cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/685hm7n8nb
title: Low-Cost Prototype for Bearing Failure Detection Using Tiny ML Through Vibration Analysis

description: Authors: Andres Felipe Cotrino Herrera, Jesús Alfonso López Sotelo, Juan Carlos Blandón Andrade, Alonso Toro Lazo

The following files are for a low-cost, open-source device designed to facilitate the learning of technologies like artificial intelligence in embedded systems through vibration analysis. It also aims to enhance students' skills by introducing industrial challenges into the classroom via a scaled-down prototype. This study analyzes the vibrations generated by bearings to classify, using Artificial Intelligence (AI), whether they are defective. The device integrates electronic, mechanical, and software components, leveraging online technologies and platforms like Arduino to support hands-on learning. The document provides detailed instructions on the components used, circuit connections, step-by-step construction, and implementation, allowing replication of the prototype. This device fosters the development of STEM skills, promotes the application of AI and TinyML in real-world contexts, and enriches educational programs by encouraging interdisciplinary learning.

Detailed information on the components used, connection circuits, step-by-step construction, and implementation of the device is provided later, enabling anyone interested to replicate this prototype. This device also supports the development of STEM skills and promotes the application of AI and TinyML in practical settings, enriching educational programs and fostering interdisciplinary learning.
DOI: 10.17632/m342p574wj
title: In-house database specific to bacteria from horses for MALDI Biotyper

description: The dataset contains the main spectral profiles (MSPs) for MALDI Biotyper CA 3.2 System (Bruker Japan, Kanagawa, Japan) constitutes in-house database specific to bacteria from horses for identification with matrix-assisted laser desorption ionization-time of flight mass spectrometry (MALDI-TOF MS). MALDI-TOF MS is used for identification of bacterial species isolated from horses. however, some bacterial species isolated from horses are difficult to identify with MALDI-TOF MS because of insufficiencies in the reference database, and enriching the databases is expected to enhance the accuracy of MALDI-TOF MS identification. Here we created an in-house database including 271 bacterial isolates from horses. Bacterial isolates were subjected to ethanol / formic acid treatment, and spectra were gained using flexControl 3.4 software (Bruker Japan). The spectra were checked with flexAnalysis 3.4 software (Bruker Japan) to delete spectra differing from the cohort spectra and imported for generating MSPs using MBT Compass Explorer 4.1.7.0. software (Bruker Japan). MSPs were exported in a *.btmsp format for use with MALDI Biotyper systems.
DOI: 10.6084/m9.figshare.22153412.v1
title: C24-SMT alignment

description: We reconstructed the evolutionary relationships of animal C24-SMTs from sponges, cnidarians, rotifers, mollusks and annelids, and compared these to previously described C24-SMTs from bacteria, microbial eukaryotes, fungi and plants. Together with the animal C24-SMTs these sequences were trimmed (&gt;200 aa and &lt;400aa), clustered (90% ID), aligned using mafft with ginsi (Katoh et al. 2005) and trimmed with BMGE (Criscuolo et al 2010). IQ-TREE (v1.6.12) (Minh et al. 2020) was used to predict the best-fit models of evolution and to calculate a maximum-likelihood tree with ultrafast bootstrap support values from the concatenated alignment.
DOI: 10.6084/m9.figshare.23053490.v1
title: Smoothed-NDVI value in agricultural area in Indonesia from 2001 - 2021

description: This us the smoothed-NDVI value in agricultural area in Indonesia from 2001 - 2022. It is required to run the code on https://github.com/amalianafisah/annual-crop-calendar-generation to generate annual crop calendar.
DOI: 10.6084/m9.figshare.28787240.v1
title: <b>Estimation of Seasonal, Additive and Non-additive Genetic Components in Diploid Banana (</b><b><i>Musa</i></b><b> spp.)</b>

description: This study focuses on improving the efficiency of breeding diploid bananas for important traits such as yield, fruit sizes, and weight. The partitioning of genetic variance into its additive and non-additive components is crucial. This is difficult in most commonly available family structures in banana breeding due to reduced fertility and complications of ploidy. However, the availability of replicated clones of full-sib progeny allows for greater insight into the genetics of perennial diploid banana. Clones of nine full-sib families generated in a factorial mating design consisting of six diploid parthenocarpic female and two wild diploid male banana (<i>Musa</i> spp.) parents were evaluated at the International Institute of Tropical Agriculture in Arusha. Data was collected over two harvests (plant crop and first ratoon) to provide a better understanding of the genetic architecture of key traits and their seasonal influence. Pedigree-based models were fitted to the data to estimate additive, dominance, epistatic variance components and seasonal effects.
DOI: 10.17632/sktz4xv4vh
title: Media Use Pattern with Respect to Mental Health in COVID-19: A Dataset from India

