cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/ry7phxn4js.2
title: Large Language Models in Materials Science: Evaluating RAG Performance in Graphene Synthesis Using RAGAS

description: Retrieval-Augmented Generation (RAG) systems increasingly support scientific research, yet evaluating their performance in specialized domains remains challenging due to the technical complexity and precision requirements of scientific knowledge. This study presents the first systematic analysis of automated evaluation frameworks for scientific RAG systems, focusing on the RAGAS framework applied to RAG-augmented large language models in materials science, with graphene synthesis as a representative case study. We develop a comprehensive evaluation protocol comparing four assessment approaches: RAGAS (an automated RAG evaluation framework), BERTScore, LLM-as-a-Judge, and expert human evaluation across 20 domain-specific questions. Our analysis reveals that while automated metrics can capture relative performance improvements from retrieval augmentation, they exhibit fundamental limitations in absolute score interpretation for scientific content. RAGAS successfully identified performance gains in RAG-augmented systems (0.52-point improvement for Gemini, 1.03-point for Qwen on a 10-point scale), demonstrating particular sensitivity as well as retrieval benefits for smaller, open-source models. These findings establish methodological guidelines for scientific RAG evaluation and highlight critical considerations for researchers deploying AI systems in specialized domains
DOI: 10.15468/dl.5nyyr5
title: Occurrence Download

description: A dataset containing 6014 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex leucochlora"
 ]
}

 The dataset includes 6014 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020046-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/852rybr4dk
title: Gut Akkermansia muciniphila-Derived Quercetagetin Mitigates Sepsis-Associated Encephalopathy by Suppressing IL12RB1-Driven Hippocampal Microglial Inflammation

description: Raw data for the manuscript ''Gut Akkermansia muciniphila-Derived Quercetagetin Mitigates Sepsis-Associated Encephalopathy by Suppressing IL12RB1-Driven Hippocampal Microglial Inflammation''.
DOI: 10.17632/852rybr4dk.1
title: Gut Akkermansia muciniphila-Derived Quercetagetin Mitigates Sepsis-Associated Encephalopathy by Suppressing IL12RB1-Driven Hippocampal Microglial Inflammation

description: Raw data for the manuscript ''Gut Akkermansia muciniphila-Derived Quercetagetin Mitigates Sepsis-Associated Encephalopathy by Suppressing IL12RB1-Driven Hippocampal Microglial Inflammation''.
DOI: 10.17632/3jrc8f86c4
title: Data and code for the draft review of "Improving Accuracy and Interpretability of Field Rice Aboveground Biomass Estimation by Integrating CatBoost and SHAP Model."

description: This is the data and code for responding to the reviewer's questions. The paper has not been published yet. If you are interested, please contact me first.
DOI: 10.17632/3jrc8f86c4.1
title: Data and code for the draft review of "Improving Accuracy and Interpretability of Field Rice Aboveground Biomass Estimation by Integrating CatBoost and SHAP Model."

description: This is the data and code for responding to the reviewer's questions. The paper has not been published yet. If you are interested, please contact me first.
DOI: 10.17632/pt6xn9mgdf
title: Burkholderia Genomic RDF Graph

description: Representation of 200 genomes of microorganisms belonging to the genus Burkholderia as an RDF graph
DOI: 10.17632/pt6xn9mgdf.6
title: Burkholderia Genomic RDF Graph

description: Representation of 200 genomes of microorganisms belonging to the genus Burkholderia as an RDF graph
DOI: 10.17632/3djs8hww45
title: Functionally Graded Lattice Structure with Mixed Plate and Rod Elements

description: This dataset contains the supporting materials underlying the results reported in the manuscript. It includes:

Extracted point data provided as Origin project files embedded within a supplementary PPT file, which were used to generate the figures and analyses.

Computational model files associated with the study.

Compressed video files demonstrating representative experimental processes.

