cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48610/3381ffb
title: GWAS summary statistics of phenotypes generated for the journal article "Mendelian randomization analysis of factors related to ovulation and reproductive function and endometrial cancer risk" published in 2022.

description: Genome-wide association study summary results of statistics for years ovulating, age at last live birth, and years taking the oral contraceptive pill performed in the UK Biobank in connection with the paper published due to be available publically. 

Details:
We conducted GWAS of years of ovulating information, age at last live birth, and years of taking the contraceptive pill in the women from the UKBB, to obtain instruments for MR analyses, as there are no previously published GWASs of these traits which identify robustly associated SNPs. We used fastGWA in the Genome-wide Complex Trait Analysis (GCTA) software to conduct the analyses, which utilizes a linear mixed model to account for population stratification and cryptic relatedness. 
Imputed variants with an INFO score > 0.8, MAF > 0.0001, and missingness rate < 0.10 were used for the GWAS analyses, resulting in a total of N = 18,557,407 SNPs included. Covariates included UKBB assessment center, genotyping batch, year of birth, and the top ten genetic principal components. The total sample size for analyses of years ovulating, years of taking the contraceptive pill, and age at last live birth were N = 118,227, N = 178,233, and N = 203,153 respectively.
DOI: 10.48610/33b50e3
title: Estimating the spatial coverage of citizen science for monitoring threatened species

description: These are the data that underpin the relevant publication
DOI: 10.48610/340b96d
title: RestEcol Supplementary Data

description: Summary data used as input for mixed-effects models
DOI: 10.15468/dl.c36r9j
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((101.256 4.176163, 101.185552 4.170593, 101.116841 4.154021, 101.051562 4.126856, 100.991324 4.089767, 100.937612 4.043669, 100.891748 3.989698, 100.854862 3.929185, 100.82786 3.863621, 100.811404 3.794621, 100.805898 3.723885, 100.811475 3.653154, 100.827995 3.58417, 100.855048 3.518631, 100.891967 3.458149, 100.937842 3.404214, 100.991542 3.35815, 101.051748 3.321093, 101.116976 3.293952, 101.185623 3.277396, 101.256 3.271832, 101.326377 3.277396, 101.395024 3.293952, 101.460252 3.321093, 101.520458 3.35815, 101.574158 3.404214, 101.620033 3.458149, 101.656952 3.518631, 101.684005 3.58417, 101.700525 3.653154, 101.706102 3.723885, 101.700596 3.794621, 101.68414 3.863621, 101.657138 3.929185, 101.620252 3.989698, 101.574388 4.043669, 101.520676 4.089767, 101.460438 4.126856, 101.395159 4.154021, 101.326448 4.170593, 101.256 4.176163))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 163 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001315-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gx2pr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((103.207 0.504185, 103.136734 0.498617, 103.068199 0.482053, 103.003082 0.454898, 102.942987 0.417823, 102.889393 0.37174, 102.84362 0.317785, 102.806794 0.257285, 102.779824 0.19173, 102.763371 0.122735, 102.757842 0.051998, 102.763372 -0.018738, 102.779826 -0.08773300000000001, 102.806797 -0.153287, 102.843623 -0.213787, 102.889396 -0.267742, 102.94299 -0.313824, 103.003085 -0.350899, 103.068201 -0.378053, 103.136735 -0.394617, 103.207 -0.400185, 103.277265 -0.394617, 103.345799 -0.378053, 103.410915 -0.350899, 103.47101 -0.313824, 103.524604 -0.267742, 103.570377 -0.213787, 103.607203 -0.153287, 103.634174 -0.08773300000000001, 103.650628 -0.018738, 103.656158 0.051998, 103.650629 0.122735, 103.634176 0.19173, 103.607206 0.257285, 103.57038 0.317785, 103.524607 0.37174, 103.471013 0.417823, 103.410918 0.454898, 103.345801 0.482053, 103.277266 0.498617, 103.207 0.504185))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001316-260120142942310/datasets/export for details.
DOI: 10.48610/34458e8
title: Characterizing sedimentation velocity of primary wastewater solids and effluents [Raw data]

description: Raw data for the modelling, uncertainty quantification, optimization for all models used in characterizing high solids gradient sedimentation behaviour.
DOI: 10.48610/346651e
title: INVITA Core site Ground-Based HTP platform Data

