cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48610/f3a67b6
title: Core Sorghum Breeding (ABC Hybrid-Central QLD in years 2002 to 2003)

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 Types: ABC Hybrid. This trial was testing Sorghum hybrids in Biloela from 2002 to 2003. Treatments: Genotype Spatial coverage: GRDC Subregion: Central QLD
DOI: 10.48610/f3eede4
title: Two Drosophila datasets used in the Bayesian sparse factor analysis of standing genetic variance in 3385 gene expression traits

description: Each file contains a 60x3385 data matrix of log10 expression measurements, scaled to unit variance within traits.NOTE: This dataset has been superseded by a more up to date version. View the current version here: https://doi.org/10.48610/a3c5652
DOI: 10.5281/zenodo.18321007
title: Validation Results: CPA + C Rate Law in Protein Folding Kinetics

description: Independent statistical validation of the CPA + C Rate Law applied to protein folding kinetics. Tests predictions preregistered at DOI: 10.5281/zenodo.18247882.

Key findings:



H1 (statistical superiority): Not supported — data operates in near-linear regime

H2 (predicted positive curvature): Confirmed with ACO proxy (c = +0.024)

Absolute Contact Order identified as correct constraint proxy (r = -0.76 for multistate proteins vs r = -0.02 with RCO)


Package contains: validation report with attestation, datasets (N=138 proteins from PFDB), reproducible Python code, and figure files. Analysis performed by Y. Liu (independent statistical analyst).
DOI: 10.5281/zenodo.18321094
title: Vernonia pseudosquarrosa Hieron. 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.18321095
title: Vernonia pseudosquarrosa Hieron. 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/f4cd975
title: Parametric Analysis of Support System Development in Road Tunnels

description: Parametric Analysis of Support System Development in Road Tunnels with application of Rhino3D and Grasshopper
DOI: 10.48610/f559345
title: Cold-induced skin darkening does not protect amphibian larvae from UV-induced DNA damage

description: Many recent amphibian population declines are correlated spatially and temporally with increasing levels of ultraviolet radiation (UVR) in the atmosphere, particularly at high altitudes where temperatures are lower and UVR levels are higher. While the proximate causes of many high-altitude declines are novel disease, changing environmental factors that increase the susceptibility of hosts or the pathogenicity of microbes play an important role in disease epidemiology. UVR is a potent mutagen and immunosuppressant and the detrimental effects of UVR exposure on amphibians are compounded at low temperatures. This suggests that amphibians from cold environments may be more susceptible to increasing UVR. However, larvae of some amphibian species have demonstrated a capacity for cold-acclimation, which reduces the depressive effects of low temperature on UV-induced DNA damage accumulation. An understanding of the specific mechanisms underpinning this response are lacking. We conducted a series of experiments with Limnodynastes peronii larvae to elucidate the mechanism/s contributing to improved UVR tolerance with cold acclimation. We reared larvae in cool (15°C) or warm (25°C) waters before acutely exposing them to 1.5 h of high intensity (80 µW cm-2) UV-B radiation (UVBR). We measured the colour of each larva immediately before and after UVBR exposure and mRNA levels of the DNA repair enzyme CPD-photolyase at 12 h post-exposure. To examine the role of skin coloration in providing photoprotection to UVBR-exposed larvae, we reared larvae at 25°C in black or white containers to elicit a temperature-independent skin colour response, and then measured DNA damage levels in the skin and remaining carcass following UVBR exposure. Cold acclimated larvae were darker and displayed lower levels of DNA damage than warm-acclimated larvae. There was no difference in CPD-photolyase mRNA levels between cold-and warm-acclimated larvae following UV exposure. Larvae acclimated to dark backgrounds were darker than larvae acclimated to white backgrounds, but this did not reduce their accumulation of DNA damage following UVR exposure. Our results showed that skin darkening does not explain cold-induced reductions in UV-associated DNA damage in L. peronii larvae. Beneficial cold-acclimation is more likely underpinned by increased CPD-photolyase abundance and/or increased photolyase activity at low temperatures.
DOI: 10.48610/f5e1414
title: INVITA Plot photo data set

