bh and DP). The “UnMix” folder contains the png images of the coercivity decomposition using the Max-UnMix platform (https://maxunmix.shinyapps.io/MAX_UnMix_final_version/). The “Temperature-dependent susceptibility” folder contains the raw files of the temperature-dependent susceptibility curves performed on the MFK-FA equipment at low and high temperatures.
DOI: 10.17632/zbpcsc9cbb.1
title: The Influence of Urban Spatial Structure on Building Carbon Emissions at the Neighborhood Scale Considering Spatial Effect

description: This dataset provides building-level electricity and gas energy consumption data used in the study.

1. Raw building-level energy consumption data, structured using Parcel Number Units (PNU) and provided as a spatial point-based shapefile (X, Y coordinates).
2. A 500m grid-aggregated dataset of building-level electricity and gas energy consumption.
DOI: 10.17632/dg5wjj7xdf.1
title: Compositional and morphological variations of effusive lava flows and explosive pyroclastic deposits at the caldera forming Gardner shield volcano on the Moon

description: Here are all the maps utilized for the research publication 'Compositional and morphological variations of effusive lava flows and explosive pyroclastic deposits at the caldera forming Gardner shield volcano on the Moon', published in JGR-Planet journal, that includes .dat files and .hdr files of LRO Diviner data and Chandrayaan-1 M3 IBD FCC maps, of the Gardner shield volcano. The data includes M3 spectra utilized in this work as .mat files.

The uploaded files list:
1) Gardner M3 IBD FCC Map (.dat, .hdr) files.
2) M3 Glass band depth parameter map (.dat, .hdr) files.
3) Diviner CF map (.dat, .hdr) files.
4) Diviner H parameter map (.dat, .hdr) files.
5) Diviner rock abundance map (.dat, .hdr) files.
6) M3 Continuum removed spectra for the effusive units (.mat) file.
7) M3 continuum removed spectra for the explosive S-11 unit (.mat) file.
DOI: 10.17632/dg5wjj7xdf.2
title: Compositional and morphological variations of effusive lava flows and explosive pyroclastic deposits at the caldera forming Gardner shield volcano on the Moon

description: Here are all the maps utilized for the research publication 'Compositional and morphological variations of effusive lava flows and explosive pyroclastic deposits at the caldera forming Gardner shield volcano on the Moon', published in JGR-Planet journal, that includes .dat files and .hdr files of LRO Diviner data and Chandrayaan-1 M3 IBD FCC maps, of the Gardner shield volcano. The data includes M3 spectra utilized in this work as .mat files.

The uploaded files list:
1) Gardner M3 IBD FCC Map (.dat, .hdr) files.
2) M3 Glass band depth parameter map (.dat, .hdr) files.
3) Diviner CF map (.dat, .hdr) files.
4) Diviner H parameter map (.dat, .hdr) files.
5) Diviner rock abundance map (.dat, .hdr) files.
6) M3 Continuum removed spectra for the effusive units (.mat) file.
7) M3 continuum removed spectra for the explosive S-11 unit (.mat) file.
DOI: 10.17632/j72tfkfvg9.1
title: Isogenic comparison of Airn and Xist reveals core principles of Polycomb recruitment by lncRNAs. Trotman et al., 2024

description: The mechanisms and biological roles of Polycomb repressive complex (PRC) recruitment by lncRNAs remain unclear. To gain insight, we expressed two lncRNAs that recruit PRCs to multi-megabase domains, Airn and Xist, from an ectopic locus and compared effects. Unexpectedly, ectopic Airn recruited PRC1 and PRC2 to chromatin with a potency resembling Xist yet did not repress genes. Compared to PRC2, PRC1 was more proximal to Airn and Xist, where its enrichment over C-rich elements required the RNA-binding protein HNRNPK. Fusing Airn to Repeat A, the domain required for gene silencing by Xist, enabled gene silencing and altered local patterns but not relative levels of PRC-directed modifications. Our data suggest that endogenously, Airn recruits PRCs to maintain rather than initiate gene silencing; that PRC recruitment occurs independently of Xist Repeat A; and that protein-bridged interactions, not direct RNA contacts, underlie PRC recruitment by Airn, Xist, and other lncRNAs.
DOI: 10.17632/43phg5jkrd.1
title: Data Paper Chile

