cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48610/414f4db
title: Core Sorghum Breeding (DGP-North East NSW in 2008)

description: Core Sorghum Breeding is focused on the development of sorghum breeding lines incorporating variation in traits predicted to improve productivity in the northern region combination with particular managements.	

"Trial Codes: SDGA08LVRP2. 
Trial Types: dgp. 
Site Names: Liverpool plains. 
Site Year(s): 2008. 
Treatments: Genotype;. 
Variables: Height (cm) - Height from ground to tip of the head (Decimal); General Rating (Score) - General Rating of visual appeal; Rating Score 1=good 9=bad (Integer); Fertility Segregation (Score) - Fertility Segregation;Score Yes =1 or No=0; No data=blank (Integer); Days to Flower (days) - Days to flower (Integer); Yield (t/ha) - Yield t/ha (Decimal); Plot Weight (kg) - Weight of grain harvested from a plot kg (Decimal); Trt (Id) - Treatment number for genotype for that particular trail (not unique) (Integer); Row Width (m) - Row Width (Decimal); Plot Length (m) - Plot Length in metres (Decimal); Plot Area (m2) - Plot Area in metres squared (Decimal); Moisture (%) - Moisture of the grain at harvest expressed as a percentage 1-25% (Decimal);. 
Other Columns: TrialAcronym; TrialEndDate; TrialNumber; TrialStartDate; SiteName; Series; ReplicateNumber; column; row; Missing;"	

Spatial coverage:	GRDC Subregion: North East NSW
DOI: 10.6084/m9.figshare.31101694
title: longitudinal study on caregiver potentially harmful behaviors

description: longitudinal study on caregivers' potentially harmful behaviors
DOI: 10.6084/m9.figshare.31101694.v1
title: longitudinal study on caregiver potentially harmful behaviors

description: longitudinal study on caregivers' potentially harmful behaviors
DOI: 10.5281/zenodo.18320891
title: Tanaecium Sw. 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.18320892
title: Tanaecium Sw. 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: 10.48610/422a289
title: Raw Data for the forth coming Strap Connection Paper

description: This dataset includes relevant raw data to reproduce the findings in the forth coming paper "A Novel Tension Strap Connection for Rapid Assembly of Temporary Timber Structures".  The dataset includes:- a "Tex file" which reviews the original tex file for the paper using latex platform;- a "Testing Raw Data" excel file which reviews all the relevant experimental results in the paper;- a "ABAQUS Model" file which reviews the relevant strap connection numerical model in the paper; and- a "MATLAB Script" file which reviews the relevant strap connection theoretical model in the paper.
DOI: 10.48610/429da4f
title: McMahon et al (2023) Estimating demand for water quality offsets from STPs in the GBR catchments by 2050 - Supplementary materials

description: Supplementary materials for the following report: "McMahon et al (2023) Estimating demand for water quality offsets from STPs in the GBR catchments by 2050"
DOI: 10.48610/42d4d33
title: Ore Grade Discrimination

description: Field and laboratory hyperspectral data.
DOI: 10.48610/43aebb5
title: Sensory learning in autism : fMRI and DCM Dataset

description: Sensory perceptual alterations such as sensory sensitivities in autism have been proposed to be caused by differences in sensory observation (Likelihood) or in forming models of the environment (Prior), which result in an increase in bottom-up information flow relative to top-down control. To investigate this conjecture, we had autistic individuals (AS) and neurotypicals (NT) perform a decision-under-uncertainty paradigm while undergoing functional magnetic resonance imaging (fMRI).
DOI: 10.48610/43f0075
title: Resting state functional Magnetic Resonance imaging of medetomidine and prior stimulation effects in the mice; structural data only

description: This dataset is supposed to be used in conjunction with the dataset available at https://doi.org/10.48610/3b35b94. Briefly, the dataset at the previously mentioned DOI contain resting-state functional Magnetic Resonance Imaging (rs-fMRI) data from a number of mice but the dataset did not include structural imaging data. This dataset contains the supplemental structural imaging data. The animal IDs were matched between this dataset and the dataset at https://doi.org/10.48610/3b35b94.