All materials are openly available under a CC-BY license and can be used to reproduce the figures and analyses presented in the article.
DOI: 10.17632/3djs8hww45.1
title: Functionally Graded Lattice Structure with Mixed Plate and Rod Elements

description: This dataset contains the supporting materials underlying the results reported in the manuscript. It includes:

Extracted point data provided as Origin project files embedded within a supplementary PPT file, which were used to generate the figures and analyses.

Computational model files associated with the study.

Compressed video files demonstrating representative experimental processes.

All materials are openly available under a CC-BY license and can be used to reproduce the figures and analyses presented in the article.
DOI: 10.17632/tzjwbxy6vh
title: Warming weakens the effect of nitrogen addition on N2O emissions from saline-alkali grassland in the Hexi Corridor

description: Soil samples were collected during the early growth stage (May 15, EG), mid-growth stage (July 17, MG), and late growth stage (September 15, LG) of the 2024 plant growth season. At each time point, soils were sampled at three depths (0–10 cm, 10–20 cm, and 20–40 cm) using a soil auger, following an "S"-shaped sampling pattern within each plot. Samples were immediately placed in sterile bags and transported to the laboratory. For each depth and plot, soil cores were composited and homogenized. The composite sample was then divided into two subsamples. One portion was sieved through a 2 mm mesh and used fresh for analysis of soil water content (SWC), microbial biomass carbon and nitrogen (MBC and MBN), ammonium nitrogen (NH₄⁺), and nitrate nitrogen (NO₃⁻). The second portion was air-dried in the dark, sieved through a 0.15 mm mesh, and used for the determination of soil organic carbon (SOC), total nitrogen (TN), and total phosphorus (TP).
DOI: 10.17632/tzjwbxy6vh.1
title: Warming weakens the effect of nitrogen addition on N2O emissions from saline-alkali grassland in the Hexi Corridor

description: Soil samples were collected during the early growth stage (May 15, EG), mid-growth stage (July 17, MG), and late growth stage (September 15, LG) of the 2024 plant growth season. At each time point, soils were sampled at three depths (0–10 cm, 10–20 cm, and 20–40 cm) using a soil auger, following an "S"-shaped sampling pattern within each plot. Samples were immediately placed in sterile bags and transported to the laboratory. For each depth and plot, soil cores were composited and homogenized. The composite sample was then divided into two subsamples. One portion was sieved through a 2 mm mesh and used fresh for analysis of soil water content (SWC), microbial biomass carbon and nitrogen (MBC and MBN), ammonium nitrogen (NH₄⁺), and nitrate nitrogen (NO₃⁻). The second portion was air-dried in the dark, sieved through a 0.15 mm mesh, and used for the determination of soil organic carbon (SOC), total nitrogen (TN), and total phosphorus (TP).
DOI: 10.17632/9grmxm9mwt.1
title: Data for Publication

description: Data for Publication in JFST
DOI: 10.17632/4ybm5dknm2
title: Research on the Spatio-Temporal Evolution of Water Resource System Resilience in the Yellow River Water Supply Area in Henan

description: Precipitation data from hydrological stations in the Yellow River water supply area of Henan Province were collected and organized. A fundamental database covering the period from 1990 to 2022 was established. The main types of data included meteorological, hydrological, and water supply records, as well as information on topography and underlying surfaces. Data on regional socioeconomic conditions and water network construction were also included. These data were obtained from the Henan Water Resources Bulletin, the Yellow River Conservancy Commission, and the Hydrological Yearbook of the Yellow River Basin. The data are shown in Table 1. Geographic Information System (GIS) technology was applied for spatial analysis, prediction, and decision support. The data were stored, analyzed, and managed using GIS. These processes supported the construction of a resilience indicator system for the water resources system.
DOI: 10.17632/4ybm5dknm2.1
title: Research on the Spatio-Temporal Evolution of Water Resource System Resilience in the Yellow River Water Supply Area in Henan

description: Precipitation data from hydrological stations in the Yellow River water supply area of Henan Province were collected and organized. A fundamental database covering the period from 1990 to 2022 was established. The main types of data included meteorological, hydrological, and water supply records, as well as information on topography and underlying surfaces. Data on regional socioeconomic conditions and water network construction were also included. These data were obtained from the Henan Water Resources Bulletin, the Yellow River Conservancy Commission, and the Hydrological Yearbook of the Yellow River Basin. The data are shown in Table 1. Geographic Information System (GIS) technology was applied for spatial analysis, prediction, and decision support. The data were stored, analyzed, and managed using GIS. These processes supported the construction of a resilience indicator system for the water resources system.
DOI: 10.15468/dl.h888nw
title: Occurrence Download

description: A dataset containing 6165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.5_1",
 "TaxonKey is Plecoptera"
 ]
}

