cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.26186/149146
title: SI 1031 Cape Leeuwin, WA (HIPP) Bathymetry Acquisition (20220015S)

description: The Cape Leeuwin bathymetry survey was acquired for the Australian Hydrographic Office (AHO) onboard the MV Mermaid Searcher during the period 5 Dec 2022 – 4 Apr 2023. This was a contracted survey conducted for the Australian Hydrographic Office by MMA Offshore as part of the Hydroscheme Industry Partnership Program. The survey area encompases an area in Cape Leeuwin, WA. Bathymetry data was acquired using a Kongsberg EM2040P, and processed using CARIS HIPS and SIPS processing software. The dataset was then exported as a 30m resolution, 32 bit floating point GeoTIFF grid of the survey area.This dataset is not to be used for navigational purposes.
DOI: 10.6084/m9.figshare.24957591
title: CHM for cancer patients with insomnia_dataset of the meta-analysis

description: This is the dataset of the review entitled 'Effectiveness and Safety of Chinese Herbal Medicine in Cancer Patients with Insomnia: A Systematic Review with Meta-Analysis'.
DOI: 10.6084/m9.figshare.24957591.v1
title: CHM for cancer patients with insomnia_dataset of the meta-analysis

description: This is the dataset of the review entitled 'Effectiveness and Safety of Chinese Herbal Medicine in Cancer Patients with Insomnia: A Systematic Review with Meta-Analysis'.
DOI: 10.6084/m9.figshare.24955839
title: Genome annotation of <i>Grapholita funebrana</i>

description: gf.fasta.gz: Compressed file of genome assembly for Grapholita funebrana.gene_annotation.gff3: Gene annotationout.emapper.function_annotations.xlsx: Gene function annotation
DOI: 10.6084/m9.figshare.24637254
title: Supporting_Data for "Conflicting nest survival thresholds across a wetland network alter management benchmarks for an endangered bird"

description: <pre># Supporting Data for Manuscript Submission<br></pre>
DOI: 10.6084/m9.figshare.24637254.v4
title: Supporting_Data for "Conflicting nest survival thresholds across a wetland network alter management benchmarks for an endangered bird"

description: <pre># Supporting Data for Manuscript Submission<br></pre>
DOI: 10.6084/m9.figshare.24637254.v3
title: Supporting_Data for "Drought-induced Hydrological Alterations Lead to Phenological Shifts Affecting the Assembly and Diversity of Waterbird Communities"

description: <pre># Supporting Data for Manuscript Submission<br><br>We have submitted the manuscript titled “Drought-induced Hydrological Alterations Lead to Phenological Shifts Affecting the Assembly and Diversity of Waterbird Communities” to the <i>*Water Resources Research*</i> website. Below is an overview of the supporting data files that accompany this manuscript. Each file contains specific data crucial for the research and analysis of waterbird populations and their environment.<br><br>## Directory: 0_WaterbirdData<br><br>- `birdtree.tree`<br>  - **Description**: Phylogenetic dendrogram file of waterbirds.<br><br>- `bird_abundance_count.csv`<br>  - **Description**: Waterbird species and their abundance counts.<br><br>- `bird_trait.csv`<br>  - **Description**: Data on functional traits of waterbirds.<br><br>- `merged_bird_diversity.csv`<br>  - **Description**: Waterbird diversity indices .<br><br>- `trait_tree.nwk`<br>  - **Description**: Functional dendrogram file of waterbirds.<br><br>## Directory: 1_EnvironmentalVariables<br><br>- `merged_lake.csv`<br>  - **Description**: Drought environmental variables data and the selected principal component of principal component analysis (PCA).<br><br>## Directory: 2_AssemblyMechanism<br><br>- `edge.csv`<br>  - **Description**: Edges of the co-occurrence network patterns.<br><br>- `node.csv`<br>  - **Description**: Nodes of the co-occurrence network patterns.<br><br><br>## Directory: 3_HydroToPheno<br><br>- `cor_data`<br>  - **Description**: Correlation raster data of hydrology's impact on phenology.<br><br>- `dth_boundary`<br>  - **Description**: Boundaries of East Dongting Lake, West Dongting Lake, and South Dongting Lake.<br><br>- `landuse`<br>  - **Description**: Vegetation type of the study area.<br></pre>
DOI: 10.6084/m9.figshare.24957663
title: good_vcf_uganda_emma.vcf