The dataset includes a READ_ME text file describing a specific set processing commands to handle the orientation issues with the structural image and other minor details.
DOI: 10.48610/44b9cad
title: Core Sorghum Breeding (Midge-South East QLD in years 2017 to 2020)

description: Core Sorghum Breeding is focused on the development of sorghum breeding lines incorporating variation in traits predicted to improve productivity in the northern region combination with particular managements. Trial Codes: GMN1702,GMN1803,GMN2001. Trial Types: Midge. Site Names: Gatton. Site Year(s): 2017 to 2020. Treatments: Genotype;. Variables: Midge Damage (%) - Midge Damage % 0-100 (Integer); Colour (character) - Individual head flower day (String);. Other Columns: TrialAcronym; TrialNumber; TrialStartDate; SiteName; Series; ReplicateNumber; column; row; PlotBarCode.
DOI: 10.48610/45b2aa3
title: Reproductive biology data of Avena sterilis ssp. ludoviciana in relation to drought stress

description: Avena sterilis ssp. ludoviciana (hereafter A. ludoviciana) data on plant maturity time, and seed production, dormancy, and longevity of four northern grains region (NGR) of Australia in relation to the severity of drought stress over two consecutive years. Plants of all four A. ludoviciana biotypes were grown under 100% plant available water content (PAWC) until panicle initiation. At panicle initiation, very mild (80% PAWC), mild (60% PAWC), moderate (40% PAWC), and severe (20% PAWC) drought stresses were imposed on plants and continued through to maturity. Plants grown under 100% PAWC throughout their lives were considered as controls. Plants exposed to severe drought stress matured 24 days earlier than control plants, and produced 34% fewer filled seeds, with seeds having a 42% lower mass, 70% less dormancy, and shorter predicted longevity of at least 2 years compared to the seeds produced on control plants.
DOI: 10.5281/zenodo.18320894
title: Valeriana scandens Loefl. ex 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.18320893
title: Valeriana scandens Loefl. ex 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: 10.48610/46c9b59
title: Germination Behaviour of Avena sterilis subsp. ludoviciana

description: Data on light and temperature requirements for germination and the time to germination of primary and secondary seeds of A. ludoviciana in no-tillage conservation agriculture (NTCA). Primary and secondary seeds and caryopses from two southern and two northern biotypes were exposed to a range of temperature and light regimes in the glasshouse, and germination was assessed.
DOI: 10.48610/48c6484
title: Nonet

description: performance at West End Jazz Club, Brisbane on Nov 17, 2021
DOI: 10.48610/48d7c29
title: Drosophila serrata MA immune function

description: This project first determined that D. serrata is a susceptible host of the Drosophila C virus. Second, survival time following DCV infection was measured for a panel of 65 inbred lines that differed from one another by fixation of spontaneous mutations over 30 generations, and that data used to determine how mutations affected DCV susceptibility. Finally, for a subset of lines with extreme differences in survival time, we also measured female offspring production to determine whether mutations affecting immune function also affected productivity.
DOI: 10.48610/498a039
title: Event probabilities data

description: EEG and behavioural data for the paper titled: Event probabilities have a different impact on early and late electroencephalographic measures regarded as metrics of prediction

The set includes raw EEG data, cleaned EEG data, and analysis scripts. 

EEG and behavioural data for the paper titled: Event probabilities have a different impact on early and late electroencephalographic measures regarded as metrics of prediction

The set includes raw EEG data, cleaned EEG data, and analysis scripts.
DOI: 10.48610/499274c
title: Barriers and enablers affecting the uptake of biosimilar medicines viewed through the lens of actor network theory – A systematic review - Supplementary Dataset

description: This supplementary dataset from the project: Barriers and Enablers Affecting the Uptake of Biosimilar Medicines Viewed Through the Lens of Actor Network Theory – A Systematic Review contains MS Excel data which provides all data extracted, including the following Excel tabs: 1. Included Primary Studies 2. Enablers and Barriers Analysis 3. Quality Analysis Summary 4. Number of Participants 5. Target Population 6. Study Instrument 7. Year of Publication 8. Country of Publication 9. Study Classification.  The final cleaned version of the dataset was uploaded on 26 April 2024.
DOI: 10.48610/4a44503
title: Quantified behavioural and lipidomic data in response to memory acquisition in mice