 The dataset includes 6165 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020049-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/4nxfx23xyh
title: Cave site formation processes, climate change and hominin activities: A high-resolution microstratigraphic investigation on the terminal Pleistocene deposits at Fodongdi Cave, Yunnan Province, South China

description: μFTIR spectra files for Fodongdi Cave
DOI: 10.15468/dl.smkr5u
title: Occurrence Download

description: A dataset containing 1268032 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-07-08",
 "EventDate is less than or equal to 2025-08-07",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 1268032 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020037-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/4nxfx23xyh.3
title: Cave site formation processes, climate change and hominin activities: A high-resolution microstratigraphic investigation on the terminal Pleistocene deposits at Fodongdi Cave, Yunnan Province, South China

description: μFTIR spectra files for Fodongdi Cave
DOI: 10.17632/96cwwht3sz
title: Supplementary Data-Initial development and pragmatic validation of a novel outcome measurement instrument for measuring pyoderma gangrenosum static disease severity.

description: Supplementary Figure 1
DOI: 10.17632/96cwwht3sz.1
title: Supplementary Data-Initial development and pragmatic validation of a novel outcome measurement instrument for measuring pyoderma gangrenosum static disease severity.

description: Supplementary Figure 1
DOI: 10.17632/93656rvc6n
title: Managerial Sentiment and ESG Performance

description: We use Chinese A-share listed companies from 2007 to 2021 as the initial sample. Since the available sentiment-related data began in 2007, we select 2007 as the first year of our sample. We exclude observations from the financial industry, those with missing variables, and those labeled as special treatment (ST), and finally obtain 11729 firm-year observations. Our data is obtained from the China Stock Market Accounting Research (CSMAR) database and the Chinese Research Data Services (CNRDS) database. To mitigate the impact of outliers, all continuous variables are winsorized at the 1% and 99% levels.
DOI: 10.17632/93656rvc6n.1
title: Managerial Sentiment and ESG Performance

description: We use Chinese A-share listed companies from 2007 to 2021 as the initial sample. Since the available sentiment-related data began in 2007, we select 2007 as the first year of our sample. We exclude observations from the financial industry, those with missing variables, and those labeled as special treatment (ST), and finally obtain 11729 firm-year observations. Our data is obtained from the China Stock Market Accounting Research (CSMAR) database and the Chinese Research Data Services (CNRDS) database. To mitigate the impact of outliers, all continuous variables are winsorized at the 1% and 99% levels.
DOI: 10.17632/d4x33kcww2.1
title: Molecular Dynamics Study on the Behavior of Boron in Tungsten

description: The structural and energy information of the system is stored in an ASE database (db.json) format.
DOI: 10.34740/kaggle/dsv/12944101
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.ace42d
title: Occurrence Download

