cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/84ww5n6yrm
title: iHixs 2 - Inclusive Higgs cross sections

description: We present a new release of the program iHixs. This easy-to-use tool allows to derive state of the art predictions for the inclusive production cross section of a Higgs boson at hadron colliders in the gluon fusion production mode. This includes the most up-to-date corrections in perturbative QCD and electro-weak theory, effects due to finite quark masses as well as an option to perform threshold resummation. In particular, exact perturbative QCD corrections through N^3LO are included in the heavy top quark effective theory. Furthermore, iHixs contains automatic routines that allow to assess residual uncertainties on the prediction for the Higgs boson production cross section according to well established standard definitions. iHixs can be obtained from https://github.com/dulatf/ihixs.
DOI: 10.25442/hku.22337104.v1
title: Supporting data for "Reducing Embodied Carbon of High-rise Modular Residential Buildings by Systematic Structural and Material Optimization"

description: The contents in these files are the dataset examples for supporting the PhD thesis "Reducing Embodied Carbon of High-rise Modular Residential Buildings by Systematic Structural and Material Optimization". <br> The folder "Chapter 4" presents part of the calculated embodied carbon (EC) results and datasets of the selected concrete MiC high-rise residential building project case. The SimaPro software calculated the results based on the collected building project data and software-embedded Ecoinvent database. EC results of the building components and the typical floor area from six EC sources were shown in the file. <br> In the folder “Chapter 5”, part of the collected datasets showing the case study results on using low carbon structural design (LCSD) measures in buildings are presented. The data from the identified case study articles regarding each defined system boundary for analyzing LCSD is presented. These data were used as the foundation for the corresponding analysis in the thesis. <br> In the folder "Chapter 6", the initial structural analysis results of a MiC building case design scenario are presented in the Excel file. These results were obtained from ETABS software based on the structural design data of the MiC building case, and used for EC reduction analysis of LCSD measures in the thesis. The EC reduction potentials of various LCSD measures can be analyzed based on the results and data of other design scenarios with same format. The EC results and corresponding design variables of the 200 feasible design scenarios under Layout Scenario L1 of the MiC building case are summarized and shown in the Origin project file (C45 L1.opju).
DOI: 10.6084/m9.figshare.25557882.v1
title: CRC Odds Ratios

description: Population-based odds ratios for variants in lynch syndrome genes (MSH2, MSH6, MLH1, PMS2)
DOI: 10.60893/figshare.pof.28632665.v1
title: Full Collision-Specific VSS Database for atmospheric entry modeling applications containing 240 total species, fitted from 1000-20000 K

description: Full Collision-Specific VSS Database for atmospheric entry modeling applications containing 240 total species, fitted from 1000-20000 K
DOI: 10.4121/uuid:0611ccbb-1e5a-4bf4-b6da-abc115ca0c98
title: Chemical profiling of fingerprints - Mass spectrometry data

description: Mass spectrometry datafiles containing LC-MS and GC-MS data of fingerprints collected at Lowlands Science 2016.
DOI: 10.6084/m9.figshare.28244198.v1
title: Dataset for Ma and Hull - Impact of wavelength, exposure sequence, and organic matter on UVdisinfection and DNA repair

description: UV disinfection testing was performed on E. coli and MS2 under various experimental conditions to evaluate the impact of natural organic matter (NOM), sequence of UV-C wavelength (222 vs 265 nm), and pre-irradiation by UV-A 365 nm. Culture and molecular enumeration techniques were used to quantify bacteria counts and DNA damage in E. coli. UV inactivation effectiveness was measured by quantifying the log inactivation before and after UV exposure. Regrowth of bacteria was measured by culturing bacteria for 24 hours after UV exposure in light or dark conditions. Photorepair fluence was calculated to quantify the exposure to photorepair light over the 24 hours. DNA damage and repair was quantified using CPD ELISA (Cell Biolabs STA-322) to measure the presence of CPDs in non-irradiated, irradiated, light, and dark repair samples.
DOI: 10.17632/hwnm88jyzg
title: Demographic profile and clinical characteristics of patients presenting with acute ocular burns

description: This data contains two excel sheets, one for adults and one for paediatric patients. This dataset contains descriptive data of all patients who presented with ocular burns at two major tertiary eye care centres in South India between 2016 and 2020.
DOI: 10.6084/m9.figshare.27998438.v1
title: Size-dependent resource allocation to reproduction in Japanese anchovies (<i>Engraulis japonicus</i>)

