cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.7448231.v1
title: Qualitative data from a pilot study of the the SuperTowel (an alternative hand cleaning product for humanitarian crises)

description: This data relates to research conducted in a refugee camp in Ethiopia. The research aimed to understand the acceptability and use of the SuperTowel - a product designed to make it easier for crisis-affected populations to clean their hands in emergencies. <br>The SuperTowel is a microfiber fabric with a antimicrobial treatment applied to it. When dipped in water and wiped on hands it removes germs from hands and then the antimicrobial treatment kills pathogens. The treatment is permanent, does not use toxic chemicals and has been proven in controlled laboratory conditions to be as efficacious as handwashing with soap. <br><br>This dataset includes transcripts from three focus group discussions and 19 household interviews. The households that were interviewed trailed using the SuperTowel over a period of 13 days and the transcripts reflect discussions held on the first day of the trial, mid-way through the trial, and at the end of the trial. The FGDs were designed to compare the SuperTowel to other hand cleaning products and to understand whether the SuperTowel could be used intuitively with minimal direction.
DOI: 10.17632/6frgr2bj94
title: Workforce Characteristics of Non-Physician Clinicians in Dermatology in the United States

description: Supplemental Methods for Workforce Characteristics of Non-Physician Clinicians in Dermatology in the United States
DOI: 10.17632/963773yt24
title: COMPUTATION OF ACTIVE CLAY CONTENT USING ATTERBERG LIMITS PARAMETERS

description: This paper presents an analysis of more than 300 Atterberg limit and clay content test results collected from the literature. The correlation between the Atterberg limits and active clay is discussed. Simple models of computing active clay content are presented. The proposed models were found to estimate the active clay content within the statistical testing bound of ±12 given in AASHTO T88-10.
DOI: 10.17632/ssh6hm7whz
title: Inflation Expectations and Risk Premia in Emerging Bond Markets: Evidence from Mexico

description: Description of data and files provided to facilitate replication of the results reported in the paper titled "Inflation Expectations and Risk Premia in Emerging Bond Markets: Evidence from Mexico" by Remy Beauregard, Jens H.E. Christensen, Eric Fischer and Simon Zhu.
DOI: 10.6084/m9.figshare.25353283.v1
title: Oblivion Results

description: <b>Oblivion Results </b>is a TXT dataset which contains the report files generated in the experimental phase of Oblivion's development. Knowing the SHA256 hash of a file of interest, if this file is present in our list, the relative report can be consulted.The set is organized as follows:<i>logs </i>contains the hash lists of files analyzed. Additionally, we provide hash lists of files that did not complete the analysis, including the error returned by Oblivion.<i>results </i>contains the actual reports. These are human-readable files used to assess the operations carried out by the macro. This folder is further organized in <b>Word</b> and <b>Excel</b> related reports.Instructions:This dataset is designed for human consumption. Use the Pandas Dataframes provided in <i>logs</i> to retrieve your file(s) of interest. If the hash is in the <i>successful_files </i>list, a report can be found in the <i>results</i> folder.
DOI: 10.17632/cr6jp278vc
title: Financial dataset of Indonesia Manufacturing Industry

description: The dataset spans a period of nine years, from 2013 to 2021, and encompasses financial information from firms listed on the Indonesia Capital Market. A total of 128 manufacturing firms are represented in this dataset, culminating in a dataset size of 1024 data points
DOI: 10.17632/2m3r9csbmd
title: Marginal Healthcare Expenditures for Melanoma Care in the United States: A Cross-sectional Study

description: Supplemental file for the manuscript titled "Cross-Sectional Analysis of Marginal Expenditures Associated with Melanoma Care in the United States" is provided here for review purposes and benefit of readers
DOI: 10.17632/ffz8d4md3j
title: Chemical and Chemical-Mechanical Polishing of Surface Roughness on PBF-LB/GRCop-42 Cu-Cr-Nb Additive Manufactured 10 GHz RF Structures

description: Powder Bed Fusion-Laser based (PBF-LB) allows Additive Manufacture (AM) of lower hybrid current drive (LHCD) RF launchers from Glenn Research Copper, a Cr2Nb precipitation hardened alloy (GRCop-42) in configurations unachievable with conventional machining. Rough surfaces in AM components increase RF losses and lead to arcing in high-power vacuum RF applications. Chemical polishing, chemical-mechanical polishing, or a combination of both were utilized to planarize the internal surfaces of RF structures, resulting in surface roughness as low as Ra = 0.2 µm. Refinement in polishing techniques now enables GRCop-42 alloys (4 at. % Cr, 2 at. % Nb) to achieve similar surface roughness to GRCop-84 (8 at. % Cr, 4 at. % Nb) and equivalent cavity losses to extruded oxygen-free copper waveguides at 10 GHz.
DOI: 10.17632/kc7wmn3rcs
title: Ex vivo modelling of drug efficacy in a rare metastatic urachal carcinoma.
DOI: 10.17632/yrxp6gpjw2
title: Blue Light Metabolic

