cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16422779
title: Dangerous Items Dataset for 5-Class Object Detection (YOLO annotation)

description: This dataset was built to carry out the research described in the paper titled Effectiveness of modern models belonging to the YOLO and Vision Transformer architectures in dangerous items detection. It contains images belonging to the following categories: objects clearly visible, objects partially covered, small objects, poor objects' sharpness, poor objects' illumination and background images. The full dataset consists of 8478 images containing a total of 8805 instances of dangerous items: machete, knife, baseball bat, rifle, gun and 826 background images (https://drive.google.com/file/d/1qDpdeou_rXDX15AryWp5Zkr6jceX_S3U/view?usp=drive_link). The dataset was randomly divided into a training, validation and testing subset (70%, 15% and 15% of the full set, respectively). The subsets are balanced, that is, they contain a similar number of instances of dangerous items. The images were annotated using bounding boxes in the YOLO format. The dataset can be used in experiments on dangerous object detection using YOLO networks.

Using this dataset please cite:Omiotek, Z. (2025). Effectiveness of Modern Models Belonging to the YOLO and Vision Transformer Architectures in Dangerous Items Detection. Electronics, 14(17), 3540. https://doi.org/10.3390/electronics14173540
DOI: 10.17026/dans-z4r-bgtn
title: Inventariserend booronderzoek (kartering): zuidoever Wijchens Meer Inventariserend booronderzoek (kartering): zuidoever Wijchens Meer

description: &lt;p&gt;In opdracht van gemeente Wijchen heeft Assist Explore bv op 3 en 4 december 2019 een archeologisch vooronderzoek in de vorm van een inventariserend veldonderzoek (karterend booronderzoek) uitgevoerd in het plangebied zuidoever Wijchens Meer in de gemeente Wijchen (bijlage 1). Het onderzoek vond plaats in het kader van de voorgenomen werkzaamheden om de zuidelijke oeverzone t.h.v. de woonwijk Diepvoorde opnieuw in te gaan richten. De exacte plannen voor het herinrichten zijn bij het schrijven van dit rapport nog niet bekend. Aan het huidige plangebied kon voor aanvang van het onderzoek een hoge verwachtingswaarde worden toegekend voor de periode Laat Paleolithicum t/m de Nieuwe tijd gezien de vele vindplaatsen die zijn aangetroffen in de omgeving van het plangebied.&lt;/p&gt;
DOI: 10.17026/dans-xt4-jmx5
title: Inventariserend booronderzoek (kartering): Den Berg 5 te Alverna, gemeente Wijchen Inventariserend booronderzoek (kartering): Den Berg 5 te Alverna, gemeente Wijchen

description: &lt;p&gt;In opdracht van Dhr. Van Uden heeft Assist Explore bv op 14 juli 2019 een archeologisch vooronderzoek in de vorm van een inventariserend veldonderzoek (karterend booronderzoek) uitgevoerd in het plangebied Den Berg 5 te Wijchen in de gemeente Wijchen (bijlage 1). Het onderzoek vond plaats in het kader van geplande nieuwbouw in de vorm van een uitbouw met kelder aan de noordzijde van de bestaande woning. Binnen het huidige plangebied Den Berg 5 zijn geen archeologische waarden aangetroffen. Derhalve adviseert Assist Explore bv dat de voorgestelde werkzaamheden binnen het huidige bestek doorgang kunnen vinden. De hoge archeologische verwachtingswaarde buiten het huidige plangebied blijft echter wel onverminderd gehandhaafd. Het verdient zeker aanbeveling om het aanpalende gebied te onderwerpen aan een inventariserend veldonderzoek (boringen); om te bepalen wat de verstoringsgraad is en of er meer informatie kan worden verzameld over de omvang en diepteligging van het aanwezige grafveld in de omgeving van onderhavig plangebied. Bij toekomstige ontwikkeling of andersoortige werkzaamheden, zoals bosbouw, is het raadzaam om vooraf meer specifieke informatie te verzamelen om onbedoelde bodemverstoringen te voorkomen.&lt;/p&gt;
DOI: 10.15468/dl.z7tj4x
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crassostrea gigas",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031627-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17058209
title: Geometries for "An orthogonal electronic state view on charge delocalization and transfer"

