cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29825915.v3
title: Research data（FA）

description: <i>Escherichia coli</i> (<i>E. coli</i>) is a severe foodborne pathogen, and the formation of its biofilm can enhance bacterial virulence and reduce antibiotic sensitivity, posing a significant threat to human and animal health. Ferulic Acid (FA) is a natural active product that has been proven to possess various biological activities, including anti-inflammatory, antioxidant, and antitumor properties. This study evaluated the inhibitory effect of FA on the biofilm formation of <i>E. coli</i> through crystal violet (CV) staining and scanning electron microscopy (SEM), and investigated the synergistic effect of FA with antibiotics using the alamar blue (AB) assay. In addition, the regulatory effect of FA on the transcription of biofilm-related genes was analyzed using qRT-PCR technology. The results showed that FA could significantly inhibit biofilm formation, reduce the production of extracellular polymeric substances (EPS), and weaken bacterial motility, without affecting bacterial growth and metabolic activity. qRT-PCR analysis revealed that FA significantly downregulated the expression of curli-related gene <i>csgD</i>, flagella-related genes (<i>flhC</i>, <i>flhD</i>, and <i>motA</i>), and type I fimbriae gene <i>fimA</i>, while upregulating the transcription of c-di-GMP -related genes (<i>pdeR</i>, <i>pdeA</i>, and <i>dosP</i>). It is noteworthy that FA exhibits significant synergistic antibacterial effects when combined with clinically commonly used antibiotics, including sodium fosfomycin, ceftriaxone, gentamicin, and tetracycline, with the most prominent synergistic effect observed in the combination of FA and sodium fosfomycin. These results confirm that FA possesses notable anti-biofilm activity and novel synergistic antibacterial properties, providing a potential therapeutic strategy for treating <i>E. coli</i> infections.
DOI: 10.23729/fd-7d07bd8c-840c-3f00-8806-bc7f84c179b0
title: Artificial Intelligence as a Promoter of Equity, project 2024-2025

description: Title: Artificial Intelligence as a Promoter of Equity, project 2024-2025
Creator: Merja Drake
Subject: Research project funded by Finnish Work Environment Fund about equity & AI
Description: Survey 474 participants and interview data of 44 informants.
Publisher. Haaga-Helia University of Applied Sciences
Contributor: Eija Kärnä, Anna Lahtinen, Mariitta Rauhala
Date: 10-4-2025
Format: Excel, (survey) Word, (transcripted interviews)
Identifier: 230341
Language: Finnish
Rights: CC BY-NC
Data: Survey CSC format, interviews Word
Survey 474 informants, 44 interviews.
description: Title: Artificial Intelligence as a Promoter of Equity, project 2024-2025
Creator: Merja Drake
Subject: Research project funded by Finnish Work Environment Fund about equity & AI
Description: Survey 474 participants and interview data of 44 informants.
Publisher. Haaga-Helia University of Applied Sciences
Contributor: Eija Kärnä, Anna Lahtinen, Mariitta Rauhala
Date: 10-4-2025
Format: Excel, (survey) Word, (transcripted interviews)
Identifier: 230341
Language: Finnish
Rights: CC BY-NC
Data: survey CSC format, Interviews: Word
Survey 474 informants, 44 interviews.
DOI: 10.6073/pasta/716059e6ea64ce8365deea7e48c85798
title: Dissolved organic matter characterization for seasonal synoptic sampling of 100 urban streams in Salt Lake City, Utah (USA) from 2023-2024

description: This dataset contains dissolved organic matter (DOC) characteristics from surface water samples collected at 100 urban stream locations in the greater Salt Lake City, Utah metropolitan area. Samples were collected four times (July 2023, October 2023, January 2024, and May 2024) to capture spatial and seasonal variation in DOC concentrations. Fluorescent optical properties were measured on filtered water samples to understand the chemical composition of dissolved organic matter. Excitation-Emission Matrices (EEMs) were measured using a Horiba Aqualog spectrometer. DOM characteristics were quantified using both standard fluorescence and absorbance metrics as well as through parallel factor (PARAFAC) analysis. These data were collected as part of the Carbon in Urban Rivers Biogeochemistry (CURB) Project. Detailed field data and site data are published separately and can be linked using the “curbid” and “synoptic_event” columns in each data
DOI: 10.15468/dl.7n943s
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Planaltina glandipedis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042419-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16941982
title: Microstructural Characterization and Mechanical  Performance of Sisal Fibre-Reinforced Concrete