description: This dataset includes plot level photographs captured from consumer mobile phones in the GRDC’s National Variety Trials across 3 seasons, and more than 100 experimental sites. The dataset includes more than 200,000 images of wheat experimental plots. Plot-level imagery taken from handheld devices can be used for vegetation classification and object detection tasks, which enables the computation of important traits such as fractional cover, the detection and counting of heads, and the identification of diseases. Since this dataset includes imagery taken at multiple times with each season, analysis of the temporal dynamics of such traits can be made from which GxExM interactions can be inferred.
DOI: 10.15468/dl.6z27ch
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((101.03 4.258162, 100.959544 4.252592, 100.890826 4.23602, 100.825541 4.208855, 100.765297 4.171765, 100.71158 4.125667, 100.665712 4.071696, 100.628822 4.011183, 100.601818 3.945618, 100.585362 3.876618, 100.579856 3.805882, 100.585434 3.735151, 100.601956 3.666168, 100.629012 3.600629, 100.665935 3.540148, 100.711814 3.486213, 100.76552 3.44015, 100.825731 3.403093, 100.890964 3.375953, 100.959617 3.359397, 101.03 3.353833, 101.100383 3.359397, 101.169036 3.375953, 101.234269 3.403093, 101.29448 3.44015, 101.348186 3.486213, 101.394065 3.540148, 101.430988 3.600629, 101.458044 3.666168, 101.474566 3.735151, 101.480144 3.805882, 101.474638 3.876618, 101.458182 3.945618, 101.431178 4.011183, 101.394288 4.071696, 101.34842 4.125667, 101.294703 4.171765, 101.234459 4.208855, 101.169174 4.23602, 101.100456 4.252592, 101.03 4.258162))"},{"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 48 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001373-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/f60606a
title: Global coastal geomorphology dataset based on machine learning methods

description: This dataset is related to the paper “Global Coastal Geomorphology – Integrating Earth Observation and Geospatial Data” published in Remote Sensing of Environment. It classifies coastal geomorphology around the world into beach, bedrock and wetland with machine learning methods based on satellite images and existing geospatial datasets.
DOI: 10.15468/dl.g7rdc4
title: Occurrence Download

description: A dataset containing 2661 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Gastrotheca riobambae"
 ]
}

 The dataset includes 2661 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001372-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.brws6h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((116.437 0.580185, 116.366733 0.574617, 116.298197 0.558052, 116.23308 0.530898, 116.172984 0.493822, 116.11939 0.447739, 116.073617 0.393783, 116.036792 0.333283, 116.009821 0.267728, 115.99337 0.198733, 115.987841 0.127996, 115.993372 0.05726, 116.009826 -0.011735, 116.036798 -0.077289, 116.073624 -0.137788, 116.119397 -0.191743, 116.172991 -0.237825, 116.233086 -0.274899, 116.298202 -0.302053, 116.366736 -0.318618, 116.437 -0.324185, 116.507264 -0.318618, 116.575798 -0.302053, 116.640914 -0.274899, 116.701009 -0.237825, 116.754603 -0.191743, 116.800376 -0.137788, 116.837202 -0.077289, 116.864174 -0.011735, 116.880628 0.05726, 116.886159 0.127996, 116.88063 0.198733, 116.864179 0.267728, 116.837208 0.333283, 116.800383 0.393783, 116.75461 0.447739, 116.701016 0.493822, 116.64092 0.530898, 116.575803 0.558052, 116.507267 0.574617, 116.437 0.580185))"},{"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/0001374-260120142942310/datasets/export for details.
DOI: 10.48610/f606da9
title: CFD for Advanced Anaerobic Ponds- Water Corporation-D-S00707

description: The dataset contains CFD simulations results (single and multiphase) of Water Corporation operated three advanced anaerobic ponds- Coral Bay, Beverley, and Broome North. In addition, the single phase and multiphase solver used for simulating those ponds. The CFD simulation platform was OpenFOAM-7.
DOI: 10.48610/f61b255
title: Aimsun file

description: This data includes Aimsun files which was used to produce probe vehicle data.
DOI: 10.5281/zenodo.18321100
title: Vernonia scorpioides (Lam.) 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.18321099
title: Vernonia scorpioides (Lam.) 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/f6884ce
title: CIC-ToN-IoT

description: The CICFlowMeter format of the datasets is made up of 83 network features. The details of the datasets are published in:
 
Mohanad Sarhan, Siamak Layeghy, and Marius Portmann, Evaluating Standard Feature Sets Towards Increased Generalisability and Explainability of ML-based Network Intrusion Detection, Big Data Research, 30, 100359, 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/f6a6b07
title: Wheat Head Detection Ground-UAV Dataset

description: This dataset consists of RGB images captured during late harvest stage of wheat plots at the University of Queensland's Gatton campus in November 2021. The dataset is divided into three subsets: 2 sets of images acquired using a UAV (Unmanned Aerial Vehicle) and a set of images captured with a ground camera. Each subset includes bounding box annotations for training and evaluating object detection models.

