cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28271003.v1
title: Data from an Evaluation of ChatGPT for Nutrient Content Estimation from Meal Photographs

description: Background/Objectives: Advances in artificial intelligence now allow combined use of large language and vision models; however, there has been limited evaluation of their potential in dietary assessment. This data arose from a study that aimed to evaluate the accuracy of ChatGPT-4 in estimating nutritional content of commonly consumed meals from meal photographs.Methods: Meal photographs (n=114) were uploaded to ChatGPT, and it was asked to identify the foods in each meal, estimate their weight, and estimate the nutrient content of the meals for 16 nutrients for comparison with the known values. There were a total of 39 unique meals with each one photographed 3 times for 3 different portion sizes giving rise to 114 photographs. This dataset is in the form of an excel workbook containing four worksheets. The worksheet titled "ChatGPT Foods & Weights" contains the foods identified by ChatGPT in each of the 114 meal photographs as well as its estimate for the weight of each of those foods. The worksheet titled "Actual Foods & Weights" contains the true foods and weights for each of the meal photographs. The worksheet "ChatGPT Nutrition Estimates" contains ChatGPT's estimates of the nutrition content of each of the 114 meal photographs for 16 different nutrients. The worksheet "Actual Nutrition Content" contains the true nutrition content of the meals in the photographs.
DOI: 10.6084/m9.figshare.7666778.v1
title: Additional file 2: of CeL-ID: cell line identification using RNA-seq data

description: Test results on an independent test set of eight HCT116 cells obtained from GSE101966 (BG-04-S2.xls). (XLS 38 kb)
DOI: 10.17632/nv3tm7cbf9
title: Modelling and Simulation of Shell and Tube Heat Exchanger Using different Types of Fluids

description: The shell and tube type of heat exchanger module is to be used for simulation study of various fluid systems on rate of heat transfer. The ionic fluids are used to see the difference in outlet temperature of fluid as compared to reference fluid. The cooling fluid is made by adding various amounts of solutes to water and the effect is observed on rate. Also suggestions are made on the nature of heat transfer, rate of heat transfer and improved effectiveness in the rate of heat transfer as compared to the normal process. The conclusions are made about the best simulated results obtain from Chemcad software on rate of heat transfer.
DOI: 10.25452/figshare.plus.21913062.v1
title: Spin-Boson dataset

description: This data set was generated for the spin-boson model using hierarchical equations of motion method for 1,000 model parameters. The data set contains reduced density matrix of the two-level system. <br> See related materials in Collection at: https://doi.org/10.25452/figshare.plus.c.6389553 <br> Collection description: Simulations of the dynamics of dissipative quantum systems utilize many methods such as physics-based quantum, semiclassical, and quantum-classical as well as machine learning-based approximations, development and testing of which requires diverse data sets. Here we present a new database QD3SET-1 containing eight data sets of quantum dynamical data for two systems of broad interest, spin-boson (SB) model and the Fenna–Matthews–Olson (FMO) complex, generated with two different methods solving the dynamics, approximate local thermalizing Lindblad master equation (LTLME) and highly accurate hierarchy equations of motion (HEOM). One data set was generated with the SB model which is a two-level quantum system coupled to a harmonic environment using HEOM for 1,000 model parameters. Seven data sets were collected for the FMO complex of different sizes (7- and 8-site monomer and 24-site trimer with LTLME and 8-site monomer with HEOM) for 500–879 model parameters. Our QD3SET-1 database contains both population and coherence dynamics data and part of it has been already used for machine learning-based quantum dynamics studies.
DOI: 10.6084/m9.figshare.19199966.v1
title: Wakara Data.pdf

description: <b>The data set is for measuring</b> 1. The impact of firms’ characteristics on the capital structure for non-financial firms listed on East African capital markets.,<br><br> 2. The effects of corporate governance and working capital management on financing decisions for non-financial firms listed on East African capital markets. <br>3. The effects of board independence and working capital management on performance for non-financial firms listed on East African capital markets.4. Firm’s Capital Structure Decisions, Asset Structure, and Firm’s Performance: Application of Generalized Method of Moments Analysis used E-views 12 package, employing the generalized method of moments approach.
DOI: 10.6084/m9.figshare.19824631.v1
title: 3D models and datasets