description: This data contains the results of an experimental project that investigates the effect of blue light on rats exposed to different sources. There are biochemical, ELISA, weight and estrous cycle parameters.
DOI: 10.6084/m9.figshare.3850728.v1
title: Price comparison of high-cost originator medicines in European countries

description: <b>Background</b>: In recent years, high-cost medicines have increasingly been challenging the public health budget in all countries including high-income economies. In this context, this study aims to survey, analyze and compare prices of medicines that likely contribute to high expenditure for the public payers in high-income countries. <b>Methods</b>: We chose the following 16 European countries: Austria, Belgium, Denmark, Finland, France, Germany, Greece, Hungary, Ireland, Italy, the Netherlands, Portugal, Sweden, Slovakia, Spain and United Kingdom. The ex-factory price data of 30 medicines in these countries were collected in national databases accessible through the Pharmaceutical Price Information (PPI) service of Gesundheit Österreich GmbH (Austrian Public Health Institute). <b>Results</b>: The ex-factory prices (median) per unit (e.g. per tablet, vial) ranged from 10.67 cent (levodopa + decarboxylase inhibitor) to 17,000 euro (ipilimumab). A total of 53% of the medicines surveyed had a unit ex-factory price (median) above 200 Euro. For two thirds of the medicines, price differences between the highest-priced country and lowest-priced country ranged between 25 and 100%; the remaining medicines, mainly low-priced medicines, had higher price differential, up to 251%. Medicines with unit prices of a few euros or less were medicines for the treatment of diseases in the nervous system (anti-depressants, medicines to treat Parkinson and for the management of neuropathic pain), of obstructive airway diseases and cardio-vascular medicines (lipid modifying agents). High-priced medicines were particularly cancer medicines. <b>Conclusion</b>: Medicine prices of Greece, Hungary, Slovakia and UK were frequently at the lower end, German and Swedish, as well as Danish and Irish prices at the upper end. For high-priced medicines, actual paid prices are likely to be lower due to confidential discounts and similar funding arrangements between industry and public payers. Pricing authorities refer to the higher undiscounted prices when they use price data from other countries for their pricing decisions.
DOI: 10.17632/fyzhnbxybt
title: Evaluation of toroidal harmonics

description: Abstract Three algorithms to evaluate toroidal harmonics, i.e., Legendre functions of integral order and half-odd degree of the first and second kinds for real arguments larger than one, are presented. The first algorithm (DTORH1) allows the evaluation of the set {P_(n-1/2) ^m (x), Q_(n-1/2) ^m (x)} for fixed (integer and positive) values of m and n = 0, 1, ..., N. The algorithms DTORH2 and DTORH3 extend the method used in DTORH1 to obtain th... Title of program: DTORH1, DTORH2, DTORH3 Catalogue Id: ADKV_v1_0 Nature of problem We include three codes to evaluate toroidal harmonics: DTORH1: This code evaluates toroidal harmonics (TH) of the first and second kinds for a given order m, from the lowest (positive) degreee (n=0) to a maximum degree n = N in the same run. DTORH2: This code evaluates toroidal harmonics of the first and second kinds Pm(n-1/2)(x) and Qm(n-1/2)(x) for orders m = 0,...,M and degrees n = 0,...,N. In this code, for each given order m, TH up to the maximum degree reached by ... Versions of this program held in the CPC repository in Mendeley Data ADKV_v2_0; DTORH3 v 2.0; 10.1016/S0010-4655(01)00188-6 ADKV_v1_0; DTORH1, DTORH2, DTORH3; 10.1016/S0010-4655(99)00428-2 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/8pwpbcrjd8
title: Analysis of macular pigment carotenoids in human blood serum of glaucoma patients as a measure of ocular health: A Raman spectroscopic study

