cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/vfsjk42t27
title: IMI_research_comparison

description: This dataset is associated with the research of students' intrinsic motivation during experimentation in physics with varying required student engagement.

Legend for specific columns is included within the addended sav file (IBM SPSS readable), or omv file (jamovi readable).

Note: Reverse-worded items have been already taken into account, the score in these items has been calculated.
DOI: 10.17632/ts9ryskpxs
title: Ultrasonic guided waves as an indicator for the state-of-charge of Li-ion batteries

description: Data This dataset forms part of the data used for the following article https://doi.org/10.1016/j.jpowsour.2023.233189. It includes the ultrasonic guided wave data collected during one 0.34C discharge-charge cycle recorded on 13th July 2022. The sensor set-up and required post processing is detailed in the related paper. The data is maintained in its original record format (oscilloscope readings). The following data is included: • Chirp input signal (1 mat file) • Responses of cell to input chirp signal throughout discharge-charge cycle (104 mat files) • Text file containing the voltage, current, temperature, and other parameters. Signal type Generally, a single tone burst signal may be used to excite a cell (e.g., fig 2 e, blue). Correspondingly, the response to this specific tone burst signal with one specific central frequency (fig 2 g, blue) could be measured. However, when collecting these ultrasonic measurements, it wasn’t decided yet which parameters (center frequency, number of excitation cycles) would be ideal for the probed cell. It was therefore decided to excite the cell with chirp signals. A chirp signal contains a wide range of frequencies (fig 2 b). Therefore, the response signal is chaotic (fig 2 c). It’s therefore hard to analyze the response to a chirp signal directly. Using the chirp signal and the response to the chirp signal the transfer function of the cell at each measurement point was calculated and used to compute the expected response to a tone burst signal (formula 4 / fig 2 e and g, red). This allows to quickly try different center frequencies in the post processing and analyze which frequency is best suited for a specific cell (see figure 3). Lab protocol The mat files of the ultrasonic measurements include measurements from all paths between the four sensors (see figure 1). For the analysis in figure 6 the data from sensor 1 (emitter) to sensor 2 (receiver) has been used. A pdf explaining the structure of the mat files is attached. The ultrasonic probing was done in time intervals of 5 minutes not SoC intervals. The SoC can be calculated based on the charge drawn from the cell which is included in the electrical measurements. The ultrasonic chirp signal data and the extrinsic cell parameters may be correlated using the time stamp of each recording. The following steps are included in the data. 13.07.2022: Charge/Discharged cell “Palma” (0.34C) 1. Charge at 6.25A to 4.2 V 2. Charge at 4.2V until I&lt;0.625A 3. Rest 30 min 4. Discharged at 4.25A to 3V 5. Discharged at 3V until I&lt;0.625A 6. Rest 30 min 7. Charge at 4.25A to 4.2 V 8. Charged at 4.2V until I&lt;0.625A 9. Rest 30 min 10. Discharged 2500mAh at 12.5A Between steps 1-9 the following SHM measurement were taken automated every 5 min A. Chirp_24V_100MHz_100us_1-600kHz (Palma20220713Chirp_i)
DOI: 10.6084/m9.figshare.24173928.v1
title: Housing Price in Beijing

description: ContextHousing price of Beijing from 2011 to 2017, fetching from Lianjia.comContentIt includes URL, ID, Lng, Lat, CommunityID, TradeTime, DOM(days on market), Followers, Total price, Price, Square, Living Room, number of Drawing room, Kitchen and Bathroom, Building Type, Construction time. renovation condition, building structure, Ladder ratio( which is the proportion between number of residents on the same floor and number of elevator of ladder. It describes how many ladders a resident have on average), elevator, Property rights for five years（It's related to China restricted purchase of houses policy), Subway, District, Community average price.Most data is traded in 2011-2017, some of them is traded in Jan,2018, and some is even earlier(2010,2009)All the data was fetching from https://bj.lianjia.com/chengjiao.AcknowledgementsAll the data was fetching from LianjiaInspirationIt may help you predict the housing price of Beijing.
DOI: 10.17632/wp5p3fb9fx
title:   Phylotranscriptomics resolves the phylogeny of Pooideae and uncovers factors for their adaptive evolution