The ground images in this dataset were captured using the OpenCV OAK-1 camera, positioned at a height of approximately 1.5 meters above the canopy. These images have a raw resolution of 2160x2160 pixels and a Ground Sampling Distance (GSD) of approximately 0.030 cm per pixel. The UAV images were acquired using the DJI Phantom 4 Pro drone, flying at an altitude of 10 meters. These images have a raw resolution of 5472x3648 pixels and a GSD of 0.27 cm per pixel. The inclusion of both ground and UAV images with different resolutions and GSDs provides a diverse range of data for training and evaluating object detection models for wheat head detection.
DOI: 10.48610/f6ba161
title: Short-read next generation DNA sequencing of Black swan AKBS03

description: The relative geographic isolation of the Australian black swan (Cygnus atratus) may have resulted in a limited immune repertoire and increased susceptibility to infectious diseases, notably infectious diseases from which Australia has been largely shielded. Unlike mallard ducks and the mute swan (Cygnus olor), the black swan is extremely sensitive to highly pathogenic avian influenza. Understanding this susceptibility has been impaired by the absence of any available swan genome and transcriptome information.Here, we generate the first chromosome-length black and mute swan genomes annotated with transcriptome data, all using long-read based pipelines generated for vertebrate species.
DOI: 10.48610/f7e4c44
title: 1918 Pandemic Influenza Database WW1 Records from NAA, NZEF, and CA

description: Dataset containing army records of demographic information, relevant hospitalisations, and causes/locations of death surrounding the 1918 influenza pandemic. Records were curated from scanned surviving records of army personnel for the national archives of Australia, New Zealand, and Canada
DOI: 10.48610/f8ed332
title: KTIPs Planning Template

description: The KTIPs Planning Template is designed to be completed electronically and is a place to document your plans as you progress through the accompanying KTIPS Instructional guide.
DOI: 10.48610/f8fd044
title: MAGE framework testing of ChatGPT4

description: Evaluation of vulnerabilities of critical thinking skills and values of ChatGPT4 as of October 2023.
The MAGE framework to evaluate six cognitive skills - justify, evaluate, reflect, analyse, interpret and explain. There were eight values of inquiry used - clarity, accuracy, precision, depth, breadth, relevance and significance and coherence. Each document contains one cognitive skill and four appropriate values of inquiry. Four values per cognitive skill were seen as the maximum number that could be effectively evaluated, as well as being likely to be the maximum number of values that would be assessed in a given task.

Each task corresponds to an undergraduate university assessment question, with the precise details altered to maintain the integrity of the original exam (unless publicly available on the UQ eSpace). Due to the limitations of ChatGPT4 and the number of tokens provided, only the “minimally adapted” and “prompt engineered” tests were performed. 

It is unknown if these results will be replicable as the technology continues to update.
DOI: 10.48610/f9416b1
title: Lutein and zeaxanthin dietary screeners validation study in healthy Australian and United Kingdom adults

description: Dataset contains demographic and dietary lutein and zeaxanthin intake data of healthy Australian and United Kingdom adults. Demographic data includes participant age, sex, physical activity levels, height, weight, and country of residence. 
Dietary lutein and zeaxanthin intake data was collected via 24-hour diet recalls, a monthly screeners, and weekly screeners.
Participants completed up to eight 24-hour diet recalls, two monthly screeners, and four weekly screeners via online survey platforms. 
Intake of lutein and zeaxanthin from the dietary intake tools was estimated using the United States Department of Agriculture food composition tables. 
To determine the validity of the monthly and weekly screeners, daily dietary lutein and zeaxanthin intake from these tools were compared against intake from the 24-hour diet recalls using a Bland-Altman plot analysis.
DOI: 10.48610/fa85236
title: Humans can identify reward-related call types of chickens

description: Dataset for the manuscript 'Humans can identify reward-related call types of chickens'
DOI: 10.5281/zenodo.18313607
title: Liquidity Creation for Malaysia's Commercial Banks

description: The dataset consist of five commercial banks that operates in Malaysia from 2015 to 2024. They are included Maybank Malaysia, CIMB Malaysia, Public Bank Berhad Malaysia, RHB Bank Berhad, and Hong Leong Bank Malaysia. The data is collected from banks’ annual reports from their official websites to fulfil the requirements in measuring different types of liquidity creation and for running panel estimation models. Bank-level activities are mainly collected from the statement of financial position section and capital adequacy ratio section reported in the banks' annual report to build up the parameters in this dataset. The dataset includes values for standardized asset-side liquidity creation (LC_A), standardized liability-side liquidity creation (LC_L), standardized off-balance-sheet liquidity creation (LC_OBS), capital adequacy ratio (CAR), cost-to-income ratio (CIR), and bank stability (Z-score).
DOI: 10.5281/zenodo.18313608
title: Liquidity Creation for Malaysia's Commercial Banks