description: Abstract

Carotenoids are a major component of the human diet and have been widely studied for their antioxidant, and vision protection roles in the human body, and dietary supplementation is promoted in particular for ocular health. An initial trial (European Nutrition in Glaucoma Management (ENIGMA)), which assessed macular pigment optical density (MPOD) as well as ocular structural, functional and perceptual parameters before and after the 18-month supplementation of glaucoma patients with macular pigment (MP) carotenoids (lutein, zeaxanthin, meso-zeaxanthin), confirmed supplementation significantly improved the clinical ocular health of participants. Blood contains all major dietary carotenoids, presenting it as a suitable and efficient alternative medium for analysing dietary carotenoids in vivo. Raman spectroscopy, a proven efficient analytical tool was used to explore the impact of the supplementation on participants’ serum carotenoid levels and any correlations with MPOD and other ocular responses. Samples obtained from the pre-supplementation baseline and 18-month supplemented participants were analysed. An inverse relationship was observed between percentage change in Raman intensity over the supplementation period and the baseline Raman serum measurements, indicating greater relative benefit of carotenoid supplementation for people with low MPOD/serum carotenoids pre-supplementation. Partial least squares regression (PLSR) was employed to analyse the spectra after pre-processing and the loadings reflected the carotenoid content and structural profile. MPOD results correlated at all eccentricities, with a coefficient of determination (R2) of 0.62 – 0.92 and % Root mean squared error &lt;44%. Structural, functional and perceptual parameters analysed also showed good degree of correlation with the serum Raman measurements. The results support the conclusions of the ENIGMA trial and suggests strategies for optimising patient responses to supplementation, based on baseline carotenoid levels, and furthermore points to the significant potential of Raman spectroscopy of serum carotenoids as a simple and reliable alternative method for investigating macular pigment carotenoids and assessment of patient health.
DOI: 10.17632/w2wmr8kc5x
title: Expert interview notes

description: The notes from the expert interviews.
DOI: 10.17632/6m6pymns5j
title: Data for: Neurological complications after cardiac surgery A retrospective case-control study of risk factors and outcome

description: Raw data for the article: Raffa GM, Agnello F, Occhipinti G, Miraglia R, Lo Re V, Marrone G, Tuzzolino F, Arcadipane A, Pilato M, Luca A. Neurological complications after cardiac surgery: a retrospective case-control study of risk factors and outcome. J Cardiothorac Surg. 2019 Jan 25;14(1):23. doi: 10.1186/s13019-019-0844-8. PubMed PMID: 30683130; PubMed Central PMCID: PMC6347812.
DOI: 10.17632/cw64bxkym7
title: Digital Persuasion on TikTok Live: Consumer Decisions in Fragrance Purchases

description: This research focuses on the following constructs:

Live Streaming Attraction

Consumer Buying Interest

Purchase Decision

The purpose of this research is to investigate how the perceived attraction of TikTok Live streaming influences consumer buying interest in local fragrance products. Using the Partial Least Squares Structural Equation Modeling (PLS-SEM) method, this study examines how elements such as presenter credibility, entertainment value, interactivity, and visual appeal impact consumer purchase decisions. The theoretical framework incorporates the Stimulus–Organism–Response (SOR) model, Theory of Planned Behavior (TPB), and Technology Acceptance Model (TAM) perspectives.

Data were collected through structured questionnaires from 162 respondents of TikTok Live viewers, with validation conducted through SmartPLS 4.
DOI: 10.17632/xw37dn4549
title: Data for: Role of infill parameters on the mechanical performance and weight reduction of PEI Ultem processed by FFF
DOI: 10.17632/n8bx8d8j2k
title: Data and R code for Olk & Miebs: "Re-Centralized Finance: How the cryptocurrency sphere turned into a shadow banking system"

description: The R code downloads the data used for Figure 1 from FRED and plots all other Figures.
DOI: 10.17632/73zmpxjkwy
title: Gait analysis

description: eight surface electromypgraphic (sEMG) electrodes were used to record lower extremity muscle activities, and 4 inertial measurement unit sensors to monitor hip, knee and ankle motion. Energy expenditure and heart rate were also measured during brisk walking.
DOI: 10.17632/yvcwypp8rz
title: Papaya Diseases Dataset

description: The dataset consisting of 983 images of papaya fruit obtained from different markets. The images were categorized into six classes: anthracnose disease, Black Spot disease, Ring Spot disease, Phytophthora disease, Powdery Mildew disease, and healthy papaya.
Sl.No. Class of image set Number of images
1 Anthracnose disease 165
2 Black Spot disease 150
3 Ring Spot disease 266
4 Phytophthora disease 148
5 Powdery Mildew disease 155
6 Good papaya 99
DOI: 10.17632/425fcppvkn
title: Knee and sacroiliac joints MRI scans

