cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30760871.v1
title: Fibroblast-encoded inflammatory memory orchestrates recurrent skin inflammation <i>via </i>NNMT-dependent metabolic remodeling

description: This study aims to elucidate the molecular mechanisms underlying the recurrence of chronic skin inflammation after treatment withdrawal, with a particular focus on the role of dermal fibroblasts in establishing inflammatory memory. Based on our RNA-seq analysis, we found that fibroblasts acquire a persistent senescence-associated secretory phenotype (SASP) during active inflammation and maintain a pro-inflammatory microenvironment in clinically resolved skin, thereby supporting the differentiation and retention of CD8+CD103+ tissue-resident memory T cells (Trm).
DOI: 10.6084/m9.figshare.30760871
title: Fibroblast-encoded inflammatory memory orchestrates recurrent skin inflammation <i>via </i>NNMT-dependent metabolic remodeling

description: This study aims to elucidate the molecular mechanisms underlying the recurrence of chronic skin inflammation after treatment withdrawal, with a particular focus on the role of dermal fibroblasts in establishing inflammatory memory. Based on our RNA-seq analysis, we found that fibroblasts acquire a persistent senescence-associated secretory phenotype (SASP) during active inflammation and maintain a pro-inflammatory microenvironment in clinically resolved skin, thereby supporting the differentiation and retention of CD8+CD103+ tissue-resident memory T cells (Trm).
DOI: 10.15468/dl.z8d4e3
title: Occurrence Download

description: A dataset containing 1301 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "OccurrenceStatus is Present",
 "TaxonKey is Olea europaea"
 ]
}

 The dataset includes 1301 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021739-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxsntv
title: Occurrence Download

description: A dataset containing 467 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ayenia grandifolia, Heritiera parvifolia, Millettia leptobotrys, Machilus leptophylla, Machilus versicolora, Pistacia weinmannifolia, Quercus neglecta, Trigonostemon tuberculatus)",
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1970",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 467 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021740-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwyuvd
title: Occurrence Download

description: A dataset containing 3592179 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 3592179 records from 299 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021726-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17776267
title: Data for Transparent electrodes composed of organised titania nanotubes and transition metal sulfides for the oxygen evolution reaction

description: Raw data for article "Transparent electrodes composed of organised titania nanotubes and transition metal sulfides for the oxygen evolution reaction" in Advanced Materials Interfaces
DOI: 10.5281/zenodo.17776268
title: Data for Transparent electrodes composed of organised titania nanotubes and transition metal sulfides for the oxygen evolution reaction

description: Raw data for article "Transparent electrodes composed of organised titania nanotubes and transition metal sulfides for the oxygen evolution reaction" in Advanced Materials Interfaces
DOI: 10.5281/zenodo.17786778
title: Mercury Signals Imply Aeolian Delivery rather than Volcanism for Peak Late Paleozoic Ice Age
DOI: 10.5281/zenodo.17786779
title: Mercury Signals Imply Aeolian Delivery rather than Volcanism for Peak Late Paleozoic Ice Age
DOI: 10.15468/dl.ccam5z
title: Occurrence Download

description: A dataset containing 613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Helix lucorum"
 ]
}

 The dataset includes 613 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021742-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13955181
title: World Weather Repository ( Daily Updating )
DOI: 10.15468/dl.3je4z4
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Viet Nam, Cambodia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhacophorus annamensis"
 ]
}

 The dataset includes 106 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021743-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/n9jf-tp19
title: "Brain CT Dataset for Classification"

description: "Brain-CT Dataset (Brain-CT) comprises 4,200 CT scan images covering four brain conditions: hemorrhage, ischemia, tumor, and healthy. Data distribution is balanced across all categories."
DOI: 10.5281/zenodo.17775484
title: Poland Energy Mix Production Estimation

description: A Dataset containing hourly, estimated historical energy mix data for Poland, covering the period from January 1, 2022, to May 30, 2024
DOI: 10.5281/zenodo.17775485
title: Poland Energy Mix Production Estimation

description: A Dataset containing hourly, estimated historical energy mix data for Poland, covering the period from January 1, 2022, to May 30, 2024
DOI: 10.5281/zenodo.17775421
title: Cyprus Energy Mix Production Estimation

description: A Dataset containing hourly, estimated historical energy mix data for Cyprus, covering the period from January 1, 2022, to May 30, 2024
DOI: 10.5281/zenodo.17775422
title: Cyprus Energy Mix Production Estimation

description: A Dataset containing hourly, estimated historical energy mix data for Cyprus, covering the period from January 1, 2022, to May 30, 2024
DOI: 10.5281/zenodo.17775229
title: FedBed Benchmark run on aerOS distributed cloud nodes

description: In these experiments, we deployed a set of Federated Learning (FL) workloads on the aerOS project at the Poland Pilot. During the deployment, we captured key utilization metrics and power consumption data.

 

Benchmarking Framework

The benchmarking was conducted using the FedBed framework, which can be found here:FedBed GitHub Repository
DOI: 10.5281/zenodo.17775230
title: FedBed Benchmark run on aerOS distributed cloud nodes

description: In these experiments, we deployed a set of Federated Learning (FL) workloads on the aerOS project at the Poland Pilot. During the deployment, we captured key utilization metrics and power consumption data.