description: Dataset corresponding to the manuscript "DDHD2-STXBP1 interaction mediates long-term memory via the generation of saturated free fatty acids”. The phospholipid and free fatty acid (FFA) composition of neuronal membranes plays a crucial role in learning and memory, but the mechanisms through which neuronal activity affects the brain's lipid landscape remain largely unexplored. Saturated FFAs, particularly myristic acid (C14:0), strongly increase during neuronal stimulation and memory acquisition, suggesting the involvement of phospholipase A1 (PLA1) activity in synaptic plasticity. Here, we show that genetic ablation of the DDHD2 isoform of PLA1 in mice markedly reduced saturated FFAs across the brain and memory performance in reward-based learning and spatial memory models prior to the development of neuromuscular deficits. DDHD2 was shown to bind to the key synaptic protein STXBP1. Using STXBP1/2 knockout neurosecretory cells and a haploinsufficient STXBP1+/- mouse model of STXBP1 encephalopathy that is also associated with intellectual disability and motor dysfunction, we show that STXBP1 controls the targeting of DDHD2 to the plasma membrane and the generation of saturated FFAs in the brain. Our findings suggest key roles for DDHD2 and STXBP1 in the lipid metabolism underlying synaptic plasticity, learning and memory.
DOI: 10.48610/4a4dc49
title: Foot shape-function model data

description: 3D foot scans while bearing minimal weight (mBW) and full body weight (fBW), as well as a MatLab structure containing foot and ankle joint angles and moments from level, incline and decline treadmill walking and running.
DOI: 10.15468/dl.jupcdp
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.889 4.181163, 102.818551 4.175593, 102.74984 4.159021, 102.684561 4.131856, 102.624322 4.094767, 102.57061 4.048669, 102.524746 3.994698, 102.487859 3.934185, 102.460857 3.868621, 102.444402 3.799621, 102.438896 3.728884, 102.444473 3.658154, 102.460992 3.58917, 102.488046 3.523631, 102.524965 3.463149, 102.57084 3.409213, 102.624541 3.36315, 102.684747 3.326093, 102.749975 3.298952, 102.818622 3.282396, 102.889 3.276832, 102.959378 3.282396, 103.028025 3.298952, 103.093253 3.326093, 103.153459 3.36315, 103.20716 3.409213, 103.253035 3.463149, 103.289954 3.523631, 103.317008 3.58917, 103.333527 3.658154, 103.339104 3.728884, 103.333598 3.799621, 103.317143 3.868621, 103.290141 3.934185, 103.253254 3.994698, 103.20739 4.048669, 103.153678 4.094767, 103.093439 4.131856, 103.02816 4.159021, 102.959449 4.175593, 102.889 4.181163))"},{"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 17 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001320-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/4b955f3
title: Supplementary Material

description: Supplementary Material 1 -3: Course Profiles for BIOL1030, SCIE1000 and SCIE1100 respectively. Supplementary Material 4: Support material provided to students when navigating the ePortolio portal and reflecting on their learnings. Supplementary Material 5: Inter-rater reliability statistics (kappa) for each course, using NVivo coding and the Coding Comparison Query function. Supplementary Material 6: Chi-Square Goodness of Fit Test and Fischer's Exact Test results for each course, to reference in publication in Journal of Teaching and Learning for Graduate Employability.
DOI: 10.15468/dl.qtgbhu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.124 0.519185, 102.053734 0.513617, 101.985199 0.497052, 101.920082 0.469898, 101.859986 0.432823, 101.806392 0.38674, 101.760619 0.332784, 101.723794 0.272284, 101.696823 0.20673, 101.680371 0.137735, 101.674842 0.066998, 101.680372 -0.003739, 101.696826 -0.07273300000000001, 101.723797 -0.138288, 101.760623 -0.198787, 101.806396 -0.252742, 101.85999 -0.298825, 101.920085 -0.335899, 101.985201 -0.363053, 102.053735 -0.379617, 102.124 -0.385185, 102.194265 -0.379617, 102.262799 -0.363053, 102.327915 -0.335899, 102.38801 -0.298825, 102.441604 -0.252742, 102.487377 -0.198787, 102.524203 -0.138288, 102.551174 -0.07273300000000001, 102.567628 -0.003739, 102.573158 0.066998, 102.567629 0.137735, 102.551177 0.20673, 102.524206 0.272284, 102.487381 0.332784, 102.441608 0.38674, 102.388014 0.432823, 102.327918 0.469898, 102.262801 0.497052, 102.194266 0.513617, 102.124 0.519185))"},{"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/0001321-260120142942310/datasets/export for details.
DOI: 10.48610/4d38753
title: Spatial representation of frontier geographies