description: The purpose of the study is to fill a void how media as a whole (including social and electronic media) has been impacted the mental health of Indian people in terms of growing anxiety and mental well-being.Thus the research questions addressed in the study are- 1. Is there any relationship between media use pattern with mental Well-being and Anxiety? 2. How the demographic attributes do associated with mental Well-being and Anxiety? Data collection: The researchers here conducted a web based cross sectional survey to assess the psychological impact of COVID-19 on the Indian public. The Data was gathered after three weeks of commencement of lock down in India from 426 respondents through snowball sampling. Media use pattern: There were ten structured validated items regarding the information and news about COVID-19 perspective. Depending upon the hour of exposer to the media, the respondents were categorised in to three group subsequently High (≥9 hrs.), Medium (7-8 hrs.) and Low (≤6 hrs.)Media user. Mental Well-Being Scale: Warwick-Edinburgh Mental Well-Being Scale (NHS Health Scotland, University of Warwick and University of Edinburgh, 2006) was used to collect data about the status of mental well-being. It was a 5 point Likert type scale having 14 items. The summated score of the respondent is used as mental well-being score. It is also classified as high (Score&gt;56), medium (Score 47-56) and low (score&lt;47) mental well-being. Mental Anxiety Scale Beck Anxiety Inventory (BAI) Scale (Beck et al., 1988) was applied to collect the information regarding anxiety level. It was a 4 point Likert scale having 21 items. The summated score of the respondent is also used as mental anxiety score. It is also classified as high (Score&gt;35), medium (Score 22-35 ) and low (score&lt;22) mental anxiety. Data Analysis: The demographic characteristics here include age (young, middle & old); gender (male & female); habitat (rural, urban municipality & metropolitan city); and educational qualification (undergraduate or below, postgraduate & above postgraduate). The data showed that there is significant negative relationship exists between of respondent’s media use and mental wellbeing status, and significant positive relationship exists between media use of respondents’ mental anxiety. Any researcher may use the data to test the association between demographic variables with media user pattern, mental well-being and mental anxiety. The data might be helpful for the psychologist and policy makers to make decision about mental health condition during COVID-19 crisis both in and outside of India.
DOI: 10.17632/ygt84rzkbj
title: MODELLING GHG REDUCTION THROUGH EMISSION REDUCTION AT LOG WOOD STOVES

description: The following model calculation of GHG emissions as CO2 equivalents for estimating the potential of emission reduction measures at log wood stoves was based on the assumption of qualified estimated values and many years of experience for flue gas emissions from manually fed domestic single-room furnaces such as wood-burning stoves. For the real observation and data collection at a concrete individual unit, direct emission measurements at this unit are required.
DOI: 10.6084/m9.figshare.22241089.v1
title: Unit-level daily outage data for thermal power plants in India used for validation

description: Unit-level daily outage data for thermal power plants in India from April 1, 2013 through March 31, 2017 used for validation in the article titled "A framework to assess multi-hazard climate risk for power generation projects from publicly accessible sources" to Communications Earth & Environment. This research was made possible thanks to the support of the European Bank for Reconstruction and Development (EBRD). The findings reflect the opinions of individual authors and do not necessarily reflect the views of the EBRD.
DOI: 10.6084/m9.figshare.25148516.v2
title: Sad, Angry and Fearful expression interfere with learning

description: The research examines how emotional stimuli influence learning causal outcomes.
DOI: 10.17632/gtn4dswnfw
title: Data for: Potassium infusion increases the likelihood of conversion of recent-onset atrial fibrillation - a single-blinded, randomized clinical trial

description: Excel file and Readme file for the data.
DOI: 10.17632/hssv66g4kb
title: Burn Study Dataset 3.0

description: "Excel MERMAID master data sheet" encodes all CBC data, PCR data, and raw proteomic data
DOI: 10.17632/wyn6mtbzdp
title: ODMR_microdiamond