description: This dataset is presented in the paper "Size-dependent resource allocation to reproduction in Japanese anchovies (Engraulis japonicus)".
DOI: 10.17632/9ktwk5yh5r
title: SAR-DFD-2025: A High-Quality & Diverse Dry Fish Dataset from South Asia

description: SAR-DFD-2025 is a high-quality, large-scale dataset focused on dry fish species from South Asia. It contains diverse image samples captured under various lighting conditions, angles, and backgrounds to enhance robustness in machine learning and computer vision applications. The dataset is designed to support research in image classification, object detection, and species recognition of dry fish, contributing to advancements in food security, fisheries management, and automated seafood quality assessment.

Key Features:

High-resolution images of various dry fish species from South Asia
Captured in diverse environmental conditions to ensure dataset generalizability
Suitable for deep learning tasks such as classification, segmentation, and object detection
Annotated metadata for improved usability in research applications
This dataset serves as a benchmark for researchers working in computer vision, marine biology, and food technology, enabling novel applications in automated dry fish recognition and quality assessment.
DOI: 10.17632/6pm5zwjv9w
title: Supplementary material - Pre-existing basement faults controlling deformation in the Jura Mountains fold-and-thrust belt: insights from analogue models

description: We conducted brittle-viscous analogue models to test the influence of pre-existing fault-steps on the evolution of structures in a viscous layer overlain by a brittle cover of fine quartz sand (Schori et al., submitted). The brittle layer is pushed horizontally (from right to left in videos and CT cross-sections). The viscous layer is ca. 13 mm thick and is made of a viscous mixture of Polydimethylsiloxane (PDMS) and corundum sand that has a density of ca. 1600 kg/m^3 (Zwaan et al., 2018). The brittle layer has a thickness of 70 mm (except in model U20-45°-RC, where the thickness is 40 mm) and consists of quartz sand that has a bulk density of 1560 kg/m^3 (Klinkmüller et al., 2016). Analogue models test oblique and frontal fault-steps and represent the case of the Jura Mountains fold-and-thrust belt (JFTB) in the Northern Alpine Foreland, where pre-existing faults in the pre-Mesozoic basement are suspected to have localised and controlled deformation during JFTB evolution (Laubscher 1961). The viscous layer at the base simulates a décollement zone consisting of Trassic evaporites (salt and anhydrite), whereas the brittle quartz sand layer simulates the Mesozoic carbonate cover (limestone, dolomite, marl) of the JFTB. Further detailed descriptions of the model set-up, model results and interpretation are provided in Schori et al. (submitted). This supplementary material contains top-view videos of 18 brittle-viscous analogue models, which feature flat-base, frontal and oblique steps. Thick, black lines across the models indicate the position of the vertical base-plate step (absent in flat-base models F1 and F2). Thin black lines to the left and right of the step indicate the calculated position of thrusts at the surface, which nucleate above the step (step-controlled thrusts). The dip angle of thrust planes, used to calculate the position of step-controlled thrust lines, is given in the parameter list at the bottom left of each video. The parameters specify (1) the throw of the base-plate step and the obliquity angle α of the oblique step in respect to frontal steps (α = 0°). (2) Scaling ratio of the image in pixels per centimetres. (3) The dip of the thrust plane used to construct the line of step-controlled fore-thrusts (thin, black line to the left of the step). (4) The dip assumed to construct the step-controlled backthrust line (thin, black line to the right of the step). (5) Velocity of backstop displacement. (6) Thickness of the brittle cover. (7) Thickness of the viscous base layer with comments in case of uneven distributions. In addition to top-view videos, this supplementary material also comprises a PDF file with five cross-sections across model U20-45°-CT, which features an oblique upward step with a throw of 20 mm and an obliquity angle α = 45°. Cross-sections are raw slices across computed tomography (CT) scans of model U20-45°-CT. CT-scans were conducted in 15 minute intervals.
DOI: 10.6084/m9.figshare.25200953.v1
title: Raw data of a paper entitled "<b>Preference Analysis on Piano Music School Attributes</b>"

description: The raw data from our paper entitled "<b>Preference Analysis on Piano Music School Attributes among Young Pianists using a Conjoint Analysis Approach</b>The"
DOI: 10.6084/m9.figshare.27641532.v1
title: Supplementary Material for: Validation of a urine- based proteomics test to predict clinically significant prostate cancer: complementing mpMRI pathway

description: INTRODUCTIONː Prostate cancer (PCa) is the most frequently diagnosed cancer among men. A major clinical need is to accurately predict clinically significant PCa (csPCa). A proteomics-based 19-biomarker model (19-BM) was previously developed using capillary electrophoresis-mass spectrometry (CE-MS) and validated in 1000 patients at risk for PCa. This study aimed to validate 19-BM in a multicenter prospective cohort of 101 biopsy-naive patients using current diagnostic pathways. 

