cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/ddfnvp4v67
title: Dataset on Integrated Solid Desiccant Packed Bed - Oscillating Heat Pipe Systems

description: This experimental dataset for Integrated Solid Desiccant Packed Bed-Oscillating Heat Pipe System contains raw temperature data obtained from Fully Packed Bed (FPB), Small Annulus Packed Bed (SAPB), Medium Annulus Packed Bed (MAPB) and Large Annulus Packed Bed (LAPB) all respectively integrated with Helically Coiled Oscillating Heat Pipes (HCOHPs) charged respectively with Ethanol (EOHP), Methanol (MOHP), and Deionized Water (WOHP).  The packed beds were filled with silica gel (Silicon Dioxide/SiO2) of particle size between 3.35mm-4.75mm. The annulus packed beds were in Heggs et al (1994) Z configurations described by their annular dimensions as small (SAPB), medium (MAPB) and large (LAPB) corresponding to diametrical ratios (Do/Di) of 2, 2.35 and 3.08, respectively.
The data are mainly raw temperature data from Omega K-type thermocouples inserted in three designated Mass Transfer Zones (MTZ 1, MTZ 2 and MTZ 3), corresponding Walls (Wall 1, Wall 2, and Wall 3), Evaporators (Evap), Condensers (Cond), and Adiabatic Sections (Adiab) of each HCOHP integrated with a packed bed. Each packed bed was integrated with three (3) HCOHPs containing the same working fluid. Each HCOHP had two (2) thermocouples on their adiabatic sections and three (3) thermocouples installed on their evaporators and condensers respectively. The HCOHPs were numbered 1, 2 and 3 and the position of thermocouples on each component were labelled a, b, and c. For instance, the first evaporator would be labelled Evap_1 and where the thermocouple is located can be identified by say Evap_1a indicating the thermocouple is on the first position on the 1st evaporator.  The ambient temperature data are also presented for each integrated system. The inlet and outlet pressures of each packed bed obtained as electrical pulses in Voltage and converted into Pascal (Pa) are captioned as Derived Pressure in Pa. Inlet and outlet air temperature, velocity and relative humidity obtained from Sentry ST732 Hotwire Anemometers and AZ 8829 Temperature and RH% data loggers are on the Inlet and Outlet Data Tabs. The dataset has seven (7) spreadsheets each for a packed bed configuration type integrated with the EOHP, MOHP or WOHP. For instance, for SAPB integrated with the HCOHPs i.e., EOHP, MOHP, and WOHP respectively, the combinations are SAPB-EOHP, SAPB-MOHP and SAPB-WOHP respectively. Each combination is presented on separate Tabs on the spreadsheet with its test run number such as SAPB-EOHP 1, SAPB-MOHP  1 and SAPB-WOHP 1 for test run 1 and SAPB-EOHP 2, SAPB-MOHP 2 and SAPB-WOHP 2 respectively for test run 2. The annulus packed bed configurations integrated with the HCOHPs have data for two test runs presented. Only one test run data is presented for the fully packed bed (FPB) namely FPB-EOHP, FPB-MOHP and FPB-WOHP respectively with respective inlet and outlet conditions data.
DOI: 10.17632/hspzvchxnm
title: LINF_050006600

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/494s2mxykt
title: FOCOS: Semi-professional vs Amateur SSG Gk+4v4+Gk

description: Dataset 
Semi-professional football players (n = 8) and amateur football players (n = 8)
Protocol: SSG GK+4v4+Gk in double area
Type: .sav (SPSS)
DOI: 10.17632/hd583m75ng
title: Data for: Analysis Effects of Exposuretime on Long Steel Stainless Steel Material Proper Which Experiance Stress Corrosion Cracking

