cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/8g6vz2rctg
title: Untargeted metabolomics reveals that different treatments affect the muscle metabolic characteristics of crayfish

description: To analyze the differences in metabolites in the muscle of crayfish, untargeted metabolomics technology was used to reveal the metabolic changes caused by different treatments. Organic acids and derivatives (34.14%), lipids/lipid-like molecules (27.64%), and organoheterocyclic compounds (10.09%) were the predominant molecular classes, reflecting the metabolic prioritization of energy substrates and membrane components in muscle tissue
DOI: 10.17632/8g6vz2rctg.1
title: Untargeted metabolomics reveals that different treatments affect the muscle metabolic characteristics of crayfish

description: To analyze the differences in metabolites in the muscle of crayfish, untargeted metabolomics technology was used to reveal the metabolic changes caused by different treatments. Organic acids and derivatives (34.14%), lipids/lipid-like molecules (27.64%), and organoheterocyclic compounds (10.09%) were the predominant molecular classes, reflecting the metabolic prioritization of energy substrates and membrane components in muscle tissue
DOI: 10.21227/aaj9-h188
title: "CNN-LSTM classification + GAN noise cancellation"

description: "This system is based on deep learning technology and is capable of automatically classifying and actively eliminating five typical noises in power line communication. The system uses convolutional neural network (CNN) to extract and classify noise features, and combines traditional signal processing techniques to achieve noise cancellation."
DOI: 10.17632/6nxtyp4wyf
title: CT images for "Salt crystallization in clay colloid systems driven by temperature variation"

description: CT raw images of Na₂SO₄ hydrate crystallization in clay were obtained by cooling specimens saturated with salt solution. Temperature conditions include bidirectional cooling, unidirectional cooling, and heating-cooling cycles.
DOI: 10.17632/6nxtyp4wyf.1
title: CT images for "Salt crystallization in clay colloid systems driven by temperature variation"

description: CT raw images of Na₂SO₄ hydrate crystallization in clay were obtained by cooling specimens saturated with salt solution. Temperature conditions include bidirectional cooling, unidirectional cooling, and heating-cooling cycles.
DOI: 10.5281/zenodo.18063582
title: Gerard Crowley et al. Xenium with ElectrOmics 2025

description: This repo contains the Xenium raw data, code and output files generated for the analysis of the spatial sequencing included in the publication: C1q and immunoglobulins mediate activity-dependent synapse loss in the adult brain. Gerard Crowley et al. 

This analysis has been performed by ElectrOmics team led by PhD Luca Giudice in Tarja Malm research group. 

Legend:



Each "output-XETG00363*" contains the Xenium raw data of a sample. This folder is the input of the analysis code op1.

"Data" contains sample sheet and other meta-information which are needed by the op* in the code folder.

"Code" contains the python operations performed on the data, the operations are ordered, op1, op2, op3, etc ... Each operation produces the output needed for the next operation. The same code files have been organized in a github repo: https://github.com/ElectrOmics/Ger_Plasma_Xenium_scRNA_2025 

"Output_finals_h5ad" contains the last anndata in h5ad files produced by the analysis such that all the cells' and genes' metrics are accessible (spatial coordinates, t-sne coordinates, pca coordinates, labels, samples' meta-information, etc ...).  There is a more detailed legend in the folder that describes each file.

"Code_external" contains one R script needed to extract the B cells markers from the external Tabula Muris dataset.


Important note, the analysis operations rely on the paths to the data folders, so you have to edit that paths (pointing to the files that you are downloading from this repo in your system) in order to re-run the code.
DOI: 10.5281/zenodo.18063581
title: Gerard Crowley et al. Xenium with ElectrOmics 2025

description: This repo contains the Xenium raw data, code and output files generated for the analysis of the spatial sequencing included in the publication: C1q and immunoglobulins mediate activity-dependent synapse loss in the adult brain. Gerard Crowley et al. 

This analysis has been performed by ElectrOmics team led by PhD Luca Giudice in Tarja Malm research group. 

Legend:



Each "output-XETG00363*" contains the Xenium raw data of a sample. This folder is the input of the analysis code op1.

"Data" contains sample sheet and other meta-information which are needed by the op* in the code folder.