description: Description: The dataset provides a comprehensive collection of raw data captured using ground-based sensors over several years, specifically focusing on wheat experiments conducted in Gatton, Palmer and Boorowa. The ground-based platforms incorporate a hyperspectral sensor, LiDAR (Light Detection and Ranging), spectrometer, and RGB cameras. This is a very large dataset (> 3TB) due to the raw nature of the data and the multiple dates that it was collected. The dataset encompasses experimental plots within the wheat trials, serving as specific features of interest. Researchers can extract valuable information such as vegetation indices, geometric traits, and ground-truth measurements from within these plots. Ground-truth data, including parameters like dry biomass, fresh biomass, Leaf Area Index, phenology, plant emergence, head number, and stem number, were recorded at key growth stages in conjunction with the sensor data. The dataset includes raw data from the ground-based sensors. It provides access to raw hyperspectral data, LiDAR point cloud data, spectrometer readings, and raw RGB images. These raw data sources can be used to conduct advanced analysis, algorithm development, and customized processing workflows tailored to specific research objectives. The dataset offers researchers the opportunity to explore and analyse the relationship between vegetation indices, geometric traits, and ground-truth data within the experimental plots of the wheat trials. By working with raw data from the hyperspectral sensor, LiDAR, spectrometer, and RGB cameras, researchers can delve into detailed analysis of wheat growth patterns, crop health, and geometric attributes within controlled experimental settings.
DOI: 10.48610/34a0052
title: Data set for the study: Numbers of Immune Cells are associated with Adverse Outcomes in transfused patients.

description: These retrospective data consider International Classification of Diseases-10 coded adverse outcomes in patients (2016-2018) (n=2,121) following transfusion (allogeneic blood transfusion and intraoperative cell salvage) during surgery. The association between numbers of immune cells and ratios before surgery and adverse outcomes after surgery are studied. Confounding factors and patient comorbidities are considered. To enable robust statistical analysis comorbidities and adverse outcomes were grouped.
DOI: 10.48610/355ad45
title: Pigmented Iris Freckle Data 

description: Contains the pigmented iris freckle counts on digital iris images by human experts and Slim-YOLO neural network, and phenotypic data of study participants.
DOI: 10.48610/356ca3f
title: Dataset associated with 'Body size dictates physiological and behavioural responses to hypoxia and elevated water temperatures in Murray Cod (Maccullochella peelii)

description: Dataset associated with 'Body size dictates physiological and behavioural responses to hypoxia and elevated water temperatures in Murray Cod (Maccullochella peelii)
DOI: 10.48610/3684089
title: Dataset relating to: Contributions of luminance and motion to visual escape and habituation in larval zebrafish

description: This dataset contains the raw data, scripts and processed data presented in the manuscript Mancienne et al, 2021, Contributions of luminance and motion to visual escape and habituation in larval zebrafish. Published in Frontiers in Neural Circuits.
DOI: 10.48610/37694b4
title: KTIPs Instructional Guide

description: The KTIPs Instructional Guide is an extensive, explanatory book which guides you through the knowledge translation and impact planning process.  It contains information based on the literature, and includes open ended questions and checklists to prompt your thinking through key aspects of knowledge translation and impact planning for your project or program of research, as well as examples and appendices with additional resources and links.
DOI: 10.5281/zenodo.18320878
title: Viscum L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.5281/zenodo.18320879
title: Viscum L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.48610/38a2d07
title: NF-ToN-IoT-v2

description: NetFlow Version 2 of the datasets is made up of 43 extended NetFlow features.  The details of the datasets are published in:

Mohanad Sarhan, Siamak Layeghy, and Marius Portmann, Towards a Standard Feature Set for Network Intrusion Detection System Datasets, Mobile Networks and Applications, 103, 108379, 2022 

The use of the datasets for academic research purposes is granted in perpetuity after citing the above papers. For commercial purposes, it should be agreed upon by the authors. Please get in touch with the author Mohanad Sarhan for more details.
DOI: 10.48610/39782c7
title: Mungbean Fusarium Dataset

description: Phenology, morphology and yield component data captured from a diverse mungbean panel (23 accessions) that were sown across two experiments at the Hermitage Research Station in Warwick (Queensland, Australia) in 2016 and 2021. The dataset was used as a comparison between the 2021 trial which was impacted by fusarium wilt, with the 2016 trial which had no presence of the pathogen. Owners of data frame include Miss Shanice Van Haeften (UQ), Dr Millicent Smith (UQ), Professor Lee Hickey (UQ), Mr Colin Douglas (QDAF) and Dr Thomas Noble (QDAF).
DOI: 10.48610/3b35b94
title: Resting state functional Magnetic Resonance imaging of medetomidine and prior stimulation effects in the mice

description: Resting state functional Magnetic Resonance imaging of medetomidine and prior stimulation effects in the mice. Please refer to https://doi.org/10.48610/43f0075 for additional updated information.
DOI: 10.48610/3c1bbae
title: Whole-genome marker profiles for bread wheat intro-selection lines

