cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/ztg5jnnwpr
title: Electroencephalogram signal recording and processing for subjects’ engagement analysis with visual content

description: Since attention affects cognitive performance, it is essential to identify and keep track of students' attention during learning. The ability of interactive learning systems to modify tutoring content, provide efficient help strategies, and enhance learning outcomes may thus be made possible by getting a detailed understanding of a learner's mental state. In computer-based learning environments, keeping track of students' mental states is vital.  This research is an investigation into the viability of using active learning to enhance student engagement index when exposed to varied visual stimuli. The study involves gathering EEG data from twenty participants (ten men and ten women) while they rest and interact with various virtual learning tools. The Allengers Neuro PLOT, a 28-channel wet electrode system, was used to collect the EEG data. EEG data under resting and audio-visual stimuli, both raw and pre-processed, are included in the work that follows. The research community will have access to the recorded data, which is supported by an advanced EEG data pre-processing pipeline.
Note: The recorded EEG data uploaded here are referred to by the following abbreviations:
Sub: Subject
N: Non-Processed/Raw Data
P: Processed Data
BL: Baseline
IT: Infotainment
ET: Entertainment
AL: Active Learning
EC: Educational Content
AP: Absolute Power
RP: Relative Power
Spect: Spectral Image
Example: Sub1N_ET: Subject 1, Non-Processed, ET: Entertainment
DOI: 10.6084/m9.figshare.12833915.v1
title: Supplementary Material for: Effectiveness and Safety of the European Society of Cardiology 0-/1-h Troponin Rule-Out Protocol: The Design of the ESC-TROP Multicenter Implementation Study

description: Chest pain is one of the most common complaints at the emergency department (ED), and it is commonly the perceived likelihood of acute coronary syndrome (ACS) that drives management. Guidelines from the European Society of Cardiology (ESC) recommend the use of a 0-/1-h high-sensitivity cardiac troponin T (hs-cTnT) protocol to rule out or in ACS, but this is mostly based on observational studies. The aim of the ESC-TROP trial is to determine the safety and effectiveness of the ESC 0-/1-h hs-cTnT protocol when implemented in routine care. Adult chest pain patients at 5 EDs in the Skåne Region, Sweden, are included in the trial. The 0-/1-h hs-cTnT ESC protocol supplemented with clinical assessment and electrocardiography (ECG) is implemented at 3 EDs, and the other 2 EDs act as concurrent controls. Outcomes will be evaluated during the 10 months after the implementation and the corresponding 10 months of the previous year. The 2 co-primary outcomes are (a) acute myocardial infarction (AMI) and all-cause death within 30 days in patients discharged from the ED, and (b) ED length of stay of the same patients. Secondary outcomes include the proportion of chest pain patients discharged from the ED and the number of ruled-out patients undergoing objective testing within 30 days. The ESC-TROP trial will determine the performance and applicability of the 0-/1-h hs-cTnT ESC protocol supplemented with clinical assessment and ECG when implemented in routine ED care. It will provide evidence whether 0-/1-h hs-cTnT testing is safe, effective, and feasible, and whether widespread implementation as recommended by ESC guidelines should be supported.
DOI: 10.6084/m9.figshare.157165.v1
title: Identity of Research Data

description: Four (4) images identity of research data where data is at the core of publication consideration.
DOI: 10.6084/m9.figshare.26028622.v2
title: GeoGPT-Data-Release

description: The dataset, GeoGPT-Data, is the experimental data used in the paper "<b>GeoGPT: An Assistant for Understanding and Processing Geospatial Tasks</b>", which has been accepted by the <i>International Journal of Applied Earth Observations and Geoinformation</i> (JAG). If you need to use this dataset, please cite our paper.
DOI: 10.6084/m9.figshare.27923292.v1
title: HJML and FHYL genome assemblies

description: HJML and FHYL genome assemblies
DOI: 10.6084/m9.figshare.3529649.v1
title: Appendix C. Multiple regression relating relative diameter growth rate and mortality rate to functional traits for La Chonta and Barro Colorado Island.