description: This research was carried out by first testing using the Spring Loaded Fixture type in accordance with ASTM G49 and E 292 for the experimental method and specimen geometry respectively. Initiation of SCC failure begins with pitting corrosion and thinning attacks to date stress reaches the highest strength Furthermore, in this case the aim was to determine the characteristics of failure of SCC Austenitic stainless steel AISI 304, AISI 316, and 316L in Glycerol solution with four variations of chloride concentration, namely 50, 6,000, 9,000, and 12,000 ppm, two types of initial tensile stress, namely 50 % and 70% Yield Strength from each material test, and 150 oC constant temperature.Failure occurs in catastrophic and brittle (transgranular) fractures. AISI 304 is more vulnerable to all experimental conditions. All material tests did not fail for 50 ppm chloride concentration up to 556 hours of exposure time. The more concentration and chloride concentration is given, the crack speed becomes higher by shortening the failure time
DOI: 10.17632/ppb2kbtzxk
title: Data for: A Sampling System for Flowing Powders based on the Theory of Sampling

description: This file contains the NIR calibration and test sets for the developed PLS calibration models of this research.
DOI: 10.17632/r9s6bkmmyg
title: Data from: Interprofessional Education at a Brazilian public university - a document analysis 

description: Considering the need to prepare health care students for interprofessional collaborative work, Interprofessional Education (IPE) should be incorporated into course curricula. For this, it is not necessary to create new curricula, but to restructure what is already being done. This dataset refers to the research that aimed to analyze the curricula of undergraduate health courses from the perspective of Interprofessional Education in a Brazilian public university. 
The curricula were accessed through the university's academic system. Thirteen curricula were analyzed, and the data were collected by two researchers together in the year 2021. The data were analyzed using content analysis, in the thematic modality (Minayo et al., 2016).
Data extraction was based on an adapted quality assessment guide for IPE in the educational context (Barr, 2003). Data organization was done in tables in Microsoft Excel and Word programs.  The "highligth" feature was used to color similar themes and categories. 
Each curriculum was analyzed individually, following the steps of: extraction of significant themes (literal excerpts), grouping of themes with similarity and establishment of initial categories by grouping excerpts, establishment of intermediate categories and, finally, final categories. A total of 37 categories emerged from the individual curriculum analysis.
The categories of each analyzed curriculum were grouped by similarity, emerging it big final categories. From the 37 categories, three final categories composed the research emerged: "Curricular organization and interprofessionalism", Education guided by social reality and health needs", and "Learning for interprofessional action". In the category "Curricular organization and interprofessionalism" the courses do not present free periods in the curriculum, with space for optional subjects in different periods. In the category "Education guided by social reality and health needs", the courses propose an education based on patients' health needs in the Brazilian public health system. In the category "Learning for interprofessional action" the term "multiprofessional" characterizes learning to work in teams, with a discrete number of interprofessional disciplines.
DOI: 10.17632/35g6bmk6d3
title: Data for: Kinematic and paleomagnetic restoration of the Semail Ophiolite (Oman) reveals subduction initiation along an ancient Neotethyan fracture zone

description: Paleomagnetism.org files with the data presented in this paper
DOI: 10.17632/wb3mjrn6sx
title: Data for: Sampling silver coins, artefacts, and ores for combined Pb and Ag isotope analysis

description: Figure SM1: (a-b) 206Pb-normalized, (c-d) 204Pb-normalized, and (e-g) 208Pb-normalized diagrams of lead isotopic compositions of ores. (h-i) Diagrams of the geochemical parameters µ, k, and µk of ores. Figure SM2: (a-b) 204Pb-normalized, (c-d) 206Pb-normalized, and (e-f) 208Pb-normalized diagrams of lead isotopic compositions of drilled coin samples. (g-h) Diagrams of the geochemical parameters µ, k, and µk of drilled coin samples. Table 1. Pb and Ag isotopic compositions of sulfide ores, including the Pb isotope-derived geochemical parameters. Samples are sorted according to their model age groups. Table 2. Pb and Ag isotopic compositions of soft- and hard-etched and drilled silver coins, including the Pb isotope-derived geochemical parameters. Type, origin, age, and weight of the coins also are listed.
DOI: 10.17632/zvwn9kcd7c
title: The effect of different combinations of practice schedules on motor response stability during practice