description: Pooideae is the biggest subfamily of Poaeceae with ~3,900 species (34% of Poaceae species) and larger than 96% of angiosperm families. It contains important crops including wheat, barley and oat. So far, however, many of the relationships among Pooideae tribes and subtribes remain unclear or inconsistent relying largely on plastid markers. In this project, we aim to resolve its phylogeny by using hundreds to thousands of low/single copy nuclear genes from transcriptome data.  Based on the phylogeny, we further conducted molecular clock analysis, ancestral character analyses, diversification rate analyses, gene duplication detection and molecular evolution of related genes, all these together provide clues to the possible factors of adaptive evolution of temperate grasses. Here are all assembled cds (178 from transcriptomes and 18 from public genomes), alignments and trees  (1234 orthologous groups) from this project (see ' Phylotranscriptomics resolves the phylogeny of Pooideae and uncovers factors for their adaptive evolution).  The raw data have been uploaded to NCBI (PRJNA768260 and PRJNA756291) and can be accessed when the article is accepted.
DOI: 10.6084/m9.figshare.28633337.v1
title: data.xlsx

description: The impact of digital transformation on enterprise ESG performance
DOI: 10.6084/m9.figshare.3840339.v1
title: CONVERGE Variant Calls

description: A list of high quality SNP post quality control variant sites called from 11,670 samples in CONVERGE with major and minor alleles and allele frequencies in both the CONVERGE cohort and 1000 Genomes Phase 1 ASN samples in variant call format (VCF). The file contains a total of contains 20539441 SNPs from chromosome 1 to X. <br>
DOI: 10.17632/bkkxmn6ybv
title: Artificial Intelligence in the Public Sector Database

description: This Final_Deliverable.xlsx dataset contains the metadata of a sample of N=1,923 academic texts related to the use of Artificial Intelligence in the Public Sector. Its contents are split into the tabs below:

Datamap: provides a complete list of metadata variables including their codes, definitions and where they were pulled from (i.e. OpenAlex, BERTopic, or Manually Created).

Full_Results: contains full metadata of all N=1,923 academic texts.

Topic_Counts_Framework_Assign: contains variables that illustrate how we renamed and classified / integrated BERTopic produced topics into our functional framework categories (based identifying representative documents and qualitative review).

Intertopic_map: corresponds to Table 2 in the manuscript.

Cosine_Similarity_Matrix: shows pairwise cosine similarity scores for all 22 topics generated by BERTopic. A variation of this is included in Figure 6 within the manuscript.

Hyperparameter_Combos: records the 720 hyper parameter combinations we tested while fitting our BERTopic model, organized in descending order based on variable 'coherence_score'. Our final hyperparamter combination is in Record 2.
DOI: 10.17632/n6mr3fyzd9
title: Exploring language in schizophrenia. The use of low frequency words as a linguistic differentiator of the symptoms of schizophrenia

description: The following data provide information on 50 people with schizophrenia and the frequency of use of the words they use in a phonological verbal fluency task using the M/P/R phonemes and a semantic fluency task using animals. The data avoids medical tests as well as personal data because it concerns a population with mental disorders.
DOI: 10.17632/fz7d6x4bwx
title: Artificial Intelligence Reveals the Predictions of Hematological Indexes in Children with Acute Leukemia

description: Childhood leukemia is a prevalent form of pediatric cancer, with acute lymphoblastic leukemia (ALL) and acute myeloid leukemia (AML) being the primary manifestations. Timely treatment has significantly enhanced survival rates for children with acute leukemia. This study aimed to develop an early and comprehensive predictor for hematologic malignancies in children by examining nutritional markers, key leukemia indicators, and granulocytes in patients' blood. Using a machine learning algorithm and ten indices, 826 pediatric patients with ALL and 255 children with AML were analyzed, comparing them with a control group of 200 healthy children. The study revealed notable differences, including higher indicators in boys compared to girls and significant variations in most biochemical indicators between leukemia patients and healthy children. Employing a random forest model resulted in an Area Under the Curve (AUC) of 0.950 for predicting leukemia subtypes and an AUC of 0.909 for forecasting AML. This research introduces an efficient diagnostic tool for early screening of childhood blood cancers and underscores the potential of artificial intelligence in modern healthcare.
DOI: 10.17632/g4795y66v8
title: Shortage economy