description: Multiple regression relating relative diameter growth rate and mortality rate to functional traits for La Chonta and Barro Colorado Island.
DOI: 10.6084/m9.figshare.5554660.v1
title: Experiment NoMT-SubjectK-161025-0States

description: Experiment in which subject did not perform any mental imagery but passively watched the BCI's user interface, used to establish a baseline.
DOI: 10.6084/m9.figshare.29078033.v1
title: Raw data for locus: Dero_B10F_E01R

description: Raw data for calls locus: Dero_B10F_E01R (see Piaggio et al. 2008)
DOI: 10.6084/m9.figshare.6454973.v8
title: SNU dataset + Quiz

description: <b>1. SNU_thumbnail100.zip</b>SNU Dataset2201 images; thumbnail<br>Red rectangle - diagnosed by biopsyBlack rectangle - diagnosed by clinical impression<br><b>2. quiz.zip</b><br>SNU Dataset; Quiz for AI and Dermatologist240 images; SNU datasetQUIZ.pdfANSWER.xlsxdoctor.xlsxdoctor_AI.xlsxpublic.xlsxpublic_AI.xlsx<br><b>3. quiz2201.zip</b>SNU Dataset; Quiz for AI and Dermatologist2201 images; thumbnail (1.jpg ~ 36.jpg)quiz2201.xlsxquiz2201_AI.xlsx<br>answer.ods<br><b>4. disease code_with_ICD10</b>174 disease classes for the model training <br><br><b># Edinburgh dataset</b>Edinburgh dermofit image library is a commercial library.; https://licensing.edinburgh-innovations.ed.ac.uk/i/software/dermofit-image-library.html<br>
DOI: 10.17632/h9bbkssczz
title: LINF_170010600

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/twc2vmfjrs
title: The advantages of telescopic electrodes in needle electromyography

description: ss and traumaticity of the examination are regarded as serious disadvantages of needle EMG. The author offers a new needle electrode of telescopic construction, new methods and new parameters for evaluation of motor unit territory and neuromuscular system function. The new electrode significantly reduces painfulness and traumaticity of tests, new parameters enable to identify (evaluate) the density of motor units and crossing of motor unit territories. A significant reduction of painfulness and traumaticity of the examination will promote wide use of needle EMG possibly in pediatric patients as well. New methods and parameters enable better evaluation of functional state of motor units and neuromuscular system.
DOI: 10.6084/m9.figshare.5393338.v1
title: EEG Data

description: EEG Data
DOI: 10.17632/vbbc5psvyp
title: Ten Recommendations for Literature Data Generation for Chemical Process Optimization in Renewable Feedstock Conversion

description: Process development of recyclable and renewable feedstocks entails intensive and tedious catalyst and solvent screening and multiparameter process exploration. The solid nature of these feedstocks necessitates highly time-consuming, batch experiments, leading to limited published datasets. Our ability to rapidly advance process development requires a systematic approach to the simultaneous optimization of catalysts, solvents, and processing conditions. One approach toward this goal is to harness and analyze accumulated literature data to develop performance-process correlations. With this goal, we study a prototype biomass reaction, the fructose dehydration to 5-hydroxymethyl furfural (HMF) over zeolite catalysts. We explore literature data to optimize the vast descriptor space of zeolite characteristics, solvents, and process conditions using correlation analysis. We assess the quality of reported literature data and identify where provenance is lacking. We develop apparent kinetic analysis to correlate performance with solvent and catalyst properties. We showcase that solvents and to an extent processing conditions dominate HMF yield; in contrast, zeolites play a secondary role for this chemistry. We provide ten recommendations for improving this methodology to extract further knowledge and improve process optimization.
DOI: 10.6084/m9.figshare.12673235.v1
title: Lightning reconstructed Data

description: Lightning reconstructed Data calculated and used in the paper" Waveform Reconstruction of Lightning Current Based on Output-Error Model and Finite-Difference Time-Domain Method "
DOI: 10.6084/m9.figshare.25039832.v1
title: Pakistan Railways Data 1965-2010

description: Research on railway efficiency was part of my post-doctoral research work at the University of Cambridge
DOI: 10.17632/d4t8bn2vpc
title: Data for: 1D geothermal inversion of the lunar deep interior temperature and heat production in the equatorial area

description: The dataset includes the Python2 scripts for calculating the lunar interior heat production and temperature, along with the text files of the reference temperatures as the input data. The reference temperatures are obtained from the Fig. 3 in Hood and Sonett (1982) "LIMITS ON THE LUNAR TEMPERATURE PROFILE". The inversion algorithm is based on the particle swarm optimization proposed by Kennedy and Eberhart (1995).
DOI: 10.6084/m9.figshare.25574190.v2
title: Data​