description: xyz-geometries (in Ångstrom) used in "An orthogonal electronic state view on charge delocalization and transfer"
DOI: 10.5281/zenodo.17058210
title: Geometries for "An orthogonal electronic state view on charge delocalization and transfer"

description: xyz-geometries (in Ångstrom) used in "An orthogonal electronic state view on charge delocalization and transfer"
DOI: 10.17026/dans-z2b-m7h3
title: Elst, Plangebied Vierslag Gemeente Overbetuwe, Elst, Plangebied Vierslag

description: &lt;p&gt;In het plangebied Vierslag is van 16 januari tot en met 26 januari 2012 in opdracht van GEM Westeraam Elst C.V. door BAAC bv (onderzoeks- en adviesbureau voor Bouwhistorie, Archeologie, Architectuur- en Cultuurhistorie) te ‘s-Hertogenbosch, een onderzoek uitgevoerd. Dit plangebied is gelegen ten noordoosten van de bebouwde kom van Elst (Overbetuwe) en ten noorden van het industrieterrein Aam. De aanleiding voor het onderzoek is de aanleg van een nieuwbouwwijk binnen het plangebied. Hierbij zal de ondergrond in een deel van het plangebied worden geroerd waardoor archeologische resten worden bedreigd. Het hele plangebied zal worden opgehoogd tot 9,50+ NAP. De mogelijkheid bestaat dat de archeologische waarden door zettingsverschillen als gevolg van de ophoging en door verblauwing als gevolg van de bebouwing (versneld) kunnen degraderen.&lt;/p&gt;&lt;p&gt;Tijdens het door RAAP uitgevoerde proefsleuvenonderzoek zijn sporen aangetroffen waarvan destijds werd gedacht dat ze waren toe te wijzen aan twee verschillende, stratigrafi sch van elkaar gescheiden vindplaatsen. De jongste vindplaats zou worden gevormd door bewoningssporen die zijn gedateerd in de late bronstijd of de vroege ijzertijd. De datering van de oudste vindplaats kon niet worden vastgesteld bij gebrek aan dateerbaar vondstmateriaal. Op basis van deze onderzoeksresultaten is binnen het plangebied een zone aangewezen waarbinnen zich sporen bevinden, behorend tot mogelijk twee vindplaatsen. Het doel van het onderzoek was het documenteren en veiligstellen van de aanwezige archeologische waarden door middel van een opgraving van de deelgebieden en een archeologische begeleiding van het riooltracé binnen het in het vooronderzoek begrensde onderzoeksgebied. Daarnaast zijn de onderzoeksvragen zoals opgesteld in het Programma van Eisen beantwoord om zo te komen tot een betere waardestelling van de twee stratigrafi sch gescheiden archeologische sporenniveaus die zijn aangetroffen tijdens het vooronderzoek.&lt;/p&gt;&lt;p&gt;Door BAAC bv is het uitgraven van een riooltracé begeleid die zich uitstrekt over de hele vindplaats en is een opgraving uitgevoerd in twee deelgebieden binnen deze vindplaats. Bij dit onderzoek zijn de resten aangetroffen van bewoning uit de vroege ijzertijd. Tevens is duidelijk geworden dat het in de begrensde sporenzone gaat om één vindplaats in plaats van twee verschillende. In de sporen zijn de plattegronden herkend van een tweebeukig gebouw (structuur 1) en van drie zespalige spiekers (structuur 2 tot en met 4).&lt;/p&gt;
DOI: 10.5281/zenodo.17063952
title: PRISMA-ScR Checklist for [Challenges, Support, and Progression for Students with Autism in University: A Scoping Review]

description: This record contains the PRISMA-ScR (Preferred Reporting Items for Systematic reviews and Meta-Analyses extension for Scoping Reviews) checklist and associated supporting materials for the scoping review entitled “Challenges, Support, and Progression for Students with Autism in University.”