 

Benchmarking Framework

The benchmarking was conducted using the FedBed framework, which can be found here:FedBed GitHub Repository
DOI: 10.5281/zenodo.17786441
title: Barcelona vehicular mobility traces

description: This dataset inlcudes SUMO- generated vehicular mobility traces for a highway junction in the city of Barcelona, in Spain, where traffic jams occur due to daily commuting patterns. The considered area, also uploaded in this traces, represents an urban highway junction (80km/h limit) where three roads -- B-20, B-10 and C58-- converge. 

Based on publicly available traffic-camera observations, and our own commuting experience during morning hours, we have generated the vehicular traces mimicking three dominant congestion patterns in the study area, which are stored in different folders

B_20 folder stores information from a traffic patern generated by northbound traffic from B-10 and southbound traffic from C-58 merge onto the westbound B-20. These flows combine with existing B-20 traffic, where three lanes converge into one, resulting in severe congestion.

B_10 folder stores information from a traffic patern generated by southbound vehicles from C-58 and traffic from both directions of the B-20 merge toward the B-10 towards the South. Here, the north--south movement maintains two lanes, whereas the remaining flows merge into a single lane, increasing overall road occupancy.    C_58 folder stores information from a traffic patern generated by vehicles from both directions of B-20 and from B-10 heads north onto  C-58. In this case, only the east--north movement merges into one lane, producing moderate congestion.

 

A file of a trace is saved in a .csv extension where



1st column represents the simulation timestamp

2nd column represents a vehicle id (which following SUMO is randomized)

3rd and 4th column represent latitude and longitude coordinates (global coordinates)

5th and 6th column represent the x and y position coordiantes (local SUMO coordinates)

7th column represents the vehicle speed
DOI: 10.5281/zenodo.17786442
title: Barcelona vehicular mobility traces

description: This dataset inlcudes SUMO- generated vehicular mobility traces for a highway junction in the city of Barcelona, in Spain, where traffic jams occur due to daily commuting patterns. The considered area, also uploaded in this traces, represents an urban highway junction (80km/h limit) where three roads -- B-20, B-10 and C58-- converge. 

Based on publicly available traffic-camera observations, and our own commuting experience during morning hours, we have generated the vehicular traces mimicking three dominant congestion patterns in the study area, which are stored in different folders

B_20 folder stores information from a traffic patern generated by northbound traffic from B-10 and southbound traffic from C-58 merge onto the westbound B-20. These flows combine with existing B-20 traffic, where three lanes converge into one, resulting in severe congestion.

B_10 folder stores information from a traffic patern generated by southbound vehicles from C-58 and traffic from both directions of the B-20 merge toward the B-10 towards the South. Here, the north--south movement maintains two lanes, whereas the remaining flows merge into a single lane, increasing overall road occupancy.    C_58 folder stores information from a traffic patern generated by vehicles from both directions of B-20 and from B-10 heads north onto  C-58. In this case, only the east--north movement merges into one lane, producing moderate congestion.

 

A file of a trace is saved in a .csv extension where



1st column represents the simulation timestamp

2nd column represents a vehicle id (which following SUMO is randomized)

3rd and 4th column represent latitude and longitude coordinates (global coordinates)

5th and 6th column represent the x and y position coordiantes (local SUMO coordinates)

7th column represents the vehicle speed
DOI: 10.5517/ccdc.csd.cc23461j
title: CCDC 1940446: Experimental Crystal Structure Determination

description: Related Article: Hao Li, Fei Song, Desheng Zhu, Yongbo Song, Chuanjun Zhou, Feng Ke, Liang Lu, Xi Kang, Manzhou Zhu|2022|J.Am.Chem.Soc.|144|4845|doi:10.1021/jacs.1c12352
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.cv6pnv
title: Occurrence Download

description: A dataset containing 8526 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer crassum, Acer davidii, Acer elegantulum, Acer erianthum, Acer fabri)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8526 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021745-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17786881
title: 811bet é o meu site de apostas online preferido, confiável e simples de usar.

description: 811bet é o meu site de apostas online preferido, confiável e simples de usar.

Marca:Apostas 811bet  Site:https://811bet.uk.net/Endereço:Rua 811bet, Centro, Lisboa  Número de telefone:Suporte 811bet: +351 000 000 000  Email:contato@811bet.uk.net Hashtag:#811betApostas
DOI: 10.5281/zenodo.17786882
title: 811bet é o meu site de apostas online preferido, confiável e simples de usar.

description: 811bet é o meu site de apostas online preferido, confiável e simples de usar.