description: A total of 11 x BC2F4:F5 bread wheat intro-selection lines were generated in each of four genetic backgrounds (i.e. Borlaug100, Kingbird, Mace and Suntop). 42 of the intro-selection lines and 4 recurrent parents were genotyped using the Diversity Array Technology platform. The folder contains whole genome SNP data. The SNPs were aligned the Wheat_ChineseSpring21 reference genome. The folder also contains root traits (best linear unbiased estimates; BLUEs) for all intro-selection lines and parents measured in experiments performed under controlled environment conditions at The University of Queensland, including seminal root angle and root biomass.
DOI: 10.48610/3cdcc1f
title: Data for worked examples in: Automated workflows using Quantitative Colour Pattern Analysis (QCPA): A guide to batch processing and downstream data analysis.The original files were replaced with updated ones on 17 January 2024.

description: Data for worked examples, processed and unprocessed.
DOI: 10.48610/3cf4e36
title: Reactive multi-phase model pilot plant [Raw data]

description: A three-phase CFD-based model, simulating a 3D pilot plant with anaerobic sludge material. Validation was conducted using Lithium tracer experimental measurements. The model compared one, two, three phase simulation results, and tested two turbulence models.
DOI: 10.5281/zenodo.18320872
title: The data of Sedimentary carbon saturation weakens the carbon storage potential of aquatic ecosystems
DOI: 10.5281/zenodo.18320873
title: The data of Sedimentary carbon saturation weakens the carbon storage potential of aquatic ecosystems
DOI: 10.5281/zenodo.18320885
title: Trisetum Pers. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.5281/zenodo.18320886
title: Trisetum Pers. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.48610/3dcdf95
title: Auslan@Home videos

description: This dataset contains RGB (mp4) and RGB-D (svo) videos of Auslan data collection conducted as part of the Auslan Communication Technologies Pipeline project. All participants are fluent Auslan signers. 8 are Deaf, one is a Child of Deaf Adults (CODA). Participants selected their own code names. The vocabulary was collected with a focus on signs required for smart home commands. All data was elicited in an Auslan-first environment, with image-based, Auslan, and isolated English word prompts. Most of the participants have requested that their data only be used by the lead reasearcher. A subset of data is available to be shared more widely; please contact Jessica Korte to discuss access.
DOI: 10.15468/dl.3uhuwb
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((114.281 4.179163, 114.210551 4.173593, 114.14184 4.157021, 114.076561 4.129856, 114.016323 4.092767, 113.962611 4.046669, 113.916747 3.992698, 113.87986 3.932185, 113.852858 3.866621, 113.836403 3.797621, 113.830897 3.726885, 113.836474 3.656154, 113.852993 3.58717, 113.880046 3.521631, 113.916966 3.461149, 113.962841 3.407213, 114.016542 3.36115, 114.076747 3.324093, 114.141975 3.296952, 114.210622 3.280396, 114.281 3.274832, 114.351378 3.280396, 114.420025 3.296952, 114.485253 3.324093, 114.545458 3.36115, 114.599159 3.407213, 114.645034 3.461149, 114.681954 3.521631, 114.709007 3.58717, 114.725526 3.656154, 114.731103 3.726885, 114.725597 3.797621, 114.709142 3.866621, 114.68214 3.932185, 114.645253 3.992698, 114.599389 4.046669, 114.545677 4.092767, 114.485439 4.129856, 114.42016 4.157021, 114.351449 4.173593, 114.281 4.179163))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001317-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/3e01b3d
title: Itadakimasu!: The role of formed and perceived food authenticity towards post-travel behaviour (survey data)