The review explores existing evidence on the barriers autistic students face in higher education, the types of support available to them, and factors influencing their academic and personal progression. By synthesizing findings across multiple studies, the review highlights both systemic challenges and promising practices for fostering inclusive learning environments.

Included materials:





PRISMA-ScR Checklist – completed checklist documenting adherence to PRISMA-ScR reporting guidelines.




Protocol – study objectives, eligibility criteria, and methodological approach guided by the Arksey and O'Malley approach and outlined in 3 documents titled:



Stage 1 - Identifying research aim/questions

Stage 2 - Identifying relevant studies 

Stage 3 - Study selection 





Data Extraction Form – template used to chart, synthesise and report data, again guided by the Arksey and O'Malley approach and outlined in 2 documents titled:#



Stage 4 - Charting the data

Stage 5 - Collating, summarising and reporting




These materials are provided to support transparency, reproducibility, and adherence to established reporting standards. They may also serve as a reference for other researchers conducting systematic or scoping reviews in higher education and autism research.
DOI: 10.5281/zenodo.17063953
title: PRISMA-ScR Checklist for [Challenges, Support, and Progression for Students with Autism in University: A Scoping Review]

description: This record contains the PRISMA-ScR (Preferred Reporting Items for Systematic reviews and Meta-Analyses extension for Scoping Reviews) checklist and associated supporting materials for the scoping review entitled “Challenges, Support, and Progression for Students with Autism in University.”

The review explores existing evidence on the barriers autistic students face in higher education, the types of support available to them, and factors influencing their academic and personal progression. By synthesizing findings across multiple studies, the review highlights both systemic challenges and promising practices for fostering inclusive learning environments.

Included materials:





PRISMA-ScR Checklist – completed checklist documenting adherence to PRISMA-ScR reporting guidelines.




Protocol – study objectives, eligibility criteria, and methodological approach guided by the Arksey and O'Malley approach and outlined in 3 documents titled:



Stage 1 - Identifying research aim/questions

Stage 2 - Identifying relevant studies 

Stage 3 - Study selection 





Data Extraction Form – template used to chart, synthesise and report data, again guided by the Arksey and O'Malley approach and outlined in 2 documents titled:#



Stage 4 - Charting the data

Stage 5 - Collating, summarising and reporting




These materials are provided to support transparency, reproducibility, and adherence to established reporting standards. They may also serve as a reference for other researchers conducting systematic or scoping reviews in higher education and autism research.
DOI: 10.15139/s3/ucgdbi
title: Data Management and Sharing Plan for: Mechanisms of PD-1 and Tim-3 crosstalk in tumor-infiltrating lymphocytes

description: The Data Management and Sharing Plan describes the scientific data to be generated and/or used in the research and outlines a strategy for managing and sharing project data.
description: Data Management and Sharing Plan
DOI: 10.15468/dl.sbp4kf
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crassostrea gigas",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 75 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031628-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w9wqe8
title: Occurrence Download

description: A dataset containing 4130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erythrina crista-galli",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4130 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031629-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fc6hp9
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erythrina crista-galli",
 "Country is Eswatini",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031630-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xptph3
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erythrina crista-galli",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 33 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031631-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17064234
title: An Assessment of the Mediating Effect of  Entrepreneurial Skills on The Relationship Between  Business Network Meetings as a Microfinance Bank  Intervention and the Performance of Women-Owned  Enterprises in North Eastern Nigeria