description: Studies in motor learning have indicated that relative and absolute timing dimensions are modulated by factors that modify response stability among trials. One of these factors is the combination of constant and variable practices. Although studies are investigating the combination of practice schedules, these studies used measurements that did not separately assess performance and motor response. This study aimed to investigate the effect of different combinations of practice schedules on motor response stability during practice. Participants performed a sequential key-pressing task with two goals: (1) to learn the relative timing dimension and (2) the absolute timing dimension. Participants were assigned to one of two groups: constant-variable or variable-constant. Our findings indicate an influence of the increase in variability over the practice in the constant-variable group. Specifically, the increase of variability of total time at the second half (constant-variable group) of practice was followed by the maintenance of the same level of cross-correlate between absolute timing error and variability of total time. Finally, our findings support the notion that practicing in a constant schedule favors the relative timing dimension of learning regardless of the order in which the constant practice is provided.
DOI: 10.17632/jv5r64bv7n
title: Data for: Integrating deep convolutional neural networks with marker-controlled watershed for overlapping nuclei segmentation in histopathology images

description: This dataset contains three files: 1) the source code of our method, 2) the results of our method by testing on public Dataset (https://nucleisegmentationbenchmark.weebly.com/), 3) the gif picture, which shows the effect of our method applied in the whole slide image. In our paper, we present a novel and efficient computing framework for segmenting the overlapping nuclei by combining Marker-controlled Watershed with our proposed convolutional neural network (DIMAN). We implemented our method based on the open-source machine learning framework TensorFlow and reinforcement learning library TensorLayer.This repository contains all code used in our experiments, incuding the data preparation, model construction, model training and result evaluation. For comparison with our method, we also utilized TensorFlow and TensorLayer to reimplement four known semantic segmentation convolutional neural networks: FCN8s, U-Net, HED and SharpMask.
DOI: 10.17632/rggyy48rg6
title: Spatiotemporal analysis of vascular and T cell during ESCC progression

description: Quantitative in situ 3D analysis data of esophageal mucosal vessels and CD3+ T cells across five stages during ESCC development in a 4NQO-induced mouse model using Imaris (v.10.0.0)
DOI: 10.17632/c2fdk3mhys
title: Breast_cancer_Cali

description: Data from quality life questionnaries: QLQ-C30 and QLQ-BR23 in a cohort of Women with breast cancer in Cali, Colombia - 2020.
DOI: 10.17632/gkc753r7xm
title: Dataset for ‘‘Test study on mechanical properties of compound municipal solid waste incinerator bottom ash premixed fluidized solidified soil’’

description: Dataset for ‘‘Test study on mechanical properties of compound municipal solid waste incinerator bottom ash premixed fluidized solidified soil’’
DOI: 10.17632/d742ccty5f
title: Data regarding the AlMo0.5NbTa0.5TiZr refractory high entropy superalloy 

description: The following data contains the raw data used to describe the AlMo0.5NbTa0.5TiZr refractory supealloy, in the as-cast and annealed (1400 °C, 24 h) states using XRD, SEM, TEM and EDX analysis. This data is used for determination of the present phases and their volume fraction, grain size, phase size and chemical composition of the individual phases, for both states. This data is used to compare CALPHAD equilibrium and Scheil calculations.  The XRD data is presented in Excel files, and the simulated patterns for identification of the phases are presented in .cel files produced using the PowderCell program. The TEM micrographs are divided in as-cast and annealed, and the mode used for the analysis is in the name of the archive, as well as the conditions used for taken the image. The phase size of each specimen was determine using ImgaeJ and it is presented in Excel files. The SEM micrographs are presented as BSE (Backscattered Electron) images used to determine the grain size and the volume fraction of one of the phases in both states and the EDX data is presented as .docx, .pptx and the EDX maps are presented as raw data.
DOI: 10.17632/k2jrtft6t8
title: Load Deflection Values and Mix Design

description: Load, strain gauge value and corresponding deflection value Mix design according to Indian Standard
DOI: 10.17632/3yxg5rvt4g
title: Archive2025Feb_12

description: Raw data_MRC_Archive2025Feb_part_12
DOI: 10.17632/pk98wm9j52
title: Isotherm, kinetic, thermodynamics and reusability data on the adsorption of antidepressant onto silver nanoparticle-loaded biowaste