METHODSː Urine samples from 101 patients with PCa were analyzed using CE-MS. All patients underwent MRI using a 3-T system. The 19-BM score was estimated using support vector machine-based software (MosaCluster v1.7.0), employing a previously established cut-off criterion of -0.07. Previously developed diagnostic nomograms were calculated along with MRI.
 
RESULTSː Independent validation of 19-BM yielded a sensitivity of 77% and a specificity of 85% (AUC:0.81). This performance surpassed those of PSA (AUC:0.56) and PSA density (AUC:0.69). For PI-RADS≤ 3 patients, 19-BM showed a sensitivity of 86% and a specificity of 88%. Integrating 19-BM with MRI resulted in significantly better accuracy (AUC:0.90) compared to individual investigations alone (AUC19BM=0.81; p=0.004 and AUCMRI:0.79; p=0.001). Examining the decision curve analysis, 19-BM with MRI surpassed other approaches for the prevailing risk interval from a 30% cut-off. 

CONCLUSIONSː 19-BM exhibited favorable reproducibility for the prediction of csPCa. In patients with PI-RADS≤3, 19-BM correctly classified 88% of the patients with insignificant PCa at the cost of one missed csPCa patient. Utilizing the 19-BM test could prove valuable in complementing MRI and reducing the need for unnecessary biopsies.
DOI: 10.6084/m9.figshare.28184876.v1
title: Supplementary Material for: No consistent evidence that ageism is linked to biological aging status in the US Health and Retirement Study

description: Introduction: Ageism, defined as stereotype, prejudice, and discrimination against people based on their age, has been shown to have unfavorable impacts on health. While discrimination has often been shown to negatively impact health, whether ageism might accelerate biological aging itself is unclear.
Methods: We conducted secondary analyses of the Health and Retirement Study (HRS, 2008, 2012 and 2016 waves). Ageism was estimated using Self-Perception of Aging (SPA) and Perceived Age Discrimination (PAD). Other types of discrimination (e.g., racism, sexism) were also considered. The Everyday Discrimination Scale was used to assess PAD and other types of discrimination. Biological aging was measured through homeostatic dysregulation (HD, n=3443, 2016 wave, six measures), epigenetic age (n=1484, 2016 wave, five measures), and telomere length (n=1981, 2008 wave). Biological aging measures were modeled as a function of ageism within and across waves.
Results: Within waves, SPA score was associated with some elevated HD (e.g., β = 0.11, p &lt; 0.001, quantified by 44 biomarkers) and epigenetic age indices (e.g., β = 0.61, p &lt; 0.001, Hannum Epi Age). After controlling for comorbidities and social participation, these variables were no longer associated. Effects were similar but weaker in predicting 2016 biological aging from SPA in 2008 and 2012. PAD was not associated with biological aging measures, in contrast to other types of discrimination, which were. 
Conclusions: We found no consistent evidence linking ageism to biological aging status. Further research should investigate why; potentially, ageism has less time to become biologically embedded, compared to racism and sexism, which might be experienced throughout one’s life, but measurement challenges could also be present.
DOI: 10.6084/m9.figshare.28095401.v1
title: Database_Answers to the questionnaire_student

description: Database of results of the application of an online questionnaire that measures the intensity of interprofessional collaboration in students of health careers.
DOI: 10.17632/2bsdvssnvy
title: Do perceived supervisor and co-worker support mitigates work-family conflict among nurses in Bangladesh? The moderating effect of technostress