description: The study examined entrepreneurial skills as a mediator between business network meetings, a microfinance bank intervention, and the performance of women-owned enterprises in North Eastern Nigeria. It was conducted using a descriptive survey research design with a population of 1,262 women entrepreneurs who had received microfinance interventions across six states: Borno, Yobe, Taraba, Gombe, Adamawa, and Bauchi. Gombe State recorded the highest number of beneficiaries (456), while Bauchi had the lowest (13). A sample size of 395 respondents was determined using the Taro Yamane formula with a 30% attrition rate added, and proportional representation was achieved through stratified random sampling. Data were collected using a structured questionnaire based on a 5-point Likert scale adapted from Kabira (2022) and analyzed with SPSS through descriptive and inferential statistics. Results showed a moderate to high agreement on the influence of business network meetings, with a composite mean score of 3.88 and a standard deviation of 0.75. Regression analysis revealed a statistically significant but small positive effect of business network meetings on enterprise performance (R² = 0.280, B = 0.12, β = 0.10, t = 2.11, p = 0.035), with no autocorrelation in the residuals (Durbin-Watson = 1.934). Mediation analysis using the PROCESS Macro indicated that entrepreneurial skills partially mediated this relationship, with a total effect of 0.4396 (p < 0.001), a direct effect of 0.1883 (p = 0.0003), and an indirect effect of 0.2511 within a confidence interval of 0.1613 to 0.3504. A high t-statistic of 14.1219 further confirmed significance, underscoring the critical role of entrepreneurial skills as a mechanism through which business networking interventions improved the performance of women-owned enterprises in the region.
DOI: 10.5281/zenodo.17064235
title: An Assessment of the Mediating Effect of  Entrepreneurial Skills on The Relationship Between  Business Network Meetings as a Microfinance Bank  Intervention and the Performance of Women-Owned  Enterprises in North Eastern Nigeria

description: The study examined entrepreneurial skills as a mediator between business network meetings, a microfinance bank intervention, and the performance of women-owned enterprises in North Eastern Nigeria. It was conducted using a descriptive survey research design with a population of 1,262 women entrepreneurs who had received microfinance interventions across six states: Borno, Yobe, Taraba, Gombe, Adamawa, and Bauchi. Gombe State recorded the highest number of beneficiaries (456), while Bauchi had the lowest (13). A sample size of 395 respondents was determined using the Taro Yamane formula with a 30% attrition rate added, and proportional representation was achieved through stratified random sampling. Data were collected using a structured questionnaire based on a 5-point Likert scale adapted from Kabira (2022) and analyzed with SPSS through descriptive and inferential statistics. Results showed a moderate to high agreement on the influence of business network meetings, with a composite mean score of 3.88 and a standard deviation of 0.75. Regression analysis revealed a statistically significant but small positive effect of business network meetings on enterprise performance (R² = 0.280, B = 0.12, β = 0.10, t = 2.11, p = 0.035), with no autocorrelation in the residuals (Durbin-Watson = 1.934). Mediation analysis using the PROCESS Macro indicated that entrepreneurial skills partially mediated this relationship, with a total effect of 0.4396 (p < 0.001), a direct effect of 0.1883 (p = 0.0003), and an indirect effect of 0.2511 within a confidence interval of 0.1613 to 0.3504. A high t-statistic of 14.1219 further confirmed significance, underscoring the critical role of entrepreneurial skills as a mechanism through which business networking interventions improved the performance of women-owned enterprises in the region.
DOI: 10.15468/dl.cw3xfy
title: Occurrence Download

description: A dataset containing 1732 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Isoetes"
 ]
}

 The dataset includes 1732 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031632-250827131500795/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.29912420.v1
title: Parameters of CTMS

description: The detailed data of the transportation network and multi-microgrid
DOI: 10.5281/zenodo.17064203
title: measurement of levels of SOD,MDA,TFR1,SERUM IRON, and the immunohistochemistry of (HO1,GPX4) and the gene expression of SLC7A11 fold

description: The study examines the effects of liraglutide, a GLP-1 receptor agonist, on oxidative stress and ferroptosis-related indicators in obese rats. The rats were divided into five groups, and after a high-fat diet, liraglutide was administered subcutaneously for 28 days. Results showed that liraglutide reversed the reduction of antioxidant and ferroptosis-regulatory markers in obese rats, suggesting it may have cytoprotective effects and potentially treat obesity-associated oxidative stress and ferroptosis.
DOI: 10.5281/zenodo.17064204
title: measurement of levels of SOD,MDA,TFR1,SERUM IRON, and the immunohistochemistry of (HO1,GPX4) and the gene expression of SLC7A11 fold