description: Raw data for the manuscript entitled "Isotherm, kinetic, thermodynamics and reusability data on the adsorption of antidepressant onto silver nanoparticle-loaded biowaste" by Kovo G. Akpomie and Jeanet Conradie. The dataset 1 is associated with the effect of adsorbent dosage. Dataset to is related to the effect of concentration and isotherm. Dataset 3 is associated with the influence of time and kinetics, while dataset 4 corresponds to the effect of temperature and thermodynamics for the adsorption of antidepressant.
DOI: 10.17632/9vx94gvh7v
title: Supplemental Material for Manuscript: Merkel cell carcinoma after Solid-Organ Transplantation

description: Supplementary material for manuscript: " Clinicopathological Features, MCPyV Status and Outcomes of Merkel Cell Carcinoma in Solid-Organ Transplant Recipients: A Retrospective, Multicenter Cohort Study”. Ferrándiz-Pulido C. et al.
DOI: 10.17632/d68zj7z7nf
title: Effect of time-restricted eating on neurovascular coupling response in older adults: A pilot trial

description: Aging results in significant impairment of cerebromicrovascular endothelial function, which promotes neurovascular coupling (NVC) dysfunction and is linked to the genesis of cognitive decline. Time-restricted eating (TRE) can improve macrovascular endothelial function, but its effect on cerebrovascular function remains unclear. We hypothesized that TRE can improve NVC responses in older adults. 

Functional near-infrared spectroscopy (fNIRS) measurements were performed using a NIRScout platform (NIRx Medical Technologies LLC, NY, USA). The system was equipped with 16 sources (F3, AF7, AF3, Fz, Fpz, AF4, F4, AF8, FC6, C4, FC2, CP2, FC1, CP1, C3, FC5) emitting light at two different wavelengths (760 and 850 nm) and 16 photodetectors (F5, F1, Fp1, AFz, F2, Fp2, F6, AFF6h, C6, CC4, CP4, C2, C1, FC3, CP3, C5).

This dataset was collected for a pilot study that explored the relationship between TRE and NVC response in healthy older adults. The heatmap of the distribution of oxygenated hemoglobin (HbO) in the cortical tissues during a working memory task (N-back task) indicated significant improvements in NVC response in the prefrontal and mortor cortices after 6 months of TRE. 

Further features of fNIRS data could be explored to gain insight into what parameters of cerebral hemodynamics are most sensitive to fasting and the relationship between time-restricted eating and functional connectivity in the frontal cortex.

However, the following limitations must be noted: (1) this pilot study included a small sample size (n=6), and (2) this dataset does not include data on neuronal networks, which is another component of the neurovascular unit.
DOI: 10.17632/dfdkv7g6h7
title: The Determinants of Credit Default of Moroccan Middle- Classes

description: The Survey “The Determinants of Credit Default of Moroccan Middle-Classes” is a household level cross-sectional dataset of 2000 observations that was commissioned to collect detailed information about the financial and demographic characteristics of Moroccan households during August and September 2014. A non-probability sampling by marginal quotas was used to determine our sample as there are no other national household data available. It provides a rich source to study the debt holding, repayment and spending behavior of a representative sample of Moroccan families.
DOI: 10.17632/5ssr25z493
title: Valid and invalid foot contacts on force platforms during gait analysis - A dataset for automated classification

description: Background
The incorporation of force platform data, i.e., ground reaction force (GRF) and center of pressure (COP), in biomechanical gait analysis requires valid foot contacts on the force platforms. Foot contacts are considered valid if the foot has complete and exclusive contact with a force platform while the other foot does not touch this force platform. Compliance with these criteria is usually assessed subjectively by visual inspection by the person conducting the gait analysis.

Research question
Can the assessment to distinguish between invalid and valid foot contacts on a force platform during gait analysis be automated using a machine learning model?

Methods
Twenty healthy participants (10 female and 10 male) underwent gait analysis using GRF and COP measurements during the stance phases on one force platform (Kistler, Switzerland). Six typical cases of invalid foot
contacts in force platform measurements were simulated, with simple and diffcult valid and invalid foot contacts recorded in each case. Each measurement was classified by two examiners through visual inspection and two video recordings (Qualisys, Sweden) of the lower body. A Support Vector Machine (SVM) was trained to distinguish valid and invalid foot contacts on the force platform based on preprocessed GRF and COP time-series signals. different combinations of GRF and COP data as input to the SVM were evaluated.