"Code" contains the python operations performed on the data, the operations are ordered, op1, op2, op3, etc ... Each operation produces the output needed for the next operation. The same code files have been organized in a github repo: https://github.com/ElectrOmics/Ger_Plasma_Xenium_scRNA_2025 

"Output_finals_h5ad" contains the last anndata in h5ad files produced by the analysis such that all the cells' and genes' metrics are accessible (spatial coordinates, t-sne coordinates, pca coordinates, labels, samples' meta-information, etc ...).  There is a more detailed legend in the folder that describes each file.

"Code_external" contains one R script needed to extract the B cells markers from the external Tabula Muris dataset.


Important note, the analysis operations rely on the paths to the data folders, so you have to edit that paths (pointing to the files that you are downloading from this repo in your system) in order to re-run the code.
DOI: 10.17632/mmwvpb42y6.2
title: The application effect of IVR for the gynecological patients

description: This dataset includes the application effects of IVR technology in gynecological surgery.
DOI: 10.5281/zenodo.18093573
title: Management Research Review 2021
DOI: 10.5281/zenodo.18093574
title: Management Research Review 2021
DOI: 10.15468/dl.u3pxnm
title: Occurrence Download

description: A dataset containing 2979 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lophura nycthemera)",
 "Country is one of (China, Macao, Chinese Taipei)",
 "HasCoordinate is true",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 2979 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069088-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/6sk5kh532d
title: Designing Trust in Urban Air Mobility -The Role of Interior Interaction Design in Shaping Safety and User Acceptance

description: This research is grounded in the hypothesis that interior interaction design plays a central role in shaping user trust, perceived safety, comfort, and adoption readiness in Urban Air Mobility (UAM). Specifically, the study hypothesises that visible safety cues, transparent communication, ergonomic comfort, and human-centered interaction features positively influence user acceptance of autonomous air mobility systems. Rather than viewing adoption as a direct outcome of technological performance, the study assumes that adoption is mediated through users’ experiential and psychological interpretations of the cabin environment. 

This dataset supports the study “Designing Trust in Urban Air Mobility: The Role of Interior Interaction Design in Shaping Safety and User Acceptance.” It comprises anonymised data collected through a two-phase online survey designed to examine user experience (UX) factors influencing trust, safety perception, comfort, usability, and adoption readiness in Urban Air Mobility (UAM).

Phase 1 involved an exploratory pilot survey conducted with 44 urban travellers, aimed at refining survey items and validating the relevance of experiential constructs related to UAM interiors and interaction design. Insights from this phase informed the final structure of the survey instrument.

Phase 2 consisted of the main survey administered to 261 urban travellers in India, using a structured questionnaire with Likert-scale items measuring five experiential constructs—trust, safety, comfort, usability, and adoption readiness—along with demographic variables such as age group and city of residence. This phase also included open-ended qualitative questions to capture contextual insights into user perceptions, concerns, and expectations regarding UAM interior environments.

All responses were anonymised at the point of collection, and no personally identifiable information was recorded. The dataset was generated exclusively for academic research purposes and analysed using established quantitative and qualitative methods appropriate for design research.
DOI: 10.6084/m9.figshare.30155398.v1
title: Tailored light intervention for sleep and cognition in World Trade Center (WTC) cohort

description: World Trade Center rescue and recovery workers and volunteers (WTC RRWV) are vulnerable to circadian rhythm disruption due to stress and environmental exposures during the 9/11 operation, with high rates of cognitive impairment and poor sleep quality. This exploratory pilot study assessed the feasibility and preliminary effect of a 12-week light-based intervention targeting sleep and cognition. Twenty-three WTC RRWV aged ≥50 years with mild cognitive impairment and sleep disturbances completed the intervention. Sleep, cognition, and circadian-effective light exposures were measured pre-and post-intervention using actigraphy, Pittsburgh Sleep Quality Index, cognitive tasks (go/no-go, digit span, Stroop), and a Daysimeter. Results showed significant improvements in sleep quality and cognitive performance. Greater circadian-effective light exposure was positively associated with improved cognitive accuracy. These preliminary observations suggest that light-based interventions may enhance sleep and cognitive function in at-risk populations.
DOI: 10.17632/6sk5kh532d.1
title: Designing Trust in Urban Air Mobility -The Role of Interior Interaction Design in Shaping Safety and User Acceptance

description: This research is grounded in the hypothesis that interior interaction design plays a central role in shaping user trust, perceived safety, comfort, and adoption readiness in Urban Air Mobility (UAM). Specifically, the study hypothesises that visible safety cues, transparent communication, ergonomic comfort, and human-centered interaction features positively influence user acceptance of autonomous air mobility systems. Rather than viewing adoption as a direct outcome of technological performance, the study assumes that adoption is mediated through users’ experiential and psychological interpretations of the cabin environment. 