description: This dataset includes responses to the survey used for this thesis. It was collected using a commercial panel with a sample size of 156. There are two files included. The first includes rating scale questions asked respondents about their attitudes towards consuming food after travelling to a destination (Japan). It also includes the basic demographic information about each of the respondents which were collected to ensure the sample was representative of a specific target population (Australians who have travelled to Japan within the last 10 years). The second file includes discrete choice experiment data in long format which is linked to the first file by an common identifier variable.
DOI: 10.15468/dl.nts8y7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((110.75 0.511185, 110.679734 0.505617, 110.611199 0.489053, 110.546082 0.461898, 110.485986 0.424823, 110.432392 0.37874, 110.386619 0.324784, 110.349794 0.264284, 110.322824 0.19873, 110.306371 0.129735, 110.300842 0.058998, 110.306372 -0.011738, 110.322826 -0.080733, 110.349797 -0.146287, 110.386623 -0.206787, 110.432396 -0.260742, 110.48599 -0.306824, 110.546085 -0.343899, 110.611201 -0.371053, 110.679735 -0.387617, 110.75 -0.393185, 110.820265 -0.387617, 110.888799 -0.371053, 110.953915 -0.343899, 111.01401 -0.306824, 111.067604 -0.260742, 111.113377 -0.206787, 111.150203 -0.146287, 111.177174 -0.080733, 111.193628 -0.011738, 111.199158 0.058998, 111.193629 0.129735, 111.177176 0.19873, 111.150206 0.264284, 111.113381 0.324784, 111.067608 0.37874, 111.014014 0.424823, 110.953918 0.461898, 110.888801 0.489053, 110.820266 0.505617, 110.75 0.511185))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001318-260120142942310/datasets/export for details.
DOI: 10.48610/3e62869
title: Dataset: Increased context adjustment is associated with auditory sensitivities but not with autistic traits

description: EEG and behavioural data associated with publication 
Randeniya R., Mattingley J. B., Garrido M. I. (2022). Increased context adjustment is associated with auditory sensitivities but not with autistic traits. Autism Research (DOI: 10.1002/aur.2759)
DOI: 10.48610/3e7a235
title: DeepHis2Exp

description: We collected and uploaded six spatial transcriptomic datasets to this database. The collected datasets include a) human HER2-positive breast tumour ST data, b) 10x Genomics Visium data and Swarbrick’s Laboratory Visium data, c) the human cutaneous squamous cell carcinoma, d) skin cancer melanoma dataset, e) kidney cancer dataset, f) liver disease dataset. The collected datasets are used for benchmarking existing deep learning models which predict spot-level spatial gene expression from H&E images only.
DOI: 10.48610/3f67009
title: Healthy Land and Water Stewardship 2021

description: Each year, Healthy Land and Water conducts an online social survey to explore perceptions of waterways. In 2021, the social survey incorporated additional survey content related to stewardship. Institutional ethical clearance was obtained prior to commencement (#2000000201). Because this is an online survey, all participants provided online consent to participate prior to completing the survey. Respondents were recruited via a social research company’s (Dynata) online panel to complete an online survey during June 2021 (Table S1). Panel members were eligible to participate if they lived in a postal area within the South East Queensland region. A target sample size was set for recruitment (minimum N=3000). The sampling frame aimed to ensure a representative sample, based on gender and age, and comprised participants from across the region, with a minimum of 40 participants from each of the catchments within the region.
DOI: 10.5281/zenodo.18320890
title: Stylosanthes hippocampoides Mohlenbr. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18320889
title: Stylosanthes hippocampoides Mohlenbr. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.48610/3f8d326
title: A mammalian mRNA sex determination method from humpback whale (Megaptera novaeangliae) blubber biopsies_Data

description: This dataset contains qPCR and HRM results used in the publication, along with our measured sample extraction yields, validation gels from the SRY sex determination, product sequences, additional figures, lab notes, and protocols.
DOI: 10.48610/3ffd63d
title: Data for the research project of Interpretation of the motor adaptation to pain

description: Dataset for study of Interpretation of the motor adaptation to pain published in PLOS ONE
DOI: 10.15468/dl.8pna7g
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ecnomiohyla rabborum"
 ]
}

 The dataset includes 30 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001319-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/40476dd
title: Sorghum as a novel biomass for the sustainable production of cellulose nanofibres

description: Data related to the PhD thesis of Jordan Pennells entitled "Sorghum as a Novel Biomass for the Sustainable Production of Cellulose Nanofibres: An inquiry into Quality, Sustainability, and Statistical Variability in Materials Engineering". The data is organised by chapters of the thesis, consisting of both .csv files of raw data that was generated throughout the project and R script files that perform analysis on the data. The type of data located here include bibliometric data about the cellulose nanofibre research field, and material characteriation data for the cellulose nanofibre and nanopaper research outputs.
DOI: 10.48610/40dec7a
title: Data associated with publication: James et al. "Uncovering the genetic architecture of parallel evolution"

description: This paper examines the repeated evolution of components of the auxin pathway that have contributed to the replicated loss of gravitropism (i.e., the ability of
a plant to bend in response to gravity) in multiple populations of the Senecio lautus species complex in Australia. We use a powerful approach which combines
parallel population genomics with association mapping in a Multiparent Advanced Generation Inter-Cross (MAGIC) population to breakdown genetic and trait
correlations to reveal how adaptive traits evolve during replicated evolution. The dataset contains the raw sequencing files (fast files) for the individuals from
the MAGIC population and the natural populations.