description: Concrete’s brittleness and limited tensile resistance necessitate reinforcement strategies, and natural fibres such as sisal have emerged as sustainable alternatives to synthetic fibres due to their biodegradability, availability, and tensile strength. This study investigated the microstructural behavior and static load performance of sisal fibre-reinforced concrete (SiFRC) with varying fibre contents (0.1–0.5% by weight) and aspect ratios (100, 150, 200). Microstructural analysis was conducted using Scanning Electron Microscopy (SEM) and Energy Dispersive X-ray Spectroscopy (EDX), while mechanical performance was evaluated through compressive, flexural, and split tensile strength tests in accordance with BS EN and ASTM standards. The findings revealed that fibres with 30 mm length and moderate dosages enhanced fibre–matrix bonding, reduced porosity, and promoted effective crack bridging, resulting in superior microstructural integrity and strength performance. At 28 days, the 0.1% fibre content with aspect ratio 200 achieved compressive strength of 30 N/mm² and split tensile strength of 3.40 N/mm², while flexural strength peaked at 4.73 N/mm² in the 0.1/150 mix. Excessive fibre content (≥0.5%) reduced compressive strength due to clustering and void formation, although modest improvements in flexural and tensile properties were observed. The study concludes that optimal fibre dosage and aspect ratio are critical for achieving durability and strength balance in SiFRC. It is recommended that future structural applications adopt fibre lengths of 30–40 mm at dosages not exceeding 0.3–0.4% by weight to maximize bonding efficiency while maintaining workability.
DOI: 10.5281/zenodo.16941983
title: Microstructural Characterization and Mechanical  Performance of Sisal Fibre-Reinforced Concrete

description: Concrete’s brittleness and limited tensile resistance necessitate reinforcement strategies, and natural fibres such as sisal have emerged as sustainable alternatives to synthetic fibres due to their biodegradability, availability, and tensile strength. This study investigated the microstructural behavior and static load performance of sisal fibre-reinforced concrete (SiFRC) with varying fibre contents (0.1–0.5% by weight) and aspect ratios (100, 150, 200). Microstructural analysis was conducted using Scanning Electron Microscopy (SEM) and Energy Dispersive X-ray Spectroscopy (EDX), while mechanical performance was evaluated through compressive, flexural, and split tensile strength tests in accordance with BS EN and ASTM standards. The findings revealed that fibres with 30 mm length and moderate dosages enhanced fibre–matrix bonding, reduced porosity, and promoted effective crack bridging, resulting in superior microstructural integrity and strength performance. At 28 days, the 0.1% fibre content with aspect ratio 200 achieved compressive strength of 30 N/mm² and split tensile strength of 3.40 N/mm², while flexural strength peaked at 4.73 N/mm² in the 0.1/150 mix. Excessive fibre content (≥0.5%) reduced compressive strength due to clustering and void formation, although modest improvements in flexural and tensile properties were observed. The study concludes that optimal fibre dosage and aspect ratio are critical for achieving durability and strength balance in SiFRC. It is recommended that future structural applications adopt fibre lengths of 30–40 mm at dosages not exceeding 0.3–0.4% by weight to maximize bonding efficiency while maintaining workability.
DOI: 10.15468/dl.9zewef
title: Occurrence Download

description: A dataset containing 1269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((6.03746 53.28403,6.39497 53.28403,6.39497 53.45321,6.03746 53.45321,6.03746 53.28403))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Epipactis palustris",
 "Year is greater than or equal to 2020"
 ]
}

 The dataset includes 1269 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042420-250811113504898/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/12863974
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.r69fte
title: Occurrence Download

description: A dataset containing 316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((6.03746 53.28403,6.39497 53.28403,6.39497 53.45321,6.03746 53.45321,6.03746 53.28403))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dactylorhiza incarnata",
 "Year is greater than or equal to 2020"
 ]
}

 The dataset includes 316 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042421-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jeyxfq
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plesiotrygon iwamae)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 53 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042422-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e9p7jn
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium arvense",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042424-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xr8867
title: Occurrence Download

description: A dataset containing 16070 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium arvense",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16070 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042425-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uksgdk
title: Occurrence Download

description: A dataset containing 2196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium arvense",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2196 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042426-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5x7e7r
title: Occurrence Download

description: A dataset containing 3550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((6.03792 53.26118,6.3847 53.26118,6.3847 53.45827,6.03792 53.45827,6.03792 53.26118))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Origanum minutiflorum, Botaurus stellaris)"
 ]
}

 The dataset includes 3550 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042427-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ak37kx
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudohemiodon lamina)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042428-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16941315
title: Canadian Fraud Dataset
DOI: 10.5281/zenodo.16941316
title: Canadian Fraud Dataset
DOI: 10.15468/dl.9dvafq
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium arvense",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 33 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042429-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dcbau3
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium arvense",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 61 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042431-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctpd84
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium arvense",
 "Country is Ecuador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042432-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7e54t3
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-107.2188 22.04913, -107.0688 22.04913, -107.0688 22.19913, -107.2188 22.19913, -107.2188 22.04913))"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041191-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymmakg
title: Occurrence Download

description: A dataset containing 42682 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pleuronectes platessa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 1989"
 ]
}

 The dataset includes 42682 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041190-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mv7ham
title: Occurrence Download

description: A dataset containing 2183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Saudi Arabia, Jordan, Iraq, Israel, Iran (Islamic Republic of), Lebanon, Syrian Arab Republic, United Arab Emirates, Oman, Bahrain, Qatar, Türkiye, Greece, Cyprus, Yemen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Neophron percnopterus",
 "Year 1980-1994"
 ]
}