description: This dataset contains the shapefile depicting a contemporary spatial representation of frontier geographies at the global scale. The data shows the most and the least modified areas using thresholds for human modification (30.0%), no cropland and pastures (7.5% or less pastureland per 1 square kilometre). Least modified areas indicate higher ecological and biodiversity values and relatively low rates of human modification. Most modified areas indicate areas of industrialisation, resource extraction, urbanisation, and commercial scale agriculture.
DOI: 10.48610/4ef737d
title: Interviews

description: Contains interviews to CIBIT doctoral students and postdocs
DOI: 10.48610/4fb74a9
title: STimage dataset

description: STimage: robust and interpretable prediction of spatial gene expression using histopathological images and a small spatial training dataset
DOI: 10.48610/4fdfc26
title: Temperature causes species-specific responses to UV-induced DNA damage in amphibian larvae

description: Exposure to UVR causes harmful DNA damage in amphibians, particularly at cold temperatures where DNA repair enzymes may not be as efficient. This project investigated whether amphibian species differ in their thermal response to UV radiation-induced DNA damage.
DOI: 10.25917/hh5h-jg96
title: Lentil ILL6002 x Indianhead RIL population genotype data
DOI: 10.48610/50244a4
title: Core Sorghum Breeding (Crop Wild Relatives-Central QLD in 2018)

description: Core Sorghum Breeding is focused on the development of sorghum breeding lines incorporating variation in traits predicted to improve productivity in the northern region combination with particular managements. Trial Codes: SCWREME18. Trial Types: Crop Wild Relatives. Site Names: Emerald. Site Year(s): 2018. Treatments: Genotype;. Variables: Height (cm) - Height from ground to tip of the head (Decimal); Head Length (cm) - Length of the head, 6-70cm (Decimal); Head Height (cm) - Height to the bottom of the head cm (Decimal); Flag Height (cm) - Height to the flag leaf in cm (Decimal); Days to Flower (days) - Days to flower (Integer); RUST (Score) - RUST Visual Rating 1=good, 9=bad (Integer); Peduncle Length (cm) - Distance between the bottom of the head and the flag leaf in cm (Decimal);. Other Columns: TrialAcronym; TrialNumber; TrialStartDate; SiteName; Series; ReplicateNumber; column; row; PlotBarCode.Spatial coverage: GRDC Subregion: Central QLD
DOI: 10.48610/5485667
title: Neural correlates of integrated decision making across space using electroencephalography

description: Data contains behavioural and brain imaging data (EEG) of healthy adult humans while they performed a decision-making task. Two patches of moving dots were shown in the left and the right visual hemifields. Different coherent motion signals were presented briefly and simultaneously in both patches, and participants had to judge the average motion direction of the two signals.
DOI: 10.48610/5615114
title: Net Zero Australia  - GIS and Map Data

description: The Net Zero Australia (NZAu) Project is a collaborative partnership between the University of Melbourne, The University of Queensland, Princeton University and management consultancy Nous Group. The study examines pathways and detailed infrastructure requirements by which Australia can transition to net zero emissions, and be a major exporter of low emission energy and products. Disclaimer The inherent and significant uncertainty in key modelling inputs means there is also significant uncertainty in the associated assumptions, modelling, and results. Any decisions or actions that you take should therefore be informed by your own independent advice and experts. All liability is excluded for any consequences of use or reliance on this publication (in part or in whole) and any information or material contained in it. Also, the authors of this report do not purport to represent Net Zero Australia Project Sponsors and Advisory Group member positions or imply that they have agreed to our methodologies or results.Updated files uploaded on 20 June 2023.  The changes in the updated files include: changing a broken layer file to a layer package file that contained all of the supporting data with it rather than trying to link to external supporting data that doesn’t exist; also fixing a few errors in the water metadata file.
DOI: 10.48610/5716f87
title: Enhancing the corrodibility of biodegradable iron and zinc using poly(lactic) acid (PLA) coating