description: Dataset supporting publication.
DOI: 10.6084/m9.figshare.26299489.v2
title: The genome assembly annotation for the Chrysosplenium macrophyllum

description: The genome assembly annotation file for the chromosome-level assembly of<i> </i><i>Chrysosplenium macrophyllum</i>.The dataset includes the whole genome annotation information (Chrysosplenium_macrophyllum.gene.gff), cds sequence (Chrysosplenium_macrophyllum.gene.cds.fa), protein sequence (Chrysosplenium_macrophyllum.gene.pep.fa).
DOI: 10.17605/osf.io/k68me
title: Participation in population-based eye health surveys is lower but more gender-balanced in high- compared to low- and middle-income countries

description: Population-based eye health surveys are an important source of evidence describing the eye health needs of a population, although differences in participation rates between population groups may lead to response bias. In some high-income settings, participation in surveys has decreased over time, although whether this has occurred for eye health surveys is unclear. The aim of this study was to compare participation in population-based eye health surveys conducted over the previous ~20 years between country income levels and different population sub-groups. The data published here was used in the analysis and reporting of the study results.
DOI: 10.17632/hmwsrp22yk
title: GBEDatset2022

description: This survey data was collected in the Zimbabwean upmarkets in Harare in December 2022. The survey examined the antecedents of green brand equity, specifically for organic food brands. The data was examined using SEM to evaluate research hypotheses and assess structural relationships.
DOI: 10.17632/jnsn8wynmd
title: Data for: Formation of early Archean Granite-Greenstone Terranes from a globally chondritic mantle: insights from igneous rocks of the Pilbara Craton, Western Australia

description: File S1. Details of sample preparation and the analytical methods. File S2. Field photos and images of hand specimens of the nine rocks analysed in this study. Table S1. Zircon U–Pb ion microprobe data. Table S2. Zircon O isotope ion microprobe data. Table S3. Zircon Lu–Hf isotope data. Table S4. Zircon Lu–Hf isotope data of reference materials. Table S5. Major and trace element data.
DOI: 10.6084/m9.figshare.25406239.v1
title: Elsafty_RBCs_Slide_25

description: Each one of (Elsafty_RBCs_Slide_1-25) contains the field images/patches of a specific slide/patient. The names of the patches start with the respective slide/patient number, followed by the unique patch/field number. There is a total of 47,363 patches with 1076x535 pixels size from the 25 slides/patients, the counts of patches per slide/patient are as follows: 1690, 1709, 2697, 2400, 1905, 1803, 2964, 3049, 2464, 2080, 1894, 1852, 2590, 2263, 3328, 983, 1066, 935, 1131, 1237, 1874, 1393, 1277, 1199, and 1580.
DOI: 10.6084/m9.figshare.27828252.v1
title: <b>The effect of self-regulation on burnout in athletes and the mediation of sport engagement and self-confidence: A structural equation modeling study</b>

description: Because burnout in athletes has negative consequences such as stress, depression, and even leaving the profession, studies aimed at identifying the factors that effectively reduce this risk tend to increase. On the other hand, it has been reported that athletes' self-regulation skills, sports commitment and sports self-confidence may be effective in reducing their burnout. From this point of view, the aim was to examine both the mediation of self-confidence and sport commitment in the effect of self-regulation on burnout in athletes and to compare these variables according to some socio-demographic factors. The participants of the study, which was conducted with a correlational cross-sectional survey design, were 303 students of the Faculty of Sports Science. The Sportive Self-Regulation Scale (SSRS) was used to measure self-regulation, the Sport Engagement Scale (SES) to measure sport engagement, the Trait Sport-Confidence Inventory (TSCI) to measure sport confidence, and the Athlete Burnout Questionnaire (ABQ) to measure burnout. Results indicate that there are significant relationships between SSRS, SES, TSCI, and ABQ in student athletes. While sport age was positively associated with SSRS and SES, chronological age was not associated with any variable. When measures were compared by gender and type of sport, females and single sport participants had lower TSCI means. While SSRS means did not differ by grade level, SES and TSCI means were lower for 4th graders than for 2nd graders, and ABQ means were higher than for the other three grades. Mediation results indicate that SSRS predicts SES and TSCI, SES has no mediating role because it does not predict ABQ, TSCI predicts ABQ, and SSRS is a full mediator in its effect on ABQ.
DOI: 10.6084/m9.figshare.28518002.v1
title: datasets of the syntactic complexity features