description: The dataset consist of five commercial banks that operates in Malaysia from 2015 to 2024. They are included Maybank Malaysia, CIMB Malaysia, Public Bank Berhad Malaysia, RHB Bank Berhad, and Hong Leong Bank Malaysia. The data is collected from banks’ annual reports from their official websites to fulfil the requirements in measuring different types of liquidity creation and for running panel estimation models. Bank-level activities are mainly collected from the statement of financial position section and capital adequacy ratio section reported in the banks' annual report to build up the parameters in this dataset. The dataset includes values for standardized asset-side liquidity creation (LC_A), standardized liability-side liquidity creation (LC_L), standardized off-balance-sheet liquidity creation (LC_OBS), capital adequacy ratio (CAR), cost-to-income ratio (CIR), and bank stability (Z-score).
DOI: 10.48610/fb006d6
title: PETM CIE Data compilation for the publication by McInerney and Wing, 2011.

description: Compilation of carbon isotope excursions data for the Paleocene-Eocene Thermal Maximum
DOI: 10.5281/zenodo.18263659
title: Rupture Process of the 2023 Mw 6.3 Earthquake in Jishishan, Northwest China Constrained by GNSS, InSAR and Tele-waveforms
DOI: 10.5281/zenodo.18263660
title: Rupture Process of the 2023 Mw 6.3 Earthquake in Jishishan, Northwest China Constrained by GNSS, InSAR and Tele-waveforms
DOI: 10.48610/fb2212a
title: esys-escript 5.9

description: Escript is a programming tool for implementing mathematical models in python using the finite element method (FEM). As users do not access the data structures it is very easy to use and scripts can run on desktop computers as well as highly parallel supercomputer without changes. Application areas for escript include earth mantle convection, geophysical inversion, earthquakes, porous media flow, reactive transport, plate subduction, erosion, and tsunamis.
DOI: 10.48610/fb62e47
title: Complete multimodel dataset

description: Data from Wagyu Bull climate chamber studies, controlled conditions (chronic and acute).  Full details of animals, housing, diet and experimental design are described in detail in Wallage et al. (2021) as such will only be described briefly here. This study utilised a total of 6 sexually mature Wagyu bulls aged between 14 and 24 months with a non-fasted live weight range between 370 to 590 kg at the beginning of the study. There were two housing locations used throughout the study, 1) outdoor individual pens and 2) climate control chambers which were both located within the Queensland Animal Science Precinct.
DOI: 10.48610/fd645d9
title: Graphs

description: interviews/performances Graph scores
DOI: 10.15468/dl.n93qb8
title: Occurrence Download

description: A dataset containing 670 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "TaxonKey is Litocranius walleri",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 670 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001376-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/fd85061
title: Dataset for the paper "Global rarity of intact coastal regions" published in Conservation Biology.

description: All generated coastal region points and associated intactness values from Williams et al. publication "Global rarity of intact coastal regions".
DOI: 10.48610/ff37708
title: Supplementary Data: Geochronology, Geochemistry, and Geodynamic implications of Permo-Triassic back-arc basin successions in the North Pamir, Central Asia

description: Supplementary Data for 'Geochronology, Geochemistry, and Geodynamic implications of Permo-Triassic back-arc basin successions in the North Pamir, Central Asia' published in Lithosphere.
DOI: 10.5281/zenodo.18321092
title: Media Discourse Corpus on "A Community with a Shared Future for Mankind": A Comparative China-West Dataset (2013-2023)

description: This dataset supports the research on “A Community with a Shared Future for Mankind”. It comprises two self-built, parallel corpora designed for a comparative critical discourse analysis (CDA) of how this Chinese political concept is represented across distinct media ecosystems.

The dataset includes:





CNC Corpus (Chinese News Corpus): A collection of Chinese-language news texts (e.g., from Xinhua, People’s Daily) that actively promote and discuss the concept of “A Community with a Shared Future for Mankind” (人类命运共同体). Texts are focused on policy discourse, diplomatic events, and official narratives.




WNC Corpus (Western News Corpus): A collection of English-language news texts (e.g., from Reuters, The New York Times, BBC) that report on or comment on the same concept. This corpus captures the reception, interpretation, and framing of the concept within predominant Western media outlets.




Derived Analysis Files:





collocate(CNC).txt & collocate(WNC).txt: Text files listing significant collocates for the core concept within each corpus, revealing its typical lexical environment.




Keyword_results(WNC).xlsx & keywords_result(CNC).xlsx: Excel files containing detailed keyword analysis results (e.g., keyness scores, frequency comparisons), highlighting the salient thematic vocabulary unique to each corpus.