description: A data set consisting of MRI scans collections used for analysis of possibility to use superpixels to improve medical images annotations reliability. It contains 6 3D images of knee joint of patients with rheumatoid arthritis (before and after contrast administration) and 9 3D images of sacroiliac joints of patients with sacroiliitis in the course of axial spondyloarthritis. All images are in .raw format (big-endian, 16-bit per pixel) and the name of file codes image dimensions: type_patientNo_width_height_slicesNo_bytesPerPixel_.raw
DOI: 10.17632/9k45vybm2y
title: Constructed Wetlands as Unit Operations in Chemical Process Design: Benefits and Simulation- Module

description: Constructed wetland tool for the unit operation library of CHEMCAD simulation software used in the illustrative example in the paper: "Constructed Wetlands as Unit Operations in Chemical Process Design: Benefits and Simulation," Computers and Chemical Engineering, 2021. 

Readme text for operating the tool is attached within the dataset.
DOI: 10.17632/cg2zzmtyd2
title: Supplemental Material The Burden of GPP in Canada 

description: The data presents supplemental material Tables 1-5 of the Burden of GPP in Canada mannsucript
DOI: 10.17632/gnvp2s43cx
title: Mobile stroke unit based on rural emergency medical stations for pre-hospital intravenous thrombolysis of stroke in remote areas

description: This prospective study enrolled a total of 149 patients at the Suzhou First People's Hospital from March 2022 to April 2023. Collection of patient demographics, medical history, National Institutes of Health Stroke Scale (NIHSS) scores (admission, 24 hours, day 7), admission blood glucose, admission blood pressure, TOAST Classification, Onset to Needle Time (ONT), Door to Needle Time (DNT), and 90-day modified Rankin Scale (mRS) score. The rate of good clinical outcome at 90-day follow-up is defined as 0–1 points on the mRS.
DOI: 10.17632/fyvm2mttxh
title: LINF_150019000

description: Tryparedoxin peroxidase | TRYP | cPRX1; Leishmania infantum (strain JPCM5)
DOI: 10.17632/9k6pwfycxh
title: 2022 snow data in the city of Jelgava

description: Snow data collected in 2022.
DOI: 10.17632/ff65kcdypt
title: Lightweight object detection algorithm for robots 

description: Code and dataset of the 《Lightweight object detection algorithm for robots with improved
YOLOv5》
DOI: 10.17632/s3rpb5d9j3
title: NCrystal: A library for thermal neutron transport

description: An open source software package for modelling thermal neutron transport is presented. The code facilitates Monte Carlo-based transport simulations and focuses in the initial release on interactions in both mosaic single crystals as well as polycrystalline materials and powders. Both coherent elastic (Bragg diffraction) and incoherent or inelastic (phonon) scattering are modelled, using basic parameters of the crystal unit cell as input. Included is a data library of validated crystal definitions, standalone tools and interfaces for C++, C and Python programming languages. Interfaces for two popular simulation packages, Geant4 and McStas, are provided, enabling highly realistic simulations of typical components at neutron scattering instruments, including beam filters, monochromators, analysers, samples, and detectors. All interfaces are presented in detail, along with the end-user configuration procedure which is deliberately kept user-friendly and consistent across all interfaces. An overview of the relevant neutron scattering theory is provided, and the physics modelling capabilities of the software are discussed. Particular attention is given here to the ability to load crystal structures and form factors from various sources of input, and the results are benchmarked and validated against experimental data and existing crystallographic software. Good agreements are observed.
DOI: 10.17632/z4js67w5vc
title: Plasmonic immunosensor optical microscopy and machine vision to detect SARS-CoV-2 virus

description: 1. Overview and Data Source

This dataset contains optical microscopy images of plasmonic biosensors based on gold nanoislands (AuNI) on glass substrates, used for detecting SARS-CoV-2 virus particles. It also includes extracted image features for machine learning-based detection. The dataset was generated for the study by Oiticica P. R. A. et al. (2025) (https://doi.org/10.1021/acssensors.4c03451). The Images were acquired using a Zeiss Axio Lab.A1 microscope with a 40x objective (400X magnification). Various handcrafted and deep-learning-based Convolutional Neural Networks (CNN) were used for feature extraction. Machine learning models, including LDA, KNN, SVM, and RF, were trained to classify images based on SARS-CoV-2 virus concentration. The highest classification accuracy (91.6%) was achieved using the MobileNetV3_small feature extractor combined with an SVM classifier, to detect the SARS-CoV-2 virus with concentrations as low as 1 PFU/mL. This approach has potential applications for detecting other viruses and analytes.
2. Data Structure and Description

This dataset contains 858 optical microscopy images in .TIF format (RGB, 1920×2560 resolution), captured under standardized conditions. The test categories are:

Positive tests: SARS-CoV-2 virus at dilutions from 1×10⁻⁴ to 1×10⁵ PFU/mL (10 classes).
Negative tests: RSV virus (1×10³ to 1×10⁵ PFU/mL), blank tests with PBS/MgCl₂, and probe images (immunosensors before testing).