description: Literature related to shortage economy
DOI: 10.17632/p942b9vkhs
title: Ten years unmanaged extensive green roofs and the effects of substrate depth:  a comparative water quantity performance investigation in Brazil

description: Data for experiment A and B of rainfall-runoff on a ten year unmanaged green roof and irrigation-runoff on 4 green roof testbeds with varying substrate depths.
DOI: 10.17632/f3j4c6vh6v
title: MBC Evaluation Results

description: Includes the results from running all evaluation tests (1-5m, nominal/dim, all messages) using 1) Bayesian-optimized parameters and 2) iterative optimization for dynamic magnitude threshold scalar (0.0-1.0 in increments of 0.05)
DOI: 10.6084/m9.figshare.22274479.v1
title: Microbiomes of Arctic glacier foreland ecosystems and their metabolic potentials

description: These MAGs were reconstructed using a total of 27 shotgun metagenomic datasets obtained from three distinct Glacier forelands, including Midtre Lovénbreen glacier (Svalbard), Russell glacier (Greenland), and Storglaciaren (Sweden). The MAGs were categorized into high (n=229), medium (n= 447), and low quality (n= 231) and were affiliated with 21 bacterial and 2 archaeal phyla. The taxonomic classification showed that about 3.5%, 22%, and 98% of MAGs remained unclassified at family, genera, and species levels, respectively, and thus potentially belonging to novel taxa. The compendium of MAGs comprised autotrophic, phototrophic, and chemolithotrophic groups including sulfide-oxidizing, sulfate-reducing bacteria, denitrifiers, methanogens, and nitrogen-fixing groups.
DOI: 10.6084/m9.figshare.29071418.v1
title: The dataset used for the LKDA-Net model experiment

description: We propose a lightweight three-dimensional convolutional network, LKDA-Net, for efficient and accurate three-dimensional volumetric segmentation. This network adopts a large-kernel depthwise convolution attention mechanism to simulate the self-attention mechanism of Transformers. Our paper utilizes three publicly available datasets for medical image segmentation, namely: Synapse, ACDC, and BTCV. Specific descriptions of these datasets are provided in the "Experiments and Results" section of this paper.
DOI: 10.15468/dl.pw3v8m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((26.9648 19.8496,17.9648 19.8496,17.9648 10.8496,26.9648 10.8496,26.9648 19.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012961-250525065834625/datasets/export for details.
DOI: 10.17632/29prmpr2hj
title: METHES: A Monte Carlo collision code for the simulation of electron transport in low temperature plasmas

description: This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018) Abstract We present a freely available MATLAB code for the simulation of electron transport in arbitrary gas mixtures in the presence of uniform electric fields. For steady-state electron transport, the program provides the transport coefficients, reaction rates and the electron energy distribution function. The program uses established Monte Carlo techniques and is compatible with the electron scattering cross section files from the open-access Plasma Data Exchange Project LXCat. The code is written ... Title of program: METHES Catalogue Id: AEZY_v1_0 Nature of problem Simulation of electron transport in arbitrary gas mixtures in the presence of electric fields. Versions of this program held in the CPC repository in Mendeley Data AEZY_v1_0; METHES; 10.1016/j.cpc.2016.02.022
DOI: 10.17632/753b3cn2pt
title: HPLC VALIDATION RAW DATA

description: The below files contains the raw data used to develop and validate an efficient HPLC method for the determination of total aflatoxins in both poultry feed and food grains.
DOI: 10.17632/fx87p9fvhb
title: Battery Tray Fixture Stiffness and Damping Modeling for Surface Quality Prediction

description: This dataset is related to the article “Battery Tray Fixture Stiffness and Damping Modelling for Surface Quality Prediction “ (https://doi.org/10.1016/j.procir.2023.03.026). 

The dataset is organised in accordance with the article sections. Some data are used on several sections, thus the following “table of content” of the dataset is given to guide users. 