description: Results of WUE sensitivity to soil moisture changes
DOI: 10.6084/m9.figshare.28532861.v1
title: wbm-test

description: wbm test data
DOI: 10.17632/68yxfx5m3s
title: Clinical characteristics and misdiagnosis of pyoderma gangrenosum of the head and neck: A retrospective study

description: Supplemental data regarding selection of cases, methodology, limitations, and additional information.
DOI: 10.6084/m9.figshare.11770902.v1
title: dataset.zip

description: Our final dataset comprises of 491,018 class I MHC allele data points covering 161 different HLAs and 64,954 class II MHC allele data points covering 49 different HLAs. The peptide lengths range from 3 to 43 for both classes, while the lengths of amino acid sequences of HLAs range from 180 to 347 for class I and from 85 to 232 for class II. <br><br>We get 451,484 HLA-A*, 39,424 HLA-B* and 110 HLA-C* class I alleles, out of which 379,783 are binding and 111,235 are non-binding. Similarly, we get 64,926 HLA-DRB1*, 22 HLA-DRB3*, 4 HLA-DRB4* and 2 HLA-DRB5* class II alleles out of which 36,035 are binding and 28,919 are non-binding.<br>
DOI: 10.6084/m9.figshare.28450226.v2
title: <b>Trees show </b><b>higher resilience</b><b> than herbs under phosphorus deficit induced by 12-year simulated acid rain</b>

description: Acid rain, with 60% deposition in Asia, may exacerbate plant phosphorus (P) limitation; however, its long-term effects on different plant life-forms remain largely undetermined. Understanding these effects is essential for predicting ecosystem resilience and promoting forest health under environmental change. Herein, we investigated the P status in two tree and two herb species and their rhizosphere soils after 12 years of acid treatment at three pH levels (pH: 4.0, 3.5, and 3.0) in a tropical forest in Southern China. We found that leaf, litter, and root P; leaf N and P resorption efficiency, and their ratios remained stable in trees; however, herb leaf and litter P levels declined. Acid addition reduced inorganic P in tree rhizosphere soil and inorganic and organic P in herb rhizosphere soil. Rhizosphere soil P fractions were more regulated by soil physicochemical properties and less regulated by microbial community in trees than herbs. Under long-term simulated acid rain, stable tree P status benefited from soil inorganic P depletion, and herbs partially met their P requirements via biological mineralization of soil organic P. These distinct P-associated responses and acquisition strategies provide insights into safeguarding forest health among plants of different functional types under long-term acid rain events.
DOI: 10.6084/m9.figshare.28868849.v1
title: A long-tailed distribution time-series dataset in boiler equipment

description: Industrial boilers are critical in various industries, transforming fuel’s chemical energy into heat energy in the form of steam. These equipment primarily serve sectors such as power generation, chemicals, metallurgy, and paper production, providing essential heat and steam. Time series analysis of boiler parameters offers valuable insights into the interactions of various operational factors, enabling optimization of settings and extending the equipment’s service life. However, due to the challenging operational environments and data transmission issues, sensors often record incomplete or erroneous data. This study focuses on collecting operational data from a coal-fired boiler at a chemical plant in Zhejiang. By preprocessing this flawed data, we generate a high-dimensional time-series dataset that includes key operational parameters like pressure, temperature, flow rate, and oxygen levels. Using the boiler outlet steam temperature as a key indicator of equipment condition, the dataset also reveals long-tailed distributions, offering a foundation for addressing long-tailed issues in industrial equipment analytics.
DOI: 10.17632/3vnxb8rs8h
title: Resonant infrasonic disturbances in Total-Electron-Content during a severe thunderstorm on October 23, 2021 [dataset]

description: Supplementary material for “Resonant infrasonic disturbances in Total-Electron-Content during a severe thunderstorm on October 23, 2021” these data were collected over South America region, with the following systems: 