This dataset supports the study “Designing Trust in Urban Air Mobility: The Role of Interior Interaction Design in Shaping Safety and User Acceptance.” It comprises anonymised data collected through a two-phase online survey designed to examine user experience (UX) factors influencing trust, safety perception, comfort, usability, and adoption readiness in Urban Air Mobility (UAM).

Phase 1 involved an exploratory pilot survey conducted with 44 urban travellers, aimed at refining survey items and validating the relevance of experiential constructs related to UAM interiors and interaction design. Insights from this phase informed the final structure of the survey instrument.

Phase 2 consisted of the main survey administered to 261 urban travellers in India, using a structured questionnaire with Likert-scale items measuring five experiential constructs—trust, safety, comfort, usability, and adoption readiness—along with demographic variables such as age group and city of residence. This phase also included open-ended qualitative questions to capture contextual insights into user perceptions, concerns, and expectations regarding UAM interior environments.

All responses were anonymised at the point of collection, and no personally identifiable information was recorded. The dataset was generated exclusively for academic research purposes and analysed using established quantitative and qualitative methods appropriate for design research.
DOI: 10.6084/m9.figshare.30155398
title: Tailored light intervention for sleep and cognition in World Trade Center (WTC) cohort

description: World Trade Center rescue and recovery workers and volunteers (WTC RRWV) are vulnerable to circadian rhythm disruption due to stress and environmental exposures during the 9/11 operation, with high rates of cognitive impairment and poor sleep quality. This exploratory pilot study assessed the feasibility and preliminary effect of a 12-week light-based intervention targeting sleep and cognition. Twenty-three WTC RRWV aged ≥50 years with mild cognitive impairment and sleep disturbances completed the intervention. Sleep, cognition, and circadian-effective light exposures were measured pre-and post-intervention using actigraphy, Pittsburgh Sleep Quality Index, cognitive tasks (go/no-go, digit span, Stroop), and a Daysimeter. Results showed significant improvements in sleep quality and cognitive performance. Greater circadian-effective light exposure was positively associated with improved cognitive accuracy. These preliminary observations suggest that light-based interventions may enhance sleep and cognitive function in at-risk populations.
DOI: 10.17632/m5z7rb35hy
title: big-data-enabled price discrimination in OTAs

description: The data in this dataset is collected from consumers who have experienced big-data-enabled price discrimination in OTAs.
DOI: 10.17632/m5z7rb35hy.1
title: big-data-enabled price discrimination in OTAs

description: The data in this dataset is collected from consumers who have experienced big-data-enabled price discrimination in OTAs.
DOI: 10.17632/swy9dfz9zk
title: Thrips leaf-disc bioassay method

description: The data generated from the study entited "Simple and reliable cotton leaf-disc bioassay method for thrips with note of field efficacy of insecticides " are submitted herewith.
DOI: 10.17632/swy9dfz9zk.1
title: Thrips leaf-disc bioassay method

description: The data generated from the study entited "Simple and reliable cotton leaf-disc bioassay method for thrips with note of field efficacy of insecticides " are submitted herewith.
DOI: 10.34740/kaggle/dsv/14341491
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.25345/c5cz32j6m
title: MassIVE MSV000100357 - GNPS_biocharwater_samples20251230
title: there is a lab-made water sample that from biochar, which may embraced numercial compounds.
DOI: 10.15468/dl.wh2ff9
title: Occurrence Download

description: A dataset containing 293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus senescens"
 ]
}

 The dataset includes 293 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069089-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqg8nd
title: Occurrence Download

description: A dataset containing 1921 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aporrectodea caliginosa",
 "Geometry POLYGON((60 48,95 48,95 75,60 75,60 48))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1921 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069090-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18064056
title: Orthogonal Epistemic Framework (OEF) v1.1 Null Visibility and Formal Modeling of Informational Presence

description: This repository presents the Orthogonal Epistemic Framework (OEF), a formal andnon-operational architecture for modeling informational presence under conditionsof null or undefined visibility.

The framework is epistemic in nature and is compatible with, yet orthogonal to,Cognitive Geometric Resonance (CGR). It does not implement or propose controlmechanisms, optimization processes, learning systems, agents, or autonomousdecision-making.