The file "00-data_informations.pdf" gives a description of the dataset.
DOI: 10.6084/m9.figshare.25750275.v3
title: Driving Open Innovation in SMEs: The Role of Organizational and Strategic Dynamics

description: Primary data from small and medium-sized enterprises (SMEs) was collected through the administration of a survey. The survey targeted managers involved in the ownership or operation of businesses within various industries. This method was employed to directly gather firsthand information from SMEs for the research.
DOI: 10.17632/dsbt8mt5sd
title: Original western blot images-iscience

description: This is a original western blot images of the fusion protein after overexpression and knockdown of the chimeric RNA.
DOI: 10.17632/crbdbyc87j
title: Data for: A water temperature simulation model for rice paddies with variable water depths

description: Supporting Information for
A water temperature simulation model for rice paddies with variable water depths
https://doi.org/10.1002/2017WR021019


This dataset provides a calculation sample of the simulation of water temperature with change in water depth, which conducted in the paper. The model simulation was conducted with water depths from 0 to 200 mm for three different air temperature levels (Tave=10, 20, and 30°C) vs. three different canopy densities (LAI=0.25, 1, and 4). The diurnal temperature ranges for each air temperature level were set at 10.8, 10.4, and 8.0°C, respectively. Daily mean values of water vapor pressure, solar radiation, and wind speed were set at eave = esat (Tmin), RSday=350 W m−2, and Uave=2 m s−1, respectively. The developmental stage and canopy height of the rice plants were set at corresponding values for each canopy density, i.e., Ps=0.35 and h=0.28 for LAI=0.25, Ps=0.5 and h=0.46 for LAI=1, and Ps=1 and h=1.06 for LAI=4, respectively.

Another sample of calculations is a simulation of seasonal change in water temperature at the observation site SAITO in Japan. Observations were conducted from transplanting to harvest of rice in 2002. In this simulation, LAI and canopy height h are treated as inputs using observed values, but a model to estimate them is also included in the program code.

In both simulations, the time step of the calculation is 1 hour. The calculation includes the spin-up of 5-day long to obtain the initial value of water temperature. This spin-up is not required after the second day in the simulation of seasonal change. The energy balances on the ground surface and the plant canopy are also calculated simultaneously with the water temperature.


[Dataset]
1. CalculationSample: Simulation of water temperature with change in water depth
2. CalculationSample_SAITO: Simulation of seasonal change in water temperature
(CSV files is input/output data, BAS files are VBA program codes, and XLSM file combines them into one to run the simulation.)
DOI: 10.17632/594nwzz47x
title: weight control chart 

description: Excel spreadsheets templates in "empiric.xls" are from the Quality Digest website at www.qualitydigest.com/pdfs/empiric.xls (Levinson and Tumbelty, 1997).
Data in "weight.xlsx" are BW measurements of 2, 9, and 14.5-month-old sampled heifers born during the years 2017 to 2019 provided by a commercial dairy farm in Córdoba province. These data were used to build control charts to monitor mean and process variability. Every sample mean or deviation outside the control limits imply a potentially identifiable cause has occurred and the producer should explore the event causing the deviation and make appropriate changes according to the age of the heifers. Control charts provide the producer and consultant with graphical information and quick alarms to support the decision-making process in the replacement program. These tools are useful at the farm level to monitor heifer growth and support management decisions.
DOI: 10.17632/grc3jp7b8p
title: The Impact of Multicultural Education on Tolerance and Understanding Levels Among Filipino Students.

description: This literature review looks at how multicultural education affects tolerance and understanding among Filipino students. It gathers insights from various studies published from 2010 to 2023, focusing on important themes like the experiences of indigenous learners, the effectiveness of multicultural programs, teacher attitudes, and the importance of cultural integrity. The review highlights both the positive effects of multicultural education and the challenges that still exist, such as lack of support from schools and issues like bullying. It also offers suggestions for future research, including better training for teachers, improved school policies, and encouraging student participation in multicultural activities. This review is intended for educators and policymakers who want to create more inclusive learning environments in the Philippines.
DOI: 10.17632/jnst4y27hc
title: A Systematic Review of Dialectical Behaviour Therapy, Mentalisation-Based Treatment and Internal Family Systems Therapy for Borderline Personality Disorder with Comorbid Depression and/or Anxiety