description: Enhancing corrosion rate of Fe and Zn by PLA coating
DOI: 10.48610/58a568b
title: Avian endothelial cells - RNAseq data (Public)

description: This dataset contains all the RNAseq data generated from the Avian endothelial cell challenge with the HAPI virus
DOI: 10.48610/59e5757
title: Predicting Imagined Sensory Intensity

description: This dataset includes files containing individual participant spectra recorded during meditation periods.

There are data files for each individual participant, for whom data collection was successful. 

These individual files are referenced by the analysis scripts for this project, that are also available via UQeSpace.

These data were recorded while participants had their eyes closed, and they were attempting to meditate.

These data are contrasted with spectra files, recorded while people had their eyes closed but were trying to have imagined sensory experiences.
DOI: 10.48610/5a5f23a
title: Adolescent Spontaneous Task Strategy Adjustment

description: This dataset is for the project Adolescent Metacognitive Ability Predicts Spontaneous Task Strategy Adjustment. Methods: Adolescent participants completed a self-paced task-switching paradigm, and two questionnaire measures of metacognition: (1) The Junior Metacognitive Awareness Inventory (Version B) and (2) the Meta-Attention Knowledge Questionnaire. This dataset includes the raw task data, compiled questionnaire data, the data extraction and cleaning scripts, behavioural testing materials, and analysis scripts/outputs.
DOI: 10.48610/5b57a22
title: Csf1rko Rat Transcriptomic Atlas

description: This dataset is comprised of processed RNA-Seq data of tissues from 3 week old WT and Csf1rko (tissues include adrenal gland, colon, ileum, duodenum, heart, diaphragm, tibialis anterior, quadriceps, kidney, lung, ovaries, testes, white adipose tissue, lymph nodes, thymus, bone/bone marrow, liver, cerebellum, cortex, hippocampus, hypothalamus, olfactory bulb, pituitary gland, striatum) along with tissues from long term BMT Csf1rko recipients (whole brain, peritoneum, liver, lung). Transcript outputs from Kallisto have been collated to gene level expression.
DOI: 10.48610/5b84af2
title: Core Sorghum Breeding (DGP-North West NSW in 2004)

description: Core Sorghum Breeding is focused on the development of sorghum breeding lines incorporating variation in traits predicted to improve productivity in the northern region combination with particular managements. Trial Codes: SDGA04NRTH2. Trial Types: dgp. Site Names: North Star. Site Year(s): 2004. Treatments: Genotype;. Variables: Height (cm) - Height from ground to tip of the head (Decimal); Head Type (Score) - Visual rating of head shape 1=open 9=closed or compact (Integer); Head Length (cm) - Length of the head, 6-70cm (Decimal); Head Height (cm) - Height to the bottom of the head cm (Decimal); Flag Height (cm) - Height to the flag leaf in cm (Decimal); Days to Flower (days) - Days to flower (Integer); Yield (t/ha) - Yield t/ha (Decimal); Peduncle Length (cm) - Distance between the bottom of the head and the flag leaf in cm (Decimal);. Other Columns: TrialAcronym; TrialEndDate; TrialNumber; TrialStartDate; SiteName; Series; PlotBarcode; ReplicateNumber; column; row.Spatial coverage: GRDC Subregion: North West NSW
DOI: 10.48610/5c76de2
title: SNP datasets used in the paper “Floristic classifications and bioregionalizations are not predictors of intra-specific evolutionary patterns”

description: The SNP dataset for each species investigated in this study is present. These datasets are saved as R data objects in list formats with meta-data for samples and post filtering DArTseq SNPs. Sample filtering included removing samples which we suspected to be mis-identified taxa, hybrids and those with >50% missing data, after which any samples from populations with less than 5 suitable samples remaining were also removed. SNP filtering included removing loci with reproducibility values below 0.96, missingness of >20%, followed by subsampling to one SNP per locus to remove any linkage effects. 

Datasets can be read into R, where they are formatted as list objects.