- RINEX: IBGE (Instituto Brasileiro de Geografia e Estatistica) under the network RBMC (Rede Brasileira de Monitoramento Continuo) with open access for research and non-commercial use;
- RINEX: RAMSAC (Red Argentina de Monitoreo Satelital Continuo) with open access for research and non-commercial use, https://doi.org/10.1785/0220170162;
- RINEX: REGNA-ROU (Red Geodésica Nacional Activa de Uruguay) data is available with open access for research and non-commercial use;
- NetCDF: Instituto Nacional de Pesquisas Espaciais (INPE) under the system CPTEC (Centro de Previsão de Tempo e Estudos Climáticos), Cloud Top Brightness Temperature with open access for research and non-commercial use.
DOI: 10.17632/hpvwt86cn9
title: Effects of high intensity intermittent training on lipid profile and blood glucose overweight/obese university students

description: Subjects
Quasi-experimental type study. The population corresponded to 106 students between the ages of 18 and 24 who attended the gym of the María Cano University Foundation, Neiva, during the second period of 2019. The sample was selected in a random probabilistic way using Microsoft Excel and corresponded to 30 students, according to the formula for finite populations. 
Inclusion and exclusion criteria
The students, including were active members at the María Cano gym during 2019, who signed the informed consent and presented a BMI Body Mass Index greater than 25 kg / m2 (overweight). Those students who did not complete all the assessment and training sessions were excluded.
Ethics
The research follows resolution 008430 and the Declaration of Helsinki. Likewise, the ethics committee of the María Cano university foundation a university in Colombia approved the investigation, through the extraordinary session # 02 of 2019.
Initially, each of the research participants was made aware of the purpose, benefits, and risks. In the same way, the participant fills out the informed consent, which was used as support to verify the desire to be part of the research process.
Procedures
The members of the sample were randomly assigned into two groups of 15 students, thus leaving a control group (continuous training): 15 and an experimental group (high-intensity intermittent training: 15. However, only 14 students received all intervention sessions. It is highlighted those various studies take samples of less than 40 people: 35 people14 16 people15, 32 participants16, 24 participants17, 32 participants18 Each student voluntarily signed the informed consent, thus accepting participation in the research. 
Instruments
Lipid profile: to assess this variable, laboratory blood tests were applied to each of the participants before and after the intervention. The exams were carried out between 6 and 7 in the morning, with a previous fast> 12 h. HDL, LDL, Triglycerides, and VLDL values were analyzed.
Glucometry: To measure blood glucose, the Prodigy Auto Code lot # 107120005 brand glucometer with Prestige Suave lancets was used. All participants attended a fast from 8 to 12 hours between 6:30 and 7:30 a.m.
Data analysis
The data were entered into a matrix in Microsoft Excel and then exported to the statistical program (SPSS) version 24 where frequencies of all the variables for each group were generated. The database was stored in Mendeley Data. Likewise, was applied the Shapiro-Wilk test in order to identify whether the variables had a normal distribution. Also, was used the t-test to compare the quantitative parametric variables between the two groups. Finally, the Student's and in the case of comparison of non-parametric variables, the Wilcoxon test was used with a level of statistical significance of p <0.05.
DOI: 10.17632/kvt2s9ryk7
title: Radiative closure tests of collocated hyperspectral microwave and infrared radiometers

description: This dataset includes the collocated observational data from radiosondes, High Spectral Resolution Airborne Microwave Sounder (HiSRAMS), and Atmospheric Emitted Radiance Interferometer (AERI), along with radiative forward model simulation data for three field campaigns in Ottawa, Canada. These data are used to produce the figures in the paper "Radiative closure tests of collocated hyperspectral microwave and infrared radiometers" by Liu et al.
DOI: 10.25452/figshare.plus.27209658.v1
title: <b>DDS2 - Dataset of patch images derived from sputum smear microscopy images for the development of bacillus detection methods</b>

description: <b>DDS2 - Dataset of patch images derived from sputum smear microscopy images for the development of bacillus detection methods</b>This is a dataset of 40x40 pixels-patches extracted from digital field images of smear microscopy for tuberculosis. It contains 13,977 positive patches, with the bacillus centered in position (20,20) and 14,010 negative patches. The file name indicates if the patch is positive (S01TR1T022<b>PP</b>1, for example) or negative (for example, S01TR1T107<b>NP</b>1). This dataset was generated to enable the training, validation, and testing of algorithms for bacilli detection. DDS2 and DDS1 data sets differ in the number of patches and the fact that in DDS1 each positive patch has a mask with the bacilli segmented and in DDS2 the identification of whether the patch is positive or negative is in the <b>file name</b>.The folders are individually stored as tar.gz archives, for a total size of 83 MB.
DOI: 10.6084/m9.figshare.6610229.v1
title: Pfam 18 IDs from http://www.transcriptionfactor.org