description: This is the datasets for the manuscript: <b>Is Syntactic Simplification Universal Across Translation Directions? Evidence from Lu Xun’s L1 and L2 Translations</b>
DOI: 10.6084/m9.figshare.8143298.v1
title: Supplementary Material for: Prevalence of Undiagnosed Hypothyroidism in Europe: A Systematic Review and Meta-Analysis

description: <b><i>Background:</i></b> Patients with undiagnosed hypothyroidism are not treated for the disease and are at high risk of developing serious complications, with major impact on public health. There is a need to systematically review the available evidence on this topic. <b><i>Objective:</i></b> To identify the prevalence of undiagnosed hypothyroidism in Europe. <b><i>Methods:</i></b> A systematic review of the literature (Medline, EMBASE, and Cochrane Central) was performed to identify epidemiological studies on the prevalence of undiagnosed hypothyroidism among European populations published between January 2008 and April 2018. The Newcastle-Ottawa Scale was used to assess the methodological quality of the included studies. Random-effects meta-analyses were performed to pool estimates of proportions (with 95% confidence intervals [CIs]) of undiagnosed (1) subclinical, (2) overt, and (3) total hypothyroidism. <b><i>Results:</i></b> The search returned 15,565 citations (4,526 duplicates). Twenty papers were included in the study. Fourteen and 6 studies were of good and moderate methodological quality, respectively. The results of the meta-analyses were as follows for the prevalence of undiagnosed hypothyroidism: subclinical, 4.11% (95% CI 3.05–5.31%, <i>I</i><sup>2</sup> = 99.32%); overt, 0.65% (95% CI 0.38–0.99%, <i>I</i><sup>2</sup> = 96.67%); and total, 4.70% (95% CI 2.98–6.79%, <i>I</i><sup>2</sup> = 99.53%). According to the sensitivity analysis, the prevalence of hypothyroidism tends to be higher in female patients, in those aged ≥65 years, among studies with lower sample sizes, in those with thyroid-stimulating hormone levels &lt;4.5 mIU/L, and in Eastern and Southern Europe. <b><i>Conclusions:</i></b> The current evidence suggests that a considerable proportion of the European population has hypothyroidism, particularly subclinical hypothyroidism, which is undiagnosed. This issue deserves further investigation because of possible deleterious consequences for public health.
DOI: 10.17632/h2xn2bxz5r
title: The Efficacy of Conversational Artificial Intelligence in Rectifying the Theory of Mind and Autonomy Biases. Data & Protocol

description: The study evaluates the efficacy of Conversational Artificial Intelligence (CAI) in rectifying cognitive biases and recognizing affect in human-AI interactions, which is crucial for digital mental health interventions. Cognitive biases—systematic deviations from normative thinking—affect mental health, intensifying conditions like depression and anxiety. The research employs a structured methodology with clinical-based virtual case scenarios simulating typical user-bot interactions. Performance and affect recognition were assessed across two categories of cognitive biases: theory of mind biases (anthropomorphization of AI, overtrust in AI, attribution to AI) and autonomy biases (illusion of control, fundamental attribution error, just-world hypothesis). A qualitative feedback mechanism was used with an ordinal scale to quantify responses based on accuracy, therapeutic quality, and adherence to CBT principles.
DOI: 10.6084/m9.figshare.12806633.v1
title: JVASP-18227 to JVASP-18849

description: JARVIS-DFT
DOI: 10.6084/m9.figshare.19375712.v1
title: Sanger Sequencing results