description: This is the genotypic data used for the traits association analysis.
DOI: 10.26186/149147
title: SI 1032 Furneaux Group, Bass Strait (HIPP) Bathymetry Acquisition (20220019S)

description: The Furneaux Group, Bass Strait bathymetry survey was acquired for the Australian Hydrographic Office (AHO) using Cessna 441 during the period 11 Apr 2022 – 20 Nov 2022. This was a contracted survey conducted for the Australian Hydrographic Office by Fugro Australia as part of the Hydroscheme Industry Partnership Program. The survey area encompases an area in Furneaux Group, Bass Strait. Bathymetry data was acquired using a LADS HD+ / LADS HD / RIEGL VQ-820-G, and processed using RIEGL RiProcess and CARIS HIPS and SIPS processing software. The dataset was then exported as a 30m resolution, 32 bit floating point GeoTIFF grid of the survey area.This dataset is not to be used for navigational purposes.
DOI: 10.25919/ft7f-0q24
title: Instream barriers in the Murray- Darling Basin

description: This dataset was produced for the Murray Darling Basin Authority to update the Weir Information System dataset. Each point in the dataset represents a structure in the network. The approximate location of each point aligns with GeoFabric v3 Surface Network. 
It includes some attributes, such as, crest height, fishway availability, weir pool length (when available). For the main barriers on the main streams these values have been updated through literature, data reviews and web searches (where available). 

This datasets is aligned to GeoFabric v3 and and it is provided as a '.csv' file with lat/long in ESPG 4326.
New information to complete updating these attribute is welcome.
DOI: 10.25946/21161026
title: A Novel Method Based on Convolutional Features with Non-Iterative Learning for Brain Tumor Classification

description: Brain tumor is a cluster of abnormal and uncontrolled cells growth, leading to a short life expectancy in their highest grade. Accurately and timely clinical diagnosis of such tumors play critical role in treatment planning and patient care. Various image techniques such as Computed Tomography (CT), Ultra-Sound image, Magnetic Resonance Imaging (MRI) and biopsy are used to evaluate brain tumors. Among stated four, MRI is most common used non-invasive technique, however the key challenge with these images is the low-level visual information captured by MRI machines, that needs highlevel interpretation by experienced radiologist. The manual interpretation is a tedious, challenging, and erroneous task. In this paper, we propose a novel Convolutional Feature based Euclidean Distance (ConFED) method for faster and more accurate tumor classification. The method consists of convolutional features and Euclidean distance based one step learning. The proposed method is evaluated on Contrast-Enhanced Magnetic Resonance Images (CE-MRI) benchmark dataset. Proposed method is more generic as it does not use any handcrafted features, requires minimal preprocessing, and can achieve average accuracy of 97.02% using five-fold cross-validation. Extensive experiments, along with statistical tests, revealed that the proposed method has outperformed state-of-the-art classification methods on the CE-MRI dataset
DOI: 10.25946/21161026.v1
title: A Novel Method Based on Convolutional Features with Non-Iterative Learning for Brain Tumor Classification

description: Brain tumor is a cluster of abnormal and uncontrolled cells growth, leading to a short life expectancy in their highest grade. Accurately and timely clinical diagnosis of such tumors play critical role in treatment planning and patient care. Various image techniques such as Computed Tomography (CT), Ultra-Sound image, Magnetic Resonance Imaging (MRI) and biopsy are used to evaluate brain tumors. Among stated four, MRI is most common used non-invasive technique, however the key challenge with these images is the low-level visual information captured by MRI machines, that needs highlevel interpretation by experienced radiologist. The manual interpretation is a tedious, challenging, and erroneous task. In this paper, we propose a novel Convolutional Feature based Euclidean Distance (ConFED) method for faster and more accurate tumor classification. The method consists of convolutional features and Euclidean distance based one step learning. The proposed method is evaluated on Contrast-Enhanced Magnetic Resonance Images (CE-MRI) benchmark dataset. Proposed method is more generic as it does not use any handcrafted features, requires minimal preprocessing, and can achieve average accuracy of 97.02% using five-fold cross-validation. Extensive experiments, along with statistical tests, revealed that the proposed method has outperformed state-of-the-art classification methods on the CE-MRI dataset
DOI: 10.57967/hf/1582
title: SQuADDS_DB
DOI: 10.25946/21393165.v1
title: University Curricula Comparison