description: ODMR data for a single microcrystal
DOI: 10.17632/xjkrpsn3dh
title: Supplemental Material | Vancomycin-Associated Drug-induced Hypersensitivity Syndrome: A Retrospective Cohort Study

description: Supplemental Tables 1 - 3.
DOI: 10.17632/xnrhhch2pw
title: Patriotism, Economic Individualism and Inequality Policy Preference — Evidence from Surveys in Germany and China

description: Using survey data collected in Germany and China, this paper examines the impact of patriotism on individuals’ fairness perception and preferences regarding inequality and on their attitudes toward economic policy involving inequality. Across surveys and countries, a positive and significant effect of blind patriotism on economic individualism is found. For China, we also find a significant relationship between blind patriotism and the agreement to unequal economic policy. In contrast to blind patriotism, we do not find an association of constructive patriotism to economic individualism and to attitudes toward economic policy involving inequality.

We conducted an online survey in Germany and China and a follow-up one in Germany in 2022. The surveys were in local language (Chinese or German), took around 15 minutes to finish, and were advertised via mailing list and social media at two participating universities. The questionnaire consisted of three parts. The first one included priming tools aiming at activating constructive and blind patriotism. The second entailed items aimed to elicit constructive and blind patriotism, fairness perception of social and economic inequality, and attitudes toward economic policy involving inequality. The final section collected the socio-demographic characteristics. In the second survey, we also included questions in the last section eliciting the political party preferences of respondents by asking them how likely is it that they will vote for the main parties in the next federal election. The survey questions for our main variables can be found in the online appendix for our corresponding manuscript.
DOI: 10.6084/m9.figshare.19726273.v2
title: GSE117988

description: 2 primary merkel cell carcinoma tumors from 1 patient at 2 timepoints.
DOI: 10.6084/m9.figshare.25395358.v1
title: Manuscript Datasets

description: Dataset of 'Carbonate Weathering Enhances Nitrogen Assimilatory Uptake in River Networks'
DOI: 10.6084/m9.figshare.25526953.v1
title: Audio Visual Database for Speech Disfluency

description: This is a database for Multimodal Speech Disfluency. The Fluency Bank dataset comprises stuttering event annotations for 34 video podcasts, containing approximately 4000 audio and video clips, each lasting 3 seconds. Audio and Video files are part of this dataset and full episodes can also be downloaded using url in fluencybank_episodes.csv.
DOI: 10.6084/m9.figshare.9795908.v1
title: SEMIAUTOMATIC IRRIGATION MANAGEMENT IN TOMATO

description: ABSTRACT The use of new technologies to meet the demands of the agricultural market is increasing; however, technical information on application is scarce for some areas of knowledge, including irrigation management. The objective of this study is to evaluate an automatic irrigation system with capacitance sensors connected to a local wireless network for the semiautomatic management of irrigation in tomato crops compared with a manual control system based on time-domain reflectometry (TDR)-type sensors. The experiments were carried out in a protected environment, and the seedlings were transplanted following surface drip lines. The study adopted a completely randomized block design consisting of two treatments and 12 repetitions, totaling 24 subplots. The evaluated treatments were an irrigation management system with TDR sensors and a manually-programmed controller, and an irrigation management system with capacitance sensors and a semiautomatically-programmed controller connected to a digital assistant. Quantitative and qualitative parameters as well as the green and dry matter production were evaluated in each treatment. The results indicated that both sensors were effective in managing irrigation in tomato crops. Furthermore, both systems were accurate, and the Alexa® digital assistant was efficient in programming the GreenIQ® semiautomatic system by voice commands.
DOI: 10.17632/2jxc648x3j
title: Raw data on nanoscale metals Zn and Cd content in hyperaccumulating plants 

description: The attached data shows the raw data associated with the Tables and Figures found in the linked Data in Brief article 'Data on the interaction of hyperaccumulating plants with nanoscale metals Zn and Cd' by Davide Imperiale, Giacomo Lencioni, Marta Marmiroli, Laura Paesano, Andrea Zappettini, Jason C. White and Nelson Marmiroli.
DOI: 10.17632/47ck8s57by
title: Ventral frontostriatal circuitry mediates the computation of reinforcement from symbolic gains and losses