description: Sanger sequencing results of 5 Merinolandschaf lambs. Note that all long tailed indiviudals are showing the insertion. In MLS182_Forward1.ab1, MLS182_Forward2.ab1 MLS428_Forward1.ab1 and MLS428_Forward2.ab1 sequencing errors occured
DOI: 10.6084/m9.figshare.26264636.v1
title: Genomic data

description: The genome of <i>Lindaspio polybranchiata</i> (Polychaeta: Spionidaea)
DOI: 10.6084/m9.figshare.12235373.v1
title: Skin_samples

description: <i>Pitfalls and Opportunities in Benchmarking Metagenomic Classifiers</i>
DOI: 10.17632/7dj3bhj33r
title: FROM RITUAL TO IDENTITY: EXPLORING THE ROLE OF THE WEDDING DAIS IN ACEH'S CUSTOMARY LIFE

description: The Acehnese wedding dais is a key cultural symbol, reflected through its design, color (red, yellow, green), and gold/red embroidery featuring floral and geometric motifs. Traditionally used in marriage ceremonies, it also appears in other customs like khitan (circumcision), peusijuek, and seven-month rituals. This qualitative research uses observation, interviews, and visual documentation to explore its broader cultural roles. Findings show that the dais functions beyond decoration—as a medium for cultural preservation and public education. It is also displayed in museums and customary offices.
DOI: 10.4121/13213634.v1
title: Swing Phase Motion Capture Data for the Proof of Concept Testing of the BERT Prosthesis.

description: This is the motion capture data from the proof of concept testing of the BERT prosthesis. <br>For this testing, the prosthesis prototype was hung from a fixed joint meant to simulate the human hip. Linear springs around this joint provided artificial hip moments to drive the leg. The prosthesis was started in a toe-off position for each test and was then released, emulating a human swing phase. One marker was present for the medial and lateral side of each prosthetic joint, as well as on either side of the toes. Two additional markers were used to show the proximal and distal attachment points of the linear actuator of the prosthesis.
DOI: 10.6084/m9.figshare.13169237.v1
title: MAT files

description: Walking data in *.mat format.
DOI: 10.6084/m9.figshare.17212031.v2
title: Traffic flow forecast data

description: 该数据集用于交通流量预测
DOI: 10.6084/m9.figshare.22321447.v1
title: L5_L18_normalliver

description: Supplementary Data of Spatial transcriptome profiling of normal human liver
DOI: 10.6084/m9.figshare.23659170.v1
title: Technical Validation data to support the quality of the HistologyHSI-GB dataset

description: A technical validation was accomplished to support the quality of the  HistologyHSI-GB  dataset. Linear hyperspectral sensor systems demonstrate analogous basis functions for both spectral sensitivity and spectral responsivity decomposition. The spectral responsivity pertains to the effectiveness of light detection concerning its frequency or wavelength. However, camera channels often exhibit varying sensitivity across different wavelengths due to the spectral responsivities of the detectors and the non-uniform output of diffractive or filtering elements. Proper characterization is essential for ensuring the reliability and accuracy of hyperspectral data analysis and interpretation.
DOI: 10.17632/dv8fbcw9yj
title: Data for: The primacy of trust within romantic relationships: Evidence from conjoint analysis of HEXACO-derived personality profiles.

description: Dataset for manuscript entitled: The primacy of trust within romantic relationships: Evidence from conjoint analysis of HEXACO-derived personality profiles.
DOI: 10.17632/j6gzp7cp57
title: Natsuko and Yumi's Collaborative Processing of Feedback

description: These data files are transcriptions of the video recordings of two English language learners collaboratively processing feedback on their jointly produced texts. Their collaborative and individual output is also included.
DOI: 10.15468/dl.36f7km
title: Occurrence Download

description: A dataset containing 15170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Pedicularis sylvatica L.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 15170 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013063-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28650497.v1
title: Waterbase: Contribution of pharmaceutical and cosmetic ingredients

description: The datasets are toxic unit calculations based on EEA's Waterbase, using hazard information from Posthuma et al. 2019.These datasets are discussed in ARCHE Consulting 2025, Analysis of the Contribution of pharmaceuticals and cosmetics to Mixture Toxicity in European surface waters.Research funded by the Procter and Gamble Company.
DOI: 10.17632/b668kmn864
title: An Embedded IoT Architecture for Continuous Output Pressure Surveillance in Medical Oxygen Concentrators