description: This thesis approaches the topic of paramedic education and regulation. More specifically, this thesis explores paramedic education past, and present in Australia. In doing so, it is important to also examine past and present regulatory frameworks governing paramedic educational standards and provides insights into how undergraduate paramedicine curricula are being developed in the context of a national accreditation process. It is likely that the findings will provide evidence of how undergraduate paramedicine curricula are designed for current and future paramedic practice and the ways the accreditation standards inform the process. By undertaking this research, discernments into how undergraduate paramedicine curricula are being designed in the context of the national accreditation scheme and in what way the standards inform the curricula development process for an evolving profession. Specifically, this thesis aims to evaluate the current professional and educational regulatory frameworks for paramedic practice and to develop a sound theoretical and practical basis that may sustain future practice. In doing so, the thesis then addresses the following objectives: 1. Describe the history and current status of paramedic practice in Australia and the educational, regulatory and professional framework that support it. 2. Evaluate that framework by comparison with other jurisdictions. 3. Describe and evaluate the theoretical basis for current educational programs and its application through curricula. 4. Develop a theoretical basis for future practice and its policy and practical expressions.<br>
DOI: 10.25946/21393165
title: University Curricula Comparison

description: This thesis approaches the topic of paramedic education and regulation. More specifically, this thesis explores paramedic education past, and present in Australia. In doing so, it is important to also examine past and present regulatory frameworks governing paramedic educational standards and provides insights into how undergraduate paramedicine curricula are being developed in the context of a national accreditation process. It is likely that the findings will provide evidence of how undergraduate paramedicine curricula are designed for current and future paramedic practice and the ways the accreditation standards inform the process. By undertaking this research, discernments into how undergraduate paramedicine curricula are being designed in the context of the national accreditation scheme and in what way the standards inform the curricula development process for an evolving profession. Specifically, this thesis aims to evaluate the current professional and educational regulatory frameworks for paramedic practice and to develop a sound theoretical and practical basis that may sustain future practice. In doing so, the thesis then addresses the following objectives: 1. Describe the history and current status of paramedic practice in Australia and the educational, regulatory and professional framework that support it. 2. Evaluate that framework by comparison with other jurisdictions. 3. Describe and evaluate the theoretical basis for current educational programs and its application through curricula. 4. Develop a theoretical basis for future practice and its policy and practical expressions.<br>
DOI: 10.17632/6kxbbjjp7g.1
title: Design & Implementation of Automatic Machine Condition Monitoring and Maintenance System in Limited Resource Situations

description: The different properties of the collected data are given shortly:
5. Data Types: Vibration data of three different types of faults occur in Rotating motor/devices
6. Data length: 1 seconds
7. Rotations/Second: 48.33
8. Data acquisition system: ESP32, gyro acceleration sensor, SD card, OLED display. 
9. Initial data dimension: 1600 rows, 4 columns. 
Initially, we computed the average of columns containing axis values at different frequencies. Subsequently, to form the dataset, we calculated the partial derivative of the averages concerning frequency, representing changes in data magnitude relative to different frequencies. This data, processed with Machine Learning models, demonstrated that different faults produce varying magnitudes at different frequencies, exhibiting distinct patterns. Structural looseness, misalignment, and bearing problems manifested differing magnitudes at different frequencies, contributing to distinct overall patterns .
Structures: 
Folders (Structural_Looseness, Bearing, Misalignment) contains the Raw CSV Files containing vibration signals of faulty machines. The MatLab Files Features and Models containing the features, visualization, spectrum and trained models with the features.
DOI: 10.17632/dp63xmbz38.1
title: Dateset_Microbial Ectoenzyme Activities in the Water Column of the Mariana Trench

description: It contains the microbial ectoenzyme activities (aminopeptidase, α-glucosidase and β-glucosidase) of the niskin and pressure-retaining samples measured under atmospheric and in situ pressure conditions.
DOI: 10.17632/ttk7f9b69m.1
title: CCCA Proteomics Data