description: This dataset is used in our study, "Ventral frontostriatal circuitry mediates the computation of reinforcement from symbolic gains and losses." 
The data include a preview of the original dataset, spike counts, behavior, and MATLAB code we used in this study. 
The original, unprocessed dataset is over 50 GB and could not be uploaded here. If you want it sent to you, please contact the lead contact, Bruno B. Averbeck (bruno.averbeck@nih.gov).
DOI: 10.6084/m9.figshare.28561559.v1
title: Supplementary Material for: A Case of Juvenile Dermatomyositis Presenting with Inverse Gottron’s Papules: A Case Report

description: Introduction: Inverse Gottron’s papules is an uncommon presentation of dermatomyositis, with a paucity of studies published in children with juvenile dermatomyositis (JDM). Case presentation(s): A five-year-old girl presented with progressive bilateral eyelid erythema and edema, mild erythematous rash over the face, painful palmar papules (inverse Gottron’s papules), and proximal muscle weakness for three months. Additional symptoms included intermittent fever, decreased appetite, joint pain, and mild abdominal pain. Physical examination revealed upper and lower eyelid erythema with mild edema (heliotrope sign), Gottron’s papules over the dorsal distal Interphalangeal joint (DIP), Gottron’s sign over the dorsal metacarpophalangeal (MCP) joints, proximal interphalangeal (PIP) joints, and elbows, Inverse Gottron's sign over the palmar surface of the hands (PIP and DIP), and ragged nailfold cuticles with no dilated capillaries. Laboratory investigations showed elevated muscle enzymes, positive myositis-specific antibodies, and elevated liver function tests. High-resolution computed tomography (HRCT) chest revealed no signs of interstitial lung disease (ILD). Whole-body magnetic resonance imaging (MRI) revealed bilateral upper limb subcutaneous edema and generalized myositis, particularly in the pelvis and thigh muscles, confirming the diagnosis of JDM. Treatment involved intravenous methylprednisolone 30 mg/kg/day for three days followed by tapering, and topical corticosteroids over dermatomyositis-affected areas. Conclusion: Inverse Gottron’s papules is an uncommon cutaneous manifestation of dermatomyositis (DM) that has an association with ILD in both adults and children. Thus, patients with dermatomyositis and inverse Gottron’s papules should be investigated for ILD. Our patient represents the first reported case of JDM with inverse Gottron’s papules in Saudi Arabia.
DOI: 10.17632/mvykrt4b2z
title: Association between alopecia areata and atopic dermatitis: a nested case-control study of the All of Us database

description: Supplementary Materials for "Association between alopecia areata and atopic dermatitis: a nested case-control study of the All of Us database"
DOI: 10.6084/m9.figshare.12941747.v2
title: Data for lithology identification from well log curves

description: Source data used to train model. Original dataset can be downloaded at https://www.geolink-s2.com.
DOI: 10.6084/m9.figshare.26808865.v1
title: Empirical study on the correlation between urbanization and the cultural industry: A case study of China

description: DEA Model Metadata and Results, Tobit Model Variables and Results
DOI: 10.6084/m9.figshare.26954056.v1
title: UNITY Phantom QA example data

description: Example phantom quality assurance (QA) dataset from the UNITY phantom (CaliberMRI Mini-hybrid Model 137) acquired on a Hyperfine Swoop, 64 mT portable MRI system (Hyperfine Inc., Guilford, CT), at Lund University, Lund, Sweden. The dataset contains six exams carried out in 2023 with identical acquisitions, adhering to the UNITY Phantom QA protocol. The dataset is intended to be used as a test dataset for the <code>ghost</code> analysis framework. Please see further details in the ghost repository on GitHub for information about how to analyse this dataset.Data structureImage data is stored in the <code>DICOM</code> folder with subfolders indicating the date of data acquisition. Each exam contains 5 seriesFISP: Gradient echo scan to check internal thermometerT2 Axial, Fast: Geometric distortions, contrast, and SNRT2 Axial, Fast: Geometric distortions, contrast, and SNRT2 Coronal, Fast: Geometric distortionsT2 Sagittal, Fast: Geometric distortions
DOI: 10.6084/m9.figshare.28022495.v3
title: Supplementary Material for: Differential Methylation of CYP11B1 in Girls with High DHEAS Levels and correlation with 11-Oxyandrogen levels: a pilot study