description: The increasing demand for portable and reliable medical oxygen delivery systems has highlighted the need for continuous monitoring of key performance parameters, particularly output pressure, to ensure patient safety and device efficiency. Traditional oxygen concentrators often lack real-time monitoring capabilities, making it difficult to detect pressure anomalies that may compromise therapeutic effectiveness. To address this limitation, a cost-effective, IoT-enabled monitoring system has been developed. The proposed system integrates a 1.2 MPa atmospheric pressure sensor with an HX710B analog-to-digital converter to accurately measure output pressure levels. An ATmega328 microcontroller processes the data and displays real-time readings on an LCD screen, while an ESP8266 module transmits the information to the Blynk cloud platform for remote access and data logging. This architecture allows healthcare providers and users to receive immediate alerts when pressure deviates from safe thresholds, enabling timely maintenance and minimizing risks. The system demonstrates stable performance, reliable wireless communication, and effective pressure monitoring. Its low cost, ease of integration, and remote accessibility make it well-suited for home healthcare, telemedicine applications, and smart medical device development.
DOI: 10.17632/dbpcncygyp
title: E-Management and Quality of Service

description: data for the article The Relationship between E-Management Factors and Perceived Quality of Service
DOI: 10.17632/mz2g9yzdmg
title: Does Intelligent Technological Transformation Matter for Access to Finance?

description: This study investigates the impact of intelligent technological transformation on financial access. Existing literature mostly focuses on the influence of external finance on entrepreneurship, productivity, and artificial intelligence, with limited research assessing how intelligent technological transformation affects their access to finance. Using China's Smart Manufacturing Pilot Program since 2015, we employ difference-in-differences model to examine the promoting effect of intelligent technological transformation on access to bank loans. Our analysis reveals firms with smart manufacturing technologies obtain more loans from banks. Channel analysis shows that significantly amplifying firm reputation and strengthening competitive capabilities from intelligent technological transformation improves their access to bank loans. These findings shed light on the role of intelligent transformation activities in access to finance resources.
DOI: 10.17632/95bkkgcvnn
title: Domestic Material Consumption - Europe (NUTS 2) regions

description: The dataset provides regional (NUTS 2) estimates for the DMC indicator from 2006 to 2015. The provision of granular data on material consumption represents a critical input for comparative research conducted at regional level. It can potentially advance the general understanding of metabolic systems and their influencing factors at local levels, supporting the design of place-based policies and strategies in support of sustainable resource use. The methodology is based on a three-steps econometric model, including: (1) global model specification, (2) optimization of parameters, and (3) regional extrapolation. Step (1) focuses on the identification of the best regression model describing DMC patterns across European countries. The main output of this first task is the estimation of the global parameters (i.e. the regression coefficients observed between DMC and its explanatory variables at European level). Step (2) calibrates the model in order to reflect the specific socio-metabolic regimes of the different countries. This calibration is implemented by an optimization algorithm that automatically adjusts the estimated parameters based on the specific characteristics of each country. This generates a set of country-specific parameters. Finally, in Step (3) we extrapolate the regional figures for DMC by applying the country-specific parameters on the selected explicative variables, measured at the regional level. Even though the method relies on the assumption of same model specification across scales – similarly to other top-down approaches –, it offers two important advantages on how territorial heterogeneity is considered in the model. First it considers the issue of national regimes dependency, and second it avoids approximation based on a single proxy factor by accounting for multiple correlations.. A detailed description of the methodology is provided in https://doi.org/10.1111/jiec.13000.
DOI: 10.6084/m9.figshare.11778399.v1
title: macroecology and macroevolution of body size in Anolis lizards

description: These data and R codes were used in Velasco et al. (2020). Macroecology and macroevolution of body size in Anolis lizards. Ecography. <br><br>
DOI: 10.6084/m9.figshare.17696405.v1
title: Files needed for the meta-regression analysis

description: These are two key files from the analyses by Noetel et al that are behind their figures 2 and 3. In these files we include our categories proposed (green columns).