description: This datatet contains the information needed to run the regressions and obtain the reults for the paper entitled: The Evolution of Competitiveness in the 
Chilean Mobile Market
DOI: 10.17632/xm8v7d5fwh.1
title: MIRROR Code
DOI: 10.17632/72v43sgwbn.1
title: Liver transcriptome profiling of the largemouth bass (Micropterus salmoides) suggests host immunoregulatory mechanism in response to Edwardsiella tarda infection

description: Ct values for RT PCR of largemouth bass (Micropterus salmoides) Liver in response to Edwardsiella tarda infection
DOI: 10.17632/2n34bxsswr.1
title: Data from: Evaluation of extraction methods for the recovery of vertebrate DNA from spider webs

description: eDNA sequence data obtained form DNA extraction tests run on bulk spider web sample for the recovery of vertebrate DNA. Raw sequencing results (fastq) and information for demultiplexing reads (.txt) to assess DNA extraction methods. Metadata also included for analysis.
DOI: 10.15468/dl.m7w9a2
title: Occurrence Download

description: A dataset containing 25774 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Botanical Collections of the Åbo Akademi (TUR-A)",
 "Country is Sweden"
 ]
}

 The dataset includes 25774 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004958-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6e4ju
title: Occurrence Download

description: A dataset containing 1598 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Further investigations of the effects of the Nella Dan oil spill 1988/94"
 ]
}

 The dataset includes 1598 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004959-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2tsmh
title: Occurrence Download

description: A dataset containing 36511 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Vascular Plant Herbarium: Herbarium Generale",
 "Country is Sweden"
 ]
}

 The dataset includes 36511 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004957-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28308743
title: Data from population genetic studies and code supporting the analyses presented in the manuscript: "Global-scale analysis reveals importance of environment and species traits in spatial patterns of riparian plants’ genetic diversity".

description: In riparian zones along rivers, plant demography is shaped by hydrologic disturbances, the dendritic structure of the river networks, and asymmetric gene flow due to the prevalence of unidirectional dispersal by hydrochory. Downstream-biased dispersal may lead to the accumulation of genetic diversity in populations situated lower within the catchment area – a phenomenon referred to as ‘downstream increase in intraspecific genetic diversity’ (DIGD). Our study aimed to test if the presence of this pattern in riparian plants depends on the species traits, sampling design, and ecosystem integrity. We extracted data from population genetic studies of riparian plants to analyze factors linked to the pattern.Appendix 1: Dataset summary Appendix 2: List of source publicationsAppendix 3: Full data table used in the analysesAppendix 4: R script supporting the analyses<br><br>
DOI: 10.6084/m9.figshare.28308743.v3
title: Data from population genetic studies and code supporting the analyses presented in the manuscript: "Global-scale analysis reveals importance of environment and species traits in spatial patterns of riparian plants’ genetic diversity".

description: In riparian zones along rivers, plant demography is shaped by hydrologic disturbances, the dendritic structure of the river networks, and asymmetric gene flow due to the prevalence of unidirectional dispersal by hydrochory. Downstream-biased dispersal may lead to the accumulation of genetic diversity in populations situated lower within the catchment area – a phenomenon referred to as ‘downstream increase in intraspecific genetic diversity’ (DIGD). Our study aimed to test if the presence of this pattern in riparian plants depends on the species traits, sampling design, and ecosystem integrity. We extracted data from population genetic studies of riparian plants to analyze factors linked to the pattern.
DOI: 10.17632/2wjtkdwxh9.1
title: Rheumatology Training and Awareness Among Undergraduates in Indian Medical Schools: A Multicenter Observational Study