OEF makes no empirical, physical, cognitive, biological, psychological,computational, or operational claims. As a foundational formal framework, itsevaluation is based on internal consistency, structural coherence, and conceptualapplicability, not on empirical falsifiability.

Any interpretation or use beyond the explicitly defined formal, conceptual, andarchitectural scope is excluded and considered out of scope.
DOI: 10.5281/zenodo.18064057
title: Orthogonal Epistemic Framework (OEF) v1.1 Null Visibility and Formal Modeling of Informational Presence

description: This repository presents the Orthogonal Epistemic Framework (OEF), a formal andnon-operational architecture for modeling informational presence under conditionsof null or undefined visibility.

The framework is epistemic in nature and is compatible with, yet orthogonal to,Cognitive Geometric Resonance (CGR). It does not implement or propose controlmechanisms, optimization processes, learning systems, agents, or autonomousdecision-making.

OEF makes no empirical, physical, cognitive, biological, psychological,computational, or operational claims. As a foundational formal framework, itsevaluation is based on internal consistency, structural coherence, and conceptualapplicability, not on empirical falsifiability.

Any interpretation or use beyond the explicitly defined formal, conceptual, andarchitectural scope is excluded and considered out of scope.
DOI: 10.15468/dl.ytsgwd
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus setulosa"
 ]
}

 The dataset includes 67 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069091-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7z364g
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Schima wallichii"
 ]
}

 The dataset includes 21 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069092-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.34350.98888
title: RÚBRICA PARA VALORAR EL TRABAJO EN EQUIPO/TÉCNICAS COOPERATIVAS EN PRIMARIA
DOI: 10.15468/dl.9pyp85
title: Occurrence Download

description: A dataset containing 799 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus spinosa"
 ]
}

 The dataset includes 799 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069093-251120083545085/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.30215368
title: Example data for standardized benchmarking of four alternative splicing detection tools

description: These are example data for a standardized benchmarking tool to evaluate alternative splicing (AS) event-level detection methods, derived from a single laboratory’s analysis of the Quartet reference materials (M8, F7, D5, and D6). For data from additional laboratories or MAQC samples, please contact 18801232285@163.com
DOI: 10.6084/m9.figshare.30215368.v4
title: Example data for standardized benchmarking of four alternative splicing detection tools

description: These are example data for a standardized benchmarking tool to evaluate alternative splicing (AS) event-level detection methods, derived from a single laboratory’s analysis of the Quartet reference materials (M8, F7, D5, and D6). For data from additional laboratories or MAQC samples, please contact 18801232285@163.com
DOI: 10.6084/m9.figshare.30215368.v3
title: Example data for standardized benchmarking of four alternative splicing detection tools

description: These are example data for a standardized benchmarking tool to evaluate alternative splicing (AS) event-level detection methods, derived from a single laboratory’s analysis of the Quartet reference materials (M8, F7, D5, and D6). For data from additional laboratories or MAQC samples, please contact 18801232285@163.com
DOI: 10.15468/dl.yahheb
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Manis"
 ]
}

 The dataset includes 110 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069095-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57903/uj/unmtrb
title: Inhomogeneous adiabatic preparation of a quantum critical ground state in two dimensions - replication data

description: Data used for the numerical plots in the publication, together with python scripts that regenerate the figures in the article.
DOI: 10.15468/dl.vmu757
title: Occurrence Download

description: A dataset containing 697 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Albizia procera"
 ]
}

 The dataset includes 697 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069096-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8k75at
title: Occurrence Download

description: A dataset containing 6044 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lophura nycthemera)",
 "HasCoordinate is true",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 6044 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069097-251120083545085/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.30153868
title: junction_reference_annotated.txt

description: The reference datasets of annotated junctions for the Quartet reference materials
DOI: 10.6084/m9.figshare.30153868.v1
title: junction_reference_annotated.txt

description: The reference datasets of annotated junctions for the Quartet reference materials
DOI: 10.15468/dl.eqb2z4
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Apium graveolens",
 "Year 1970-2020"
 ]
}

 The dataset includes 34 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069098-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18093669
title: Welfarism and Poverty Reduction: The Mediating Role of SME Performance in Nigeria's Trader-Moni Scheme
DOI: 10.5281/zenodo.18093668
title: Welfarism and Poverty Reduction: The Mediating Role of SME Performance in Nigeria's Trader-Moni Scheme