Results
Using a combination of anterior-posterio and medio-lateral COP as input to the SVM achieved the highest accuracy of 96.6% (100% of simple cases and 93.2% of diffcult cases).

Significance
The development of an automated classification model based on machine learning has the potential to enhance the precision of foot contact assessments on force platforms during gait analysis. This can benefit experimental procedures by improving the quality of data and increasing the usability of (publicly) available datasets through simplified data cleaning.

Keywords:
ground reaction force, GRF, center of pressure, COP, support vector machines, SVM, pattern recognition

Published Dataset
The data collected for this study is shared publicly for reproducibility and as a benchmark for similar approaches. The .c3d files contain the raw, unprocessed analog force plate data (Kistler 9287CA, 60x90cm, 400Hz). The pre-processed data is shared as .csv file(s) - either separated by channel or all in one file. The recorded videos cannot be published for data privacy protection reasons. The metadata for each subject and each study is also available in .csv format.
DOI: 10.17632/kmbctyg57s
title: Self-regulated learning and university students' digital behaviors in an online L2 learning environment examined using learning analytics

description: The present study investigates L2 learners’ digital behaviors, using 124 university students who enrolled in a blended learning course. University participants’ online learning behaviors were investigated through learning analytics. Learning analytics is a research method which collects learners’ log data in order to analyze their online behaviors. The findings of this research may be useful when designing and managing an online L2 learning program.
DOI: 10.17632/ncv5dk99fp
title: Data for: Effect of altering photocrosslinking conditions on physical properties of alginate gels and survivals of photoencapsulated cells

description: Raw data of swelling, degradation, elastic modulus, cell activity and cell proliferation.
DOI: 10.17632/rfb88fjpk8
title: Data for: First report of myiasis in dogs caused by Cochliomyia hominivorax (Coquerel 1858) in Colombia: clinical, risks factors and therapeutic considerations.

description: This paper reports for the first time in Colombia, two myasis cases caused by Cochliomyia hominivorax . Clinical examination in both patients revealed fever and a large wound at the palpebral level on the right side, and multiple perforating wounds in the right posterior limb where larvae were found . The treatment applied was the manual removal of larvae in the dogs, and subsequent eye enucleation due to the total loss of the upper right eyelid and the severe mechanical damage that the cornea received. Treatment was reinforced with Cephalexin, Meloxicam. T he larvae were sent to the Parasitology laboratory of the University of Santander for identification. It concluded that the larvae were identified as Cochliomyia hominivorax
DOI: 10.17632/vsbd5m9f93
title: PPI binding affinity Prediction through deep learning 

description: A prediction tool for predicting the binding affinities and dissociation constants of protein complexes using a machine learning and deep learning method based on the protein sequence is developed. 
The steps to run the tool is as follows.
The first command set FLASK_APP=app.py sets the environment variable FLASK_APP to app.py, which is the name of the Flask application file. The second command set FLASK_ENV=development sets the environment variable FLASK_ENV to development, which indicates that Flask should run in development mode. The third command flask run -p 3121 explain is running the Flask application by executing the flask run command with the additional argument -p 3121, which specifies that the application should be run on port 3121.the Flask application is running on the local development server at the address http://127.0.0.1:3100. The message also indicates that the server is set to automatically restart when changes are made to the code (* Restarting with stat).
DOI: 10.17632/f8hf24hfg9
title: Data for: Incidence of Podosphaera clandestina on sweet cherries (Prunus avium) and the influence of postharvest handling practices on the survival of conidia on harvested fruit

description: The file contains data from all the experiments used and listed in the manuscript. The qPCR analysis, calculations and standards are also listed in the file, in different tabs.
DOI: 10.17632/x3sw5z2bg9
title: Remdesivir potently inhibits SARS-CoV-2 in human lung cells and chimeric SARS-CoV expressing the SARS-CoV-2 RNA polymerase in mice.

description: Model of the elongating SARS-CoV-2 polymerase complex generated based on a homology model which used the cryo-EM structure of apo SARS-CoV as a template (PDB: 6NUR)