description: This is a data pertaining to the study on Rheumatology Training and Awareness Among Undergraduates in Indian Medical Schools.
DOI: 10.17632/d7vksdznvk.1
title: Subject data on Diabetes and Hypothyroidism for logistic regression analysis

description: This dataset contains information on the diabetes mellitus and hypothyroidism status of study subjects. It includes categorical variables indicating the presence or absence of these conditions, along with relevant demographic data. The dataset is structured for logistic regression analysis to assess associations between these conditions and potential risk factors. Each entry represents an individual subject with corresponding health status. This repository supports statistical modeling and hypothesis testing in epidemiological research.
DOI: 10.17632/9cwvhj7xv8.1
title: Cooling Load in The Under-Actuated HVAC Zone

description: Cooling load in an HVAC system refers to the total heat energy that must be removed from an indoor space to maintain a desired temperature and thermal comfort level. This load is influenced by various internal and external factors, including occupant activity, electronic device usage, solar radiation, ventilation rates, and environmental conditions. It comprises both sensible heat, associated with temperature changes, and latent heat, related to moisture removal. Effective cooling load estimation is essential for optimizing HVAC system performance, ensuring energy efficiency, and enhancing occupant well-being.

An under-actuated zone within an HVAC system denotes a spatial domain where cooling mechanisms are not independently controlled or fully modulated in response to real-time thermal variations and occupancy patterns. These zones exhibit constrained adaptability due to shared ventilation networks, limited sensor deployment, or centralized control strategies, resulting in suboptimal climate regulation. Consequently, fluctuations in cooling demand driven by dynamic occupant behaviors and environmental perturbations may lead to thermal discomfort, inefficient energy utilization, and a mismatch between conditioned air supply and actual thermal requirements. Cooling load measurement in under-actuated zones presents a significant challenge due to the complex interplay between fluctuating occupant behaviors, environmental conditions, and the limitations of conventional HVAC control strategies. Accurate measurement requires continuous monitoring of thermal dynamics within spatially constrained zones where airflow distribution is not uniformly regulated. 

In this repository, cooling load measurement was conducted in an under-actuated zone within the Universitas Trilogi Library, where one of the rooms exhibits under-actuated characteristics and is further divided into three distinct zones. Data collection was systematically performed over a 14-week period from September to December 2023, during the active academic semester. This extensive measurement campaign aimed to capture the nuanced interactions between occupancy, electronic device usage, and environmental variations, providing valuable insights into the cooling demand of under-actuated zones and facilitating the development of an optimized predictive model for energy-efficient HVAC management. During this period, occupant behavior was systematically recorded at five-minute intervals across all three monitored areas to ensure a granular understanding of real-time fluctuations in activity patterns. This extensive measurement campaign aimed to capture the nuanced interactions between occupancy, electronic device usage, and environmental variations, providing valuable insights into the cooling demand of under-actuated zones and facilitating the development of an optimized predictive model for energy-efficient HVAC management.
DOI: 10.17632/5rft4vdyvw.1
title: rocksalt_CT_data

description: This database presents the results of CT scans performed on damaged salt rock samples, before and after humidity cycling. Specifically included are geometric data such as dimensions and shape parameters of all scanned voids in the sample.
DOI: 10.17632/tm8z3hsvbp.1
title: Behavioral and Environmental Sensing and Intervention for Dementia Caregiver Empowerment