 The dataset includes 2183 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041192-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwaby9
title: Occurrence Download

description: A dataset containing 10594 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "OccurrenceStatus is Present",
 "TaxonKey is Psittacula krameri"
 ]
}

 The dataset includes 10594 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041193-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17636159
title: FDZS: A Multi-Cohort Colorectal Liver Metastases Dataset for Spatial Transcriptomics and Proteomics Analysis

description: Adjuvant therapy (AT) improves outcomes for colorectal liver metastases (CRLM), yet predicting benefit, especially from adding targeted agents (Cetuximab or Bevacizumab) to chemotherapy, remains challenging. The spatial organization of the tumor microenvironment (TME) influences treatment response, yet its role in CRLM AT efficacy is unclear. We performed imaging mass cytometry (IMC) on 311 regions across tumor core, invasive margin, and peritumor (PT) tissues from 35 AT-treated CRLM patients. Systematic spatial proteomic analysis revealed distinct cholangiocyte-anchored niches within the PT region associated with recurrence-free survival (RFS): an "Immune-Rich" (PIR-Niche) enriched with B cells and CD8+ T cells, and a "Stromal-Metabolic" (PSM-Niche) dominated by CD163+ macrophages and Collagen-I+ stromal cells. The Immune-Stromal Ratio (ISR), a metric quantifying the relative abundance of these two niches, predicted RFS specifically in patients receiving combination therapy (p=0.044). To enhance clinical applicability, we developed SpMap, a deep learning tool inferring the ISR from routine H&E slides. The SpMap-derived ISR significantly predicted RFS in discovery (p=0.036) and independent test (n=95, p=0.023) cohorts, identifying high-ISR patients deriving significant benefit from combination therapy. Integrated spatial and single-cell transcriptomics confirmed distinct cellular compositions and revealed enrichment of angiogenesis pathways in PIR-Niches and mTORC1 signaling in PSM-Niches. Our work explores the spatial architecture within peritumor, captured by the ISR, as a potential predictor of adjuvant combination therapy response in CRLM. Furthermore, SpMap provides a H&E-based tool for patient stratification, while uncovering potential targetable pathways driving niche function.
DOI: 10.15468/dl.bu8j4e
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-107.0688 22.04913, -106.9188 22.04913, -106.9188 22.19913, -107.0688 22.19913, -107.0688 22.04913))"
 ]
}

 The dataset includes 70 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041195-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17626825
title: Peritumoral Niche Predicts Response to Adjuvant Combination Therapy in Colorectal Liver Metastases

description: Adjuvant therapy (AT) improves outcomes for colorectal liver metastases (CRLM), yet predicting benefit, especially from adding targeted agents (Cetuximab or Bevacizumab) to chemotherapy, remains challenging. The spatial organization of the tumor microenvironment (TME) influences treatment response, yet its role in CRLM AT efficacy is unclear. We performed imaging mass cytometry (IMC) on 311 regions across tumor core, invasive margin, and peritumor (PT) tissues from 35 AT-treated CRLM patients. Systematic spatial proteomic analysis revealed distinct cholangiocyte-anchored niches within the PT region associated with recurrence-free survival (RFS): an "Immune-Rich" (PIR-Niche) enriched with B cells and CD8+ T cells, and a "Stromal-Metabolic" (PSM-Niche) dominated by CD163+ macrophages and Collagen-I+ stromal cells. The Immune-Stromal Ratio (ISR), a metric quantifying the relative abundance of these two niches, predicted RFS specifically in patients receiving combination therapy (p=0.044). To enhance clinical applicability, we developed SpMap, a deep learning tool inferring the ISR from routine H&E slides. The SpMap-derived ISR significantly predicted RFS in discovery (p=0.036) and independent test (n=95, p=0.023) cohorts, identifying high-ISR patients deriving significant benefit from combination therapy. Integrated spatial and single-cell transcriptomics confirmed distinct cellular compositions and revealed enrichment of angiogenesis pathways in PIR-Niches and mTORC1 signaling in PSM-Niches. Our work explores the spatial architecture within peritumor, captured by the ISR, as a potential predictor of adjuvant combination therapy response in CRLM. Furthermore, SpMap provides a H&E-based tool for patient stratification, while uncovering potential targetable pathways driving niche function.
DOI: 10.5281/zenodo.17637941
title: Particulate iron data from sediments in Iceberg Alley (Scotia Sea) from IODP Expedition 382

description: Particulate iron data from sequential extractions on sediments from three drill sites of IODP expedition 382 (Sites U1536, U1537, U1538). The methods were modified after Poulton and Canfield (2005, doi:10.1016/j.chemgeo.2004.09.003).
DOI: 10.5281/zenodo.17637940
title: Particulate iron data from sediments in Iceberg Alley (Scotia Sea) from IODP Expedition 382

description: Particulate iron data from sequential extractions on sediments from three drill sites of IODP expedition 382 (Sites U1536, U1537, U1538). The methods were modified after Poulton and Canfield (2005, doi:10.1016/j.chemgeo.2004.09.003).
DOI: 10.15468/dl.jtrrqn
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Festuca pseudovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 223 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041198-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.