File Naming Format: {sensor_number}_{label_name}.tif
Example: s012_cov_03.tif refers to an image of sensor s012 after testing with SARS-CoV-2 at dilution 03. The correspondence between dilution numbers and PFU/mL is in imageinfo.csv table.

The Features folder contains tables (.h5 format) with extracted image features for all images, with a table for each computer vision method.

Feature Table Columns:

filename: Image filename.
label_name: Test label combining analyte and dilution code.
concentration: PFU/mL concentration.
analyte: Analyte type ('CoV inat', 'RSV inat', 'PBSMgCl2', and 'No' for immunosensor before tests.)
vision_type: Feature extraction method (Handcrafted or CNN).
feature_vector_rgb: Feature vector extracted from RGB images.
feature_vector_gray: Feature vector extracted from grayscale images.

The table imageinfo.csv contains the first 4 columns of the feature tables.

3. Citation

If you use this dataset, please cite our paper:
Oiticica, Pedro R. A. and Angelim, Monara K. S. C. and Soares, Juliana C. and Soares, Andrey C. and Proença-Módena, José L. and Bruno, Odemir M. and Oliveira Jr, Osvaldo N. (2025). "Using Machine Learning and Optical Microscopy Image Analysis of Immunosensors Made on Plasmonic Substrates: Application to Detect the SARS-CoV‑2 Virus". ACS Sensors. DOI: 10.1021/acssensors.4c03451.

5. External Sources

GitHub: https://github.com/praoiticica/COVID-plasmonic-sensor-ML.
DOI: 10.17632/r4phtn49r7
title: BUS Synthetic Dataset

description: The BUS synthetic images are generated by the Data expansion network (DEN), and their probability maps are generated by the Probability map generator network (PMG). This dataset contains 500 BUS synthetic images and corresponding masks with 128×128 resolution. 

If you use this dataset, please cite:

Ahmed Iqbal, Muhammad Sharif, "PDF-UNet: A semi-supervised method for segmentation of breast tumor images using a U-shaped pyramid-dilated network", Expert Systems with Applications, 2023. https://doi.org/10.1016/j.eswa.2023.119718
DOI: 10.17632/krxz2jkyn3
title: Cutaneous Rosai Dofman disease

description: Rosai-Dorfman disease (RDD) is a rare non-Langerhans cell histiocytosis. RDD usually presents with massive, painless, bilateral cervical lymphadenopathy, with or without systemic symptoms. 
Although, the skin represents the most common extranodal site, clinical and dermoscopic features of cutaneous RDD (CRDD) remain insufficiently described, based mainly on single observations. A better understanding of the CRDD is required to avoid diagnostic delays and unnecessary investigations.

Records of all patients diagnosed with cutaneous histiocytosis, from 2016 to 2024, at the Department of Dermatology, Charles Nicolle Hospital, Tunis, Tunisia, were retrieved. Only patients with histopathologically confirmed CRDD were included. Dermoscopic images were independently evaluated by two dermatologists (NL and RT). 
Nine cases of CRDD were identified. 
This is the description of all cases included in the study.
DOI: 10.17632/xwtkhjtdds
title: Molecules adsorbed on syngle atom catalysts

description: In the folder there are several output files of molecules adsorbed on single atom catalysts. 
The folder are divided according to the catalyst. In each catalyst folder there are sub-folders divided according to the category of molecules adsorbed on the catalyst itself.
Spin polarized DFT calculations were performed by means of the VASP package. The generalized gradient approximation was used with the PBE functional. Dispersion forces have been included according to the Grimme’s D3 parametrization.
DOI: 10.17632/4n637tg28x
title: Data for: OXIDATION PRODUCTS FROM OMEGA-3 AND OMEGA-6 FATTY ACIDS DURING A SIMULATED SHELF LIFE OF EDIBLE OILS.
DOI: 10.17632/mdhbx6rctp
title: Data for: Interstitial nitrides revisited - a simple synthesis of MxMo3N (M = Fe, Co, Ni)

description: Raw X-ray diffraction data for interstitial nitrides.