description: Summary: This dataset includes: (1) time-series data of the ambient environment in houses with person-with-dementia (PWD), (2) three-axis accelerometer time-series data of PWD living at home, and (3) dementia caregiver assessment of PWD behavior/agitation information. Description: Behavioral and Environmental Sensing and Intervention study (BESI) is an experimental, prospective study on community-dwelling person-with-dementia (PWD) and caregiver dyads residing in their own homes. PWDs suffer from memory loss, cognitive, visual, and vocal impairments. These symptoms progressively worsen over time and patients often express agitated behaviors. Agitation in dementia is described as a set of either repetitious behaviors like pacing, verbal repetition, etc., or socially inappropriate and aggressive behaviors such as verbal outbursts or hitting. Caring for a PWD can be physically and emotionally taxing for caregivers. The objective of this study is to detect and predict agitation at an early stage and to notify the caregiver with personalized interventions to prevent escalation. The study aims to empower caregivers, reduce burden, and increase self-efficacy by providing just-in-time interventions. The BESI system is deployed in houses with PWD and CG dyads and generates behavioral and environmental data using the system components. The BESI system consists of smart-watches (Pebbles) as wearables (collecting PWD behavioral data), in-home environmental sensors (collecting room-level environmental data), and user interfacing devices collecting CG’s inputs. These parameters can be combined to extract contextual agitation stimuli such as changes in the environment. Pebble continuously senses the wrist and arm movement patterns of the patient. These data contain 3-axis (x,y, and z-axis) components of acceleration of the wearer’s motion that can be used to extract important features related to physical agitation behavior. The room-level environmental sensors collect light-level (lux), room temperature (°C), relative humidity (%), air-pressure (Pa), and audio features. These environmental data are stored as time-series data. Lastly, the user interfacing devices (a tablet, and a Pebble smart-watch) collect CG inputs. The CG inputs are agitation timestamps, agitation event information, recent PWD activity, PWD mood, and CG mood. These CG inputs are stored as comma-separated-values (CSV) files. The detailed description of this dataset can be found in the readme file below.
DOI: 10.17632/tm8z3hsvbp.2
title: Behavioral and Environmental Sensing and Intervention for Dementia Caregiver Empowerment

description: Summary: This dataset includes: (1) time-series data of the ambient environment in houses with person-with-dementia (PWD), (2) three-axis accelerometer time-series data of PWD living at home, and (3) dementia caregiver assessment of PWD behavior/agitation information. 

Description: Behavioral and Environmental Sensing and Intervention study (BESI) is an experimental, prospective study on community-dwelling person-with-dementia (PWD) and caregiver dyads residing in their own homes. PWDs suffer from memory loss, cognitive, visual, and vocal impairments. These symptoms progressively worsen over time and patients often express agitated behaviors. Agitation in dementia is described as a set of either repetitious behaviors like pacing, verbal repetition, etc., or socially inappropriate and aggressive behaviors such as verbal outbursts or hitting. Caring for a PWD can be physically and emotionally taxing for caregivers. The objective of this study is to detect and predict agitation at an early stage and to notify the caregiver with personalized interventions to prevent escalation. The study aims to empower caregivers, reduce burden, and increase self-efficacy by providing just-in-time interventions.

The BESI system is deployed in houses with PWD and CG dyads and generates behavioral and environmental data using the system components. The BESI system consists of smart-watches (Pebbles) as wearables (collecting PWD behavioral data), in-home environmental sensors (collecting room-level environmental data), and user interfacing devices collecting CG’s inputs. These parameters can be combined to extract contextual agitation stimuli such as changes in the environment. Pebble continuously senses the wrist and arm movement patterns of the patient. These data contain 3-axis (x,y, and z-axis) components of acceleration of the wearer’s motion that can be used to extract important features related to physical agitation behavior. The room-level environmental sensors collect light-level (lux), room temperature (°C), relative humidity (%), air-pressure (Pa), and audio features. These environmental data are stored as time-series data. Lastly, the user interfacing devices (a tablet, and a Pebble smart-watch) collect CG inputs. The CG inputs are agitation timestamps, agitation event information, recent PWD activity, PWD mood, and CG mood. These CG inputs are stored as comma-separated-values (CSV) files.

The detailed description of this dataset can be found in the readme file below.
DOI: 10.17632/5wj6zj3sv4.1
title: MSCStack2

description: Impedance data of a metal-supported solid oxide fuel cell with Ni/GDC anode, GDC membrane, and LSC cathode. The single in situ sintering of the entire cell was implemented at 950C with nitrogen at the anode side and air at the cathode side.