description: Proteomics data comparing protein expression patterns in affected vs unaffected scalp in patients with CCCA
DOI: 10.17632/c6dwvp539w.1
title: Dietary habit helps improve people's adaptability to hot climates:

description: Meteorological data and questionnaire surveys
DOI: 10.17632/d6tygb8tsy.1
title: Gonadotropin-inhibitory hormone (GnIH), secreted by green light exposure, regulates bone resorption and safeguards bone mass through the activation of Gpr147

description: Raw date for paper "Gonadotropin-inhibitory hormone (GnIH), secreted by green light exposure, regulates bone resorption and safeguards bone mass through the activation of Gpr147"
DOI: 10.17632/sy6xpyv45h.1
title: Bioaccumulation potential and dietary intake risks assessment of trace metals in Pleurotus tuberregium in the context of the COVID-19 pandemic from Sokoto state, Nigeria. 

description: This study investigates the bioaccumulation potentials of trace metal contents in Pleurotus tuberregium collected during the COVID-19 lockdown and associated health risks were analyzed for the consumers by evaluating estimated weekly intake (EWI), non-carcinogenic and carcinogenic health risks to children, adolescents, and adults. Samples of mushroom fruiting bodies (n = 24) and their wooden substrates (n = 24) respectively, were collected from forest regions in Sokoto state, Nigeria. The concentrations of Li was analyzed by Optical Emission Spectrometry with Inductively Coupled Plasma (OES-ICP), As, Cd and Pb were determined by Graphite Furnace Atomic Absorption Spectrophotometer (GF-AAS) and mercury by Vapor atomic fluorescence spectrophotometer (CV-AFS) after mineralization using acid. These metals and substrates showed a descending average content of As > Pb > Cd > Li > Hg respectively.  EWI values of children, adolescents, and adults were all lower than provisional tolerable weekly intakes (PTWIs) of the mushroom. According to the toxic hazard quotient (THQ) and the total hazard index (HI) calculations for trace metal contents in mushroom specie, mercury did not pose any risk on human health; whereas, the other determined trace metals gave the values of HI >1 and showed a possibility of risk on the long term. The mineral contents of P. tuberregium appear to be the result of a complex interaction between a species' unique physiology, local mineral soil geochemistry, and anthropogenic pollution factors.
DOI: 10.17632/sy6xpyv45h.2
title: Bioaccumulation potential and dietary intake risks assessment of trace metals in Pleurotus tuberregium in the context of the COVID-19 pandemic from Sokoto state, Nigeria.

description: The aim of this study was to evaluate the degree of contamination and intake rates, as well as the risk of Lithium (Li), Arsenic (As), Cadmium (Cd), Mercury (Hg), and Lead (Pb) contained in wild species of King Tuber Mushroom (P. tuber-regium) collected pre-, post- and during the COVID-19 lockdown which is widely consumed in northwestern Nigeria; and to also assess their potential to accumulate some heavy metals, which comprises the linked consumer health hazards by assessing the risks to children, adolescents, and adults from cancer-causing and non-cancer-causing substances based on estimated weekly intake (EWI). After mineralization with acid, the concentrations were determined using Optical Emission Spectrometry with Inductively Coupled Plasma (OES-ICP), and Mercury (Hg) using Cold Vapor Atomic Fluorescence Spectrophotometer (CV-AFS). Moreover, the health risk assessment due to the ingestion of these elements through the consumption of P. tuberregium was estimated. The findings showed that concentrations of As, Pb, Cd, Li and Hg varied greatly within three years (2019, 2020, 2022), with levels higher in pre- and post- COVID-19, and lower during the COVID-19 lockdown. In descending order, the average content of these substrates and metals, was As &gt; Pb &gt; Cd &gt; Li &gt; Hg. Children, adolescents, and adults all had EWI values below the mushroom's provisional tolerable weekly intake (PTWIs). The consumption of P. tuber-regium harvested from the areas investigated, therefore, poses no toxicological or health risks to the inhabitants
DOI: 10.17632/wfz4gczj6m.1
title: Software for the intelligent operation of the lighting of public spaces