Marca:Apostas 811bet  Site:https://811bet.uk.net/Endereço:Rua 811bet, Centro, Lisboa  Número de telefone:Suporte 811bet: +351 000 000 000  Email:contato@811bet.uk.net Hashtag:#811betApostas
DOI: 10.6084/m9.figshare.30760904
title: Data on the household satisfaction of smart electricity meters in Kriel, South Africa

description: The data and R script for the analysis of the determinants of smart electricity meters in Kriel, South Africa
DOI: 10.6084/m9.figshare.30760904.v1
title: Data on the household satisfaction of smart electricity meters in Kriel, South Africa

description: The data and R script for the analysis of the determinants of smart electricity meters in Kriel, South Africa
DOI: 10.15468/dl.dp2dx7
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Virtual Herbarium АА (Institute of Botany and Phytointroduction)"
 ]
}

 The dataset includes 46 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021749-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmukyz
title: Occurrence Download

description: A dataset containing 27477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer fenzelianum, Acer forrestii, Acer longipes, Acer tataricum, Acer gracilifolium)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 27477 records from 437 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021748-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z37hyj
title: Occurrence Download

description: A dataset containing 62982070 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "Continent is Asia",
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 62982070 records from 251 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021738-251120083545085/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.30760772
title: Fresh American Cockroaches nanovesicles Protein Identification Dataset

description: <pre>This project presents a comprehensive proteomic analysis of novel nanovesicles derived from fresh American cockroaches (F-ACNVs). Using LC-MS/MS, we identified 313 proteins encapsulated within F-ACNVs, providing the first detailed protein inventory of this bioactive material. Functional annotation and enrichment analysis revealed a rich repertoire of proteins implicated in key biological processes, including but not limited to oxidoreductase activity, UDP-glycosyltransferase activity, and ribosomal structure. Notably, proteins with potential roles in angiogenesis and wound healing were detected. This dataset serves as a fundamental resource for understanding the molecular composition and therapeutic potential of insect-derived nanovesicles, offering specific protein candidates for future functional studies in regenerative medicine.</pre>
DOI: 10.6084/m9.figshare.30760772.v1
title: Fresh American Cockroaches nanovesicles Protein Identification Dataset

description: <pre>This project presents a comprehensive proteomic analysis of novel nanovesicles derived from fresh American cockroaches (F-ACNVs). Using LC-MS/MS, we identified 313 proteins encapsulated within F-ACNVs, providing the first detailed protein inventory of this bioactive material. Functional annotation and enrichment analysis revealed a rich repertoire of proteins implicated in key biological processes, including but not limited to oxidoreductase activity, UDP-glycosyltransferase activity, and ribosomal structure. Notably, proteins with potential roles in angiogenesis and wound healing were detected. This dataset serves as a fundamental resource for understanding the molecular composition and therapeutic potential of insect-derived nanovesicles, offering specific protein candidates for future functional studies in regenerative medicine.</pre>
DOI: 10.15468/dl.j8tnu7
title: Occurrence Download

description: A dataset containing 439 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "OccurrenceStatus is Present",
 "TaxonKey is Vulpes vulpes"
 ]
}

 The dataset includes 439 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021751-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhnre6
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "TaxonKey is Abies nordmanniana equi-trojani"
 ]
}

 The dataset includes 161 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021752-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17784605
title: FusionBench: A Benchmark for Evaluating Large Language Models in Nuclear Fusion Science

description: Overview

FusionBench is the first comprehensive benchmark dataset designed to evaluate the knowledge mastery and reasoning capabilities of Large Language Models (LLMs) in the domain of nuclear fusion science and engineering. To address the critical lack of standard evaluation resources in this specialized field, FusionBench provides a rigorous, expert-validated testbed covering core scientific concepts, experimental phenomena, and engineering parameters.

Dataset Characteristics



Scale: The dataset comprises 10,605 question-answer (QA) pairs constructed from a vast corpus of over 140,000 scholarly documents (including arXiv papers, IAEA reports, and specialized textbooks).

Coverage: It spans 13 core sub-disciplines of fusion research disciplines and 1 uncategorized subset, ranging from Plasma Instabilities and Transport Processes to Plasma-Facing Materials and Diagnostic Systems.

Quality Assurance: Each item has undergone a rigorous multi-stage hybrid validation protocol, combining AI-powered confidence screening with meticulous adjudication by human domain experts (M.S. and Ph.D. candidates in nuclear fusion) to ensure scientific accuracy.

Question Types: The benchmark includes multiple-choice, single-choice, and true/false questions to assess different cognitive levels, from knowledge retrieval to complex reasoning.


Data Structure

The dataset is distributed in a standard JSON format. Each entry contains the following core fields:



question_type: Categorical label (multiple_choice, single_choice, or true_false).

question: The stem of the question.

options: A dictionary of options (keys: "A", "B", "C"..., values: option text).

correct_answer: An array containing the keys of the correct options (e.g., ["A"] or ["A", "C"]).

category: The specific thematic sub-domain (e.g., "Plasma Instabilities").

(Optional) explanation & source: Contextual information and source snippets for reference.


Usage

This dataset allows researchers to systematically track LLMs progress, diagnose domain-specific weaknesses, and guide the development of specialized AI tools for fusion energy research. Baseline evaluations of prominent models (including GPT-4 series, Claude, Gemini, and DeepSeek) are provided in the associated research paper.

Code Availability

The evaluation framework and scripts for reproducing the baselines are available in the attached code archive or on GitHub at: https://github.com/PKU-Xlab/FusionBench.