description: The study examines the effects of liraglutide, a GLP-1 receptor agonist, on oxidative stress and ferroptosis-related indicators in obese rats. The rats were divided into five groups, and after a high-fat diet, liraglutide was administered subcutaneously for 28 days. Results showed that liraglutide reversed the reduction of antioxidant and ferroptosis-regulatory markers in obese rats, suggesting it may have cytoprotective effects and potentially treat obesity-associated oxidative stress and ferroptosis.
DOI: 10.15468/dl.9w89t5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Brachypetersius gabonensis, Brachypetersius huloti, Brachypetersius pseudonummifer, Alestes bouboni, Brycinus nurse, Brycinus brevis, Brycinus carmesinus, Brycinus derhami, Bryconalestes derhami, Brycinus grandisquamis, Brachyalestes imberi, Brycinus imberi, Brycinus leuciscus, Brycinus longipinnis, Bryconalestes longipinnis, Brycinus luteus, Brycinus macrolepidotus, Brachyalestes nurse, Brycinus poptae, Brycinus rhodopleura, Bryconaethiops boulengeri, Bryconaethiops macrops, Bryconaethiops microstoma, Bryconaethiops quinquesquamae, Bryconalestes tholloni, Clupeocharax schoutedeni, Hemigrammopetersius barnardi, Hemigrammopetersius pulcher, Hydrocynus brevis, Hydrocynus forskahlii, Hydrocynus goliath, Hydrocynus tanzaniae, Hydrocynus vittatus, Ladigesia roloffi, Lepidarchus adonis, Micralestes acutidens, Micralestes ambiguus, Micralestes argyrotaenia, Micralestes comoensis, Micralestes congicus, Micralestes eburneensis, Micralestes elongatus, Micralestes fodori, Micralestes holargyreus, Micralestes humilis, Micralestes lualabae, Micralestes occidentalis, Micralestes pabrensis, Micralestes sardina, Micralestes schelly, Micralestes stormsi, Micralestes vittatus, Phenacogrammus ansorgei, Nannopetersius ansorgii, Nannopetersius lamberti, Petersius conserialis, Phenacogrammus aurantiacus, Phenacogrammus bleheri, Phenacogrammus deheyni, Phenacogrammus interruptus, Phenacogrammus major, Phenacogrammus polli, Phenacogrammus stigmatura, Phenacogrammus taeniatus, Phenacogrammus urotaenia, Rhabdalestes aeratis, Rhabdalestes brevidorsalis, Rhabdalestes leleupi, Rhabdalestes tangensis, Rhabdalestes maunensis, Rhabdalestes rhodesiensis, Rhabdalestes septentrionalis, Tricuspidalestes caeruleus, Citharidium ansorgii, Citharinops distichodoides, Citharinus citharus, Citharinus congicus, Citharinus eburneensis, Citharinus gibbosus, Citharinus latus, Citharinus macrolepis, Belonophago hutsebouti, Belonophago tinanti, Congocharax olbrechtsi, Distichodus affinis, Distichodus altus, Distichodus antonii, Distichodus atroventralis, Distichodus brevipinnis, Distichodus decemmaculatus, Distichodus engycephalus, Distichodus fasciolatus, Distichodus hypostomatus, Distichodus kolleri, Distichodus langi, Distichodus lusosso, Distichodus maculatus, Distichodus mbiniensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((55.1382 -5.4732,54.9352 -5.6353,54.8984 -5.9912,55.1382 -6.2691,55.1382 -5.4732))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031633-250827131500795/datasets/export for details.
DOI: 10.15468/dl.5a6wep
title: Occurrence Download

description: A dataset containing 23597 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lissachatina fulica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 23597 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031634-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc5kshz
title: CCDC 166051: Experimental Crystal Structure Determination

description: Related Article: D.Schollmeyer|2001|CSD Communication|||
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.5ardmw
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crassostrea gigas",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031635-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.