description: Stable image for data on this webpage (no alteration)<br>http://www.transcriptionfactor.org/Download/pfam_18.dbds.v2.03.txt<br>From:<br>Derek Wilson, Varodom Charoensawan, Sarah K. Kummerfeld and Sarah A. Teichmann, DBD - taxonomically broad transcription factor predictions: new content and functionality <i>Nucleic Acids Research</i> 2008 doi: 10.1093/nar/gkm964.
DOI: 10.6084/m9.figshare.7422785.v1
title: Supplementary Material for: A Systematic Review and Meta-Analysis of Molecular Biomarkers Associated with Early Neurological Deterioration Following Acute Stroke

description: <b><i>Background:</i></b> Early neurological deterioration (END) following acute stroke is associated with poorer long-term outcomes. Identification of patients at risk could assist early monitoring and treatment decisions. This review summarised the evidence describing non-radiological biomarkers for END. <b><i>Summary:</i></b> Electronic searches from January 1990 to March 2017 identified studies reporting a blood/cerebrospinal fluid (CSF)/urine biomarker measurement within 24 h of acute stroke and at least 2 serial assessments of clinical neurological status (&lt; 24 h and &lt; 7 days). Out of 12,895 citations, 82 studies were included, mostly focusing on ischaemic stroke. Using higher neurological thresholds, the n-weighted END incidence for ischaemic stroke was 11.9% (95% CI 11.4–12.4%) and 18.6% (17.9–19.2%) for lower thresholds. Incidence decreased with advancing study publication year (Pearson r-squared 0.23 and 0.15 for higher and lower threshold studies). After classification into 3 broad categories, meta-analysis showed that biomarkers associated with increased END risk (n; fixed-effects mean difference; 95% CI) were “metabolic” (glucose [<i>n</i> = 9,481; 0.90 mmol/L; 0.74–1.06], glycosylated haemoglobin [<i>n</i> = 3,146; 0.33%; 0.19–0.46], low-density lipoprotein [<i>n</i> = 4,839; 0.13 mmol/L; 0.06–0.21], total cholesterol [<i>n</i> = 4,762; 0.21 mmol/L; 0.11–0.31], triglycerides [<i>n</i> = 4,820; 0.11 mmol/L; 0.06–0.17], urea [<i>n</i> = 1,351; 0.55 mmol/L; 0.14–0.96], decreasing albumin [<i>n</i> = 513; 0.33 g/dL; 0.05–0.61]); “inflammatory and excitotoxic” (plasma glutamate [<i>n</i> = 688; 60.13 µmol/L; 50.04–70.22], CSF glutamate [<i>n</i> = 369; 7.50 µmol/L; 6.76–8.23], homocysteine [<i>n</i> = 824; 2.15 µmol/L; 0.68–3.61], leucocytes [<i>n</i> = 3,766; 0.54 × 10<sup>9</sup>/L; 0.34–0.74], high-sensitivity C-reactive protein [<i>n</i> = 1,707; 3.79 mg/L; 1.23–6.35]); and “coagulation/haematological” (fibrinogen [<i>n</i> = 3,132; 0.32 g/L; 0.25–0.40]; decreasing haemoglobin [<i>n</i> = 3,586; 2.38 g/L; 0.15–4.60]). <b><i>Key Messages:</i></b> Declining incidence of END may represent improving care standards; however, it remains a frequent occurrence. Although statistical associations exist between biomarkers and an increased risk of END, the most promising still need prospective evaluation to determine their additional value relative to baseline radiological and clinical characteristics.
DOI: 10.17632/52742zgp59
title: Dataset of Gender and Age Group Characteristics of Asymptomatic SARS-CoV-2 Positive Patients in Bandung, Indonesia

description: This database contains data of age group, gender, and presence of symptom on SARS-CoV-2 PCR test patients who got tested in Bandung Health Office Biosafety Level-2 Laboratory. This database is an integration between two databases, Allrecord TC-19 and Assessment Questionnaire No. 7 from 4th Edition Guidelines for COVID-19 Prevention and Risk Mitigation owned by The Ministry of Health. Our database could be an insightful source for describing pattern between asymptomatic and symptomatic SARS-CoV-2 positive patients and their age group as well as gender characteristics at Bandung, Indonesia.