description: A dataset containing 3744 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alonella, Anisocentropus, Anopheles, Aphelocheirus schoutedeni, Aphelocheirus, Atherix, Athripsodes prionii, Atrichopogon, , Aulophorus, Bezzia, Biomphalaria pfeifferi, Biomphalaria, Branchiura sowerbyi, Branchiura, Canthydrus notula, Canthydrus, Caridina nilotica, Caridina typus, Catoxyethira, Ceratogomphus, Ceriodaphnia, Chaetogaster, Chaoborus, Chlorocypha, Chrysops, Chydorus, Clinotanypus, Corynoneura, Culicoides, Cyclops, Cypridopsis, Cyprilla, , Dineutus, Dryops, Ecnomus thomasseti, Elattoneura, Enallagma, Ephoron, Eubrianax, Forcipomyia, Goerodes, Gomphocythere, Helminthopsis, Hemerodromia, Hydaticus dorsiger, Hydaticus, Hydra, Hydrellia, Hydropsyche, Hyphydrus, Ilyocryptus, Isocypris, Laccophilus flaveolus, Laccophilus lineatus, Laccophilus modestus, Laccophilus pellucidus, Leptelmis, Leptocerus, Lestes, Limnodrilus, Limnophora, Lobelmis, Machadorythus, Macrobrachium equidens, Macrobrachium, Macromia, Micronecta dimidiata, Naucoris obscuratus, Naucoris, Notonurus, Nychia, Oecetis, Orthotrichia, Pachyelmis, Palpomyia, Paracyclops, Paragomphus, Parasetodes, Phaon, Pionocypris, Pleuroxus, Polyplectropus, Potamodytes, Potamogethes, Pristina, Procladius, Prosopistoma, Pseudagrion gigas, Pseudagrion hageni, Pseudagrion kersteni, Pseudagrion salisburyense, Pseudancyronyx, Maruina, Pericoma, Ranatra, Rhantaticus congestus, Rhantaticus, Rheotanytarsus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 3744 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020050-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5h5rdkhyyz.1
title: Creación del Modelo Hidráulico de la Red de Distribución utilizando QGIS y el complemento QWater para desarrollo en Epanet.

description: Este anexo describe los pasos llevar a cabo el análisis y simulación de la red de distribución (modelo hidráulico) partiendo del catastro de redes en formato CAD (DWG/DXF), el cual es integrado en QGIS mediante el complemento QWater para ser posteriormente exportado al software Epanet.
DOI: 10.17632/5ghgt9m2m2.1
title: Anexo 2- Datos característicos para el modelado

description: Datos característicos necesarios para la creación del modelo hidráulico de la red de distribución de Cartago, Valle del Cauca, Colombia, Donde se encuentran los atributos de Nodos, Válvulas, Bombas, Tuberías, Tanques y Plantas
DOI: 10.15468/dl.xe5mp8
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cingulata"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020051-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hcynpd9hf4
title: Digifrac
DOI: 10.17632/hcynpd9hf4.1
title: Digifrac
DOI: 10.15468/dl.pp9ha7
title: Occurrence Download

description: A dataset containing 12319 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is United States of America",
 "GadmGid is USA.37_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 12319 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020055-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5dkhh425m8.1
title: Anexo 3 - Demandas

description: Catastro de usuarios y demandas de los mismos para calibrar el modelo hidráulico de la red de distribución del municipio de Cartago, Valle del Cauca, Colombia.
DOI: 10.17632/mxvpbhrkxr.1
title: Anexo 4 - Coeficientes de rugosidad

description: Coeficientes de rugosidad obtenidos de la literatura para realizar la simulación del modelo hidráulico de la red de distribución del municipio de Cartago, Valle del Cauca, COlombia
DOI: 10.17632/g4d93k33fn.1
title: Anexo 5 - controles bombas

description: Controles de simulación en EPANET para las bombas de compensación de la red de distribución del municipio de Cartago, Valle del Cauca, Colombia
DOI: 10.17632/nnjj93s2mg
title: Corrosion behavior of Ni-P plated steel for alkaline electrolyzers under the influence of coupled physicochemical and fluid factors

description: The database provides the datasets supporting this article, including SEM, EDS, XPS, electrochemical, and ICR data.
DOI: 10.17632/nnjj93s2mg.1
title: Corrosion behavior of Ni-P plated steel for alkaline electrolyzers under the influence of coupled physicochemical and fluid factors

description: The database provides the datasets supporting this article, including SEM, EDS, XPS, electrochemical, and ICR data.
DOI: 10.17632/yfkgwtrmh4
title: Inclusive Mobility in Chiang Mai

description: This dataset provides a per-second table that combines pedestrian GPS trajectories with synchronized streetscape “micro-barrier” counts for Old City area of Chiang Mai, Thailand. Each row represents one second along a fixed itinerary walked or wheeled by study participants. The data were collected to analyse inclusive mobility, in particular, differences between walking and manual wheelchair users in a heritage, tourism-intensive environment.