description: Borderline Personality Disorder (BPD) is highly comorbid with depression and anxiety, creating additional difficulty in treating the conditions and poorer prognosis than BPD alone. Dialectical behaviour therapy (DBT) and Mentalisation-Based Treatment (MBT) are specialised psychotherapies for BPD that have demonstrated positive effects for reducing BPD symptoms and scores on depression and anxiety measures. Although developed for treating PTSD, Internal Family Systems (IFS) therapy is effective for addressing past trauma that is also common in BPD. This systematic review investigated the effectiveness of DBT, MBT and IFS for treating BPD with comorbid depression and/or anxiety (BPD+D/A). Using the PRISMA protocol, five academic databases were searched for relevant studies and relevant treatment outcomes. Findings were extracted from 12 included studies. This review found that DBT and MBT demonstrated significant reductions in BPD and depressive/anxious symptomatology, emotional and interpersonal difficulties, and impulsive behaviours. These therapeutic approaches also demonstrated reduced numbers of visits to emergency departments, reduced numbers of contacts with mental health services and reduced duration of contacts. No studies around IFS therapy outcomes for BPD+D/A were obtained. These findings are concordant with past research and have implications for increasing the use of DBT and MBT within BPD+D/A populations. Findings also demonstrate the effectiveness of brief DBT interventions that could be expanded as a more practical option for service users with BPD who experience frequent crisis periods and may struggle to commit to a traditional 12-month program.
DOI: 10.6084/m9.figshare.28204013.v1
title: <b>Dados de validação do cenário PP</b>

description: Estudo metodológico com validação aparente e de conteúdo, realizado com especialistas de acordo com critérios descritos na literatura. Os dados foram coletados entre maio e agosto de 2024 por meio da plataforma Research Electronic Data Capture (REDCap®) e analisados por meio do software R (versão 4.4.1), com a participação de 11 especialistas. O estudo seguiu diretrizes éticas nacionais e internacionais e foi aprovado pelo Comitê de Ética da Escola de Enfermagem de Ribeirão Preto (USP) sob o parecer nº 6.782.234. O consentimento eletrônico foi obtido dos participantes. Não houve conflitos de interesse.
DOI: 10.6084/m9.figshare.7445864.v1
title: Mapped BAM files

description: This file contain the mapped BAM files of each ancient penguin mitochondrion genome (mapped using BWAv.0.7.8 [Li and Durbin, 2009]) against <i>Megadyptes antipodes richdalei </i>(ACAD12997), <i>Eudyptes sclateri </i>(AD302) and <i>Eudyptes warhami </i>(AD342) reference sequence, as described in Cole et al. (2019).
DOI: 10.6084/m9.figshare.25287832.v3
title: Fluid-driven particle migration and its impact on hydraulic transmissivity of stressed filled fractures

description: Our study conducts a series of seepage erosion experiments to elucidate the progression of particle migration in filled rock fractures and its consequent influence on the hydraulic transmissivity of the filled fracture.
DOI: 10.17632/73s44tjy9f
title: Data for: Multiferroic and Magnetoelectronic Polarizations in BaFe12O19 System

description: Dataset in excel 2003 format. This dataset contains the data in all figures, including Figure 1, , Figure 3, Figure 4, Figure 5, Figure 6, Figure 7, Figure 8, Figure 9, Figure 10, Figure 11, Figure 12, Figure 13. Readers may just import the any dataset into a plot software, such as origin 8, to plot a figure, which should be the same as that shown in the paper.
DOI: 10.17632/p9prwjyfcp
title: LINF_170016100

description: Leucine Rich repeat-containing protein | LRR17; Leishmania infantum (strain JPCM5)
DOI: 10.17632/yfp5sfj47m
title: CRC-HGD-v1: A Histopathological Image Dataset for Grading Colorectal Cancer

description: CRC-HGD-v1 is the first version of Colorectal Cancer Histopathological Grading Image Dataset. This dataset includes 1,899 images in 3 categories: 1- Grade I (Well Differentiated), 2- Grade II (Moderately Differentiated), and 3- Grade III (Poorly Differentiated). 
The first main three category (Grade I, II, and III) consists of images in four magnification level: 4x, 10x, 20x, and 40x. Almost for all of the specimens, there is one image in 4x, three images in 10x, three images in 20x, and three images in 40x, which make it 10 images per specimen. Overall, there is 103 samples for Grade I, 75 samples for Grade II, and 32 samples for Grade III. Considering all images related to four magnifications, there is 860 images in Grade I, 712 in Grade II, and 327 in Grade III.

These samples are gathered and prepared by a team of medical experts in pathology, surgery, gastroenterology, artificial intelligence (AI), and data science under supervision of PoursinaHakim Digestive Disease Research Center (PDDRC).

For query on the latest update and more information about this dataset, you can refer to: https://databiox.com