description: Introduction: Premature adrenarche in girls is defined biochemically by an increase in adrenal androgen (DHEAS) levels above the age-specific reference range before age 8 years. Recently, increased levels of 11-oxyandrogens have also been reported in girls with premature adrenarche. Epigenetic modifications, specifically CpG methylation, may affect gene expression and/or activity of steroidogenic enzymes during developmental changes in adrenal androgen secretion. 
Objective: To determine whether circulating 11-oxyandrogen levels in post-menarcheal girls are associated with methylation status of genes involved in 11-oxyandrogen steroidogenesis. 
Methods: Ninety-seven healthy girls followed since the age of 3 years were classified, according to DHEAS serum concentration at age 6-7 years, as normal DHEAS (&lt;42μg/dL [75th percentile for population]) or high DHEAS (≥42μg/dL). At Tanner stage 2, methylation status of CpG sites located in CYP11B1 and HSD11B2 genes were analyzed in genomic DNA from peripheral blood leukocytes by Melting Curve Analysis Methylation assay. Eleven-oxyandrogen concentrations were assessed at four years post menarche.
Results: Significantly lower methylation levels were detected in the CYP11B1 gene in girls with high versus normal serum DHEAS levels, with no differences found in HSD11B2 gene. Additionally, CYP11B1 methylation status correlated inversely with 11β-hydroxy-androstenedione and 11-ketotestosterone levels. Furthermore, CYP11B1 methylation in the full cohort correlated inversely with insulin concentration at Tanner 1 and with BMI at Tanner stage 1 and 2. 
Conclusion: This pilot study proposes the hypothesis that a lower methylation of CYP11B1 may be a mechanism contributing to increased concentrations of 11-oxyandrogens in premature adrenarche and its associated metabolic risk.
DOI: 10.6084/m9.figshare.5397160.v1
title: Excess Mortality Related to Chikungunya Epidemics in the Context of Co-circulation of Other Arboviruses in Brazil

description: These data were used as a basis for the manuscript entitled "Excess Mortality Related to Chikungunya Epidemics in the Context of Co-circulation of Other Arboviruses in Brazil"
DOI: 10.17632/vgvfjnj66r
title: RACFST' Bond strength——Recycled aggregate concrete filled steel tube data set

description: This is a data set of RACFST's Bond strength.
本数据集来自多份参考文献。
DOI: 10.17632/828547c7df
title: Data compilation on the effect of grain size, temperature, and texture on the strength of a single-phase FCC MnFeNi medium-entropy alloy

description: This data article presents a compilation of microstructural and mechanical data regarding the ternary single-phase FCC MnFeNi medium-entropy alloy (MEA). For the analysis, interpretation, and comparison of the data to literature values, the reader can refer to the original related research article entitled “Effect of Temperature and Texture on Hall Petch Strengthening by Grain and Annealing Twin Boundaries in the MnFeNi Medium-Entropy Alloy”, see Schneider et al. (Metals 9, 2019, 84).
DOI: 10.17632/s8k5tp5cf3
title: Test Data for Modeling Microgrids for Analytical Distribution System Reliability Evaluation

description: This dataset provides technical and reliability information on a modified IEEE 33-bus system with two microgrids, namely Microgrid 1 and Microgrid 2, connected to nodes 18 and 33 of the system, respectively.
DOI: 10.17632/t6xm3sg35r
title: Bacterial biomass-derived organic matter triggers nitrous oxide production and positive priming effect in lake sediments

description: This study investigated the degradation of bacterial biomass-derived OM and its impacts on CO2 and N2O emission in the sediments of 20 lakes with different salinities (0.9-247.0 g l-1) in this study. Specifically, CO2 and N2O production, PE generation and their associated microbial communities and functional genes as well as microbial interactions with dissolved OM molecules, were analyzed in lake sediment microcosms with dead heterotrophic bacterial biomass (13C- and 15N-labelled cell biomass from Sphingomonas sp.) additions after 28 days of incubation.
DOI: 10.6084/m9.figshare.13909817.v1
title: Supplemental_Data file.xlsx

description: Supplemental data file for "An in vivo protein landscape of the mouse DCT during high dietary K+ or low dietary NaCl intake"<br>
DOI: 10.6084/m9.figshare.21152404.v5
title: Nucleotide sequences and metadata file of archaeal viruses

description: The database contained annotated nucleotide sequences (FASTA + GFF),  archaeal viral hallmark genes, accompanied with a metadata file (Table S6) describing the origin of each contig, taxonomy, including VC, host prediction information, completeness score etc.