description: Numerous automatic systems in high electronic technologies in all areas of social and economic life today are based on sensors and microcontrollers. This paper presents the system built based on the sensor connected to the microcontroller Arduino Uno ATMEGA 328P [1], [2], [3]. Microcontrollers of different types enable the construction of smart systems, which in most cases are called intelligent systems or even robots.
DOI: 10.17632/h3r2gj8gvm.1
title: CONUS Road Network Data

description: CONUS Road Transportation Network used for network vulnerability modeling on behalf of USTRANSCOM.
DOI: 10.17632/9mjn55c3x9.1
title: fsgs

description: FSGS data
DOI: 10.25946/21393171.v1
title: Delphi Study

description: This thesis approaches the topic of paramedic education and regulation. More specifically, this thesis explores paramedic education past, and present in Australia. In doing so, it is important to also examine past and present regulatory frameworks governing paramedic educational standards and provides insights into how undergraduate paramedicine curricula are being developed in the context of a national accreditation process. It is likely that the findings will provide evidence of how undergraduate paramedicine curricula are designed for current and future paramedic practice and the ways the accreditation standards inform the process.
By undertaking this research, discernments into how undergraduate paramedicine curricula are being designed in the context of the national accreditation scheme and in what way the standards inform the curricula development process for an evolving profession. Specifically, this thesis aims to evaluate the current professional and educational regulatory frameworks for paramedic practice and to develop a sound theoretical and practical basis that may sustain future practice. 
In doing so, the thesis then addresses the following objectives:
1. Describe the history and current status of paramedic practice in Australia and the educational, regulatory and professional framework that support it.
2. Evaluate that framework by comparison with other jurisdictions.
3. Describe and evaluate the theoretical basis for current educational programs and its application through curricula.
4. Develop a theoretical basis for future practice and its policy and practical expressions.
DOI: 10.25946/21393171
title: Delphi Study

description: This thesis approaches the topic of paramedic education and regulation. More specifically, this thesis explores paramedic education past, and present in Australia. In doing so, it is important to also examine past and present regulatory frameworks governing paramedic educational standards and provides insights into how undergraduate paramedicine curricula are being developed in the context of a national accreditation process. It is likely that the findings will provide evidence of how undergraduate paramedicine curricula are designed for current and future paramedic practice and the ways the accreditation standards inform the process.
By undertaking this research, discernments into how undergraduate paramedicine curricula are being designed in the context of the national accreditation scheme and in what way the standards inform the curricula development process for an evolving profession. Specifically, this thesis aims to evaluate the current professional and educational regulatory frameworks for paramedic practice and to develop a sound theoretical and practical basis that may sustain future practice. 
In doing so, the thesis then addresses the following objectives:
1. Describe the history and current status of paramedic practice in Australia and the educational, regulatory and professional framework that support it.
2. Evaluate that framework by comparison with other jurisdictions.
3. Describe and evaluate the theoretical basis for current educational programs and its application through curricula.
4. Develop a theoretical basis for future practice and its policy and practical expressions.
DOI: 10.17632/2xfp9jf23w.1
title: JURISPOLITIZATION OF ELECTORAL COMPETITION - SP/RJ

description: Data related to the jurispolitization of the electoral competition in all municipalities in the states of São Paulo and Rio de Janeiro, from 2012 to 2020.
DOI: 10.17632/4vhbfhxtmb.1
title: Figure 5 Data (Mechanisms of liquid evolution during phase change memory RESET melting))

description: The data points given in Figure 5 in the manuscript Mechanisms of liquid evolution during phase change memory RESET melting.
DOI: 10.17632/phsf2bnvr5.1
title: A multi-objective model to determine the optimal number and allocation of rail freight wagons: A case study

description: In this rsearch, the modeling of determining the optimal number and allocation of freight wagons of an Iranian railway company is presented in the form of a pure integer programming model. In Section 1, a dynamic single-objective model considering the owned wagons was presented. By using GAMS software, the model was solved. Then in section 2, an innovative dynamic multi-objective model was proposed.
DOI: 10.17632/6jsts84xn5.1
title: Appendix of minerals

description: This data includes electron probe data from the four growth layers of noudle-B09 used in the article