File and structure. “inclusive_mobility.csv” 
Columns: timestamp (ISO 8601, UTC), mode (walk/wheelchair), occasion (morning/afternoon/evening), lon, lat (WGS84, EPSG:4326), speed_kmh (instantaneous speed), and second-level barrier counts: persons_s, cars_s, motorcycles_s. Barrier counts are the sum of detections across 30 frames within each second. Timestamps are aligned exactly at 1-second resolution so that movement and context are directly comparable.

Coverage and quality: The time span covers multiple passes along the Old City route across different times of day (tourism corridors linking temples/landmarks). Coordinates fall within the Old City bounding box. The table contains no personally identifiable information; trajectories are anonymized. Per-second speed values reflect mixed pedestrian conditions (stop-and-go near obstacles/crossings). As with consumer GPS, small positional jitter is possible near buildings/trees; brief speed spikes may occur where satellite geometry is poor. No map-matching or smoothing is applied in this file unless noted.

Intended use: Transport geography and urban planning analyses of speed dynamics, route geometry, and mobility inequality; reproducible modelling (e.g., Bayesian state-space) linking behaviour to micro-barriers; teaching materials for R/Stan workflows. Researchers may divide persons, crass, or motorcyclists by ~30 to obtain approximate per-frame averages, or aggregate by segment/time window for modelling.

Ethics and privacy: No face data or re-identification is included. Barrier variables are object categories only. Please consult the associated article for ethics/IRB notes.

Citation and versioning. Cite the Mendeley Data DOI for this dataset (include version), and the Zenodo DOI for the archived code release that reproduces the analysis. Use a permissive license (e.g., CC BY 4.0) to enable reuse.
DOI: 10.17632/yfkgwtrmh4.1
title: Inclusive Mobility in Chiang Mai

description: This dataset provides a per-second table that combines pedestrian GPS trajectories with synchronized streetscape “micro-barrier” counts for Old City area of Chiang Mai, Thailand. Each row represents one second along a fixed itinerary walked or wheeled by study participants. The data were collected to analyse inclusive mobility, in particular, differences between walking and manual wheelchair users in a heritage, tourism-intensive environment.

File and structure. “inclusive_mobility.csv” 
Columns: timestamp (ISO 8601, UTC), mode (walk/wheelchair), occasion (morning/afternoon/evening), lon, lat (WGS84, EPSG:4326), speed_kmh (instantaneous speed), and second-level barrier counts: persons_s, cars_s, motorcycles_s. Barrier counts are the sum of detections across 30 frames within each second. Timestamps are aligned exactly at 1-second resolution so that movement and context are directly comparable.

Coverage and quality: The time span covers multiple passes along the Old City route across different times of day (tourism corridors linking temples/landmarks). Coordinates fall within the Old City bounding box. The table contains no personally identifiable information; trajectories are anonymized. Per-second speed values reflect mixed pedestrian conditions (stop-and-go near obstacles/crossings). As with consumer GPS, small positional jitter is possible near buildings/trees; brief speed spikes may occur where satellite geometry is poor. No map-matching or smoothing is applied in this file unless noted.

Intended use: Transport geography and urban planning analyses of speed dynamics, route geometry, and mobility inequality; reproducible modelling (e.g., Bayesian state-space) linking behaviour to micro-barriers; teaching materials for R/Stan workflows. Researchers may divide persons, crass, or motorcyclists by ~30 to obtain approximate per-frame averages, or aggregate by segment/time window for modelling.

Ethics and privacy: No face data or re-identification is included. Barrier variables are object categories only. Please consult the associated article for ethics/IRB notes.

Citation and versioning. Cite the Mendeley Data DOI for this dataset (include version), and the Zenodo DOI for the archived code release that reproduces the analysis. Use a permissive license (e.g., CC BY 4.0) to enable reuse.