description: Nowadays, striking a work-home balance is important in most professions, and the nursing profession is no exception. In Bangladesh, nurses experience a significant imbalance between their professional and personal lives due to issues like a heavy workload, a lack of staff, a high turnover rate, an unfavorable work environment, poor management practices, and a lack of organizational resources. For that reason, this study aims to understand how to mitigate the high work-family conflict among nurses in the healthcare sector in Bangladesh. A cross-sectional survey research design was used in this study. Participants were selected by using the simple random sampling method. Data were collected from 386 nurses in five selected hospitals in Bangladesh. The results revealed that perceived supervisor and co-worker support has a significant negative effect on work-family conflict. This study also demonstrated the moderating effect of technostress on the association between perceived supervisor support and work-family conflict. However, conservation of resources theory did not support the moderating effect of technostress on the relationship between perceived co-worker support and work-family conflict. The findings of this study have expanded the literature on work-family conflict in the nursing profession with the conservation of resources variables: resource loss and resource gain. Practically, hospital managers should highlight the long-term benefits of health information technology to care providers by demonstrating how it is valuable to their careers and keeps patients healthy and safe. This study proposed to investigate and contrast the perspectives of other healthcare professionals, including support staff, physicians, and management. Future studies should also emphasize longitudinal research designs that incorporate cause-and-effect relationships to achieve better results.
DOI: 10.25399/unisadata.12581483.v1
title: Quantitative Research Methods and Data Analysis Workshop 2020

description: We include the course syllabus used to teach quantitative research design and analysis methods to graduate Linguistics students using a blended teaching and learning approach. <br>The blended course took place over two weeks and builds on a face to face course presented over two days in 2019. Students worked through the topics in preparation for a live interactive video session each Friday to go through the activities. Additional communication took place on Slack for two hours each week. A survey was conducted at the start and end of the course to ascertain participants' perceptions of the usefulness of the course. The links to online elements and the evaluations have been removed from the uploaded course guide.<br>Participants who complete this workshop will be able to:- outline the steps and decisions involved in quantitative data analysis of linguistic data- explain common statistical terminology (sample, mean, standard deviation, correlation, nominal, ordinal and scale data)<br>- perform common statistical tests using jamovi (e.g. t-test, correlation, anova, regression)- interpret and report common statistical tests- describe and choose from the various graphing options used to display data- use jamovi to perform common statistical tests and graph results<br>EvaluationParticipants who complete the course will use these skills and knowledge to complete the following activities for evaluation:- analyse the data for a project and/or assignment (in part or in whole)- plan the results section of an Honours research project (where applicable)<br>Feedback and suggestions can be directed to M Schaefer schaemn@unisa.ac.za<br>
DOI: 10.6084/m9.figshare.20648055.v2
title: Dust emission following large wildfires

description: List of dust emission cases following large wildfires identified from satellite aerosol, active fire, and vegetation products during 2003-2020
DOI: 10.6084/m9.figshare.16735183.v1
title: Coding file

description: File with coding of concepts and from 13 interviews conducted in the summer of 2018 - requires Nvivo to open. <br>See manuscript for methods details.
DOI: 10.6084/m9.figshare.28163519.v1
title: <b>A low-complexity linker as a driver of intra- and intermolecular interactions in DNAJB chaperones</b>

description: This directory contains data associated with:'A low-complexity linker as a driver of intra- and intermolecular interactions in DNAJB chaperones'Hobbs B., Limmer N., Ossa F., Knüpling E., Lenton S., Foderà V., Kalverda A.P., Karamanos T.K.Data is contained in the directories corresponding to the relevant figure.The subdirectories in 'fig_6' and 'supp_fig_11' include Python scripts used to fit the CPMG data. They require the numpy, scipy, matplotlib, and lmfit modules to work. states.py contains the McConnell matrices for various models.
DOI: 10.17632/krk22ksyzj
title: INVESTIGATION OF THE ROLE OF PRINCIPAL'S TRANSFORMATIONAL LEADERSHIP FOR STRENGTHENING STUDENT CHARACTER IN INDONESIA

description: Character education reinforcement in secondary school is one of the educational programs aimed to expect the tendency of moral perversion because of moral decadence. Various forms of moral deviations result in students being alienated from normal life. This article aims to discuss character values reinforcement and the principal's transformational leadership strategy to shape student characters in a descriptive-critical way. The aims of this study are school strategies in optimizing to carry out character education reinforcement. This research uses a qualitative method with a case study design. Data analysis used a modified analytic analysis method. Meanwhile, the data validity measurement was based on the level of credibility, transferability, dependability, and confirmability. The results emphasize the importance of shaping student character as an anticipatory step to decrease moral distortions among high school students and the effectiveness of the principal's transformational leadership role in optimizing implementing character education strengthening programs in schools.
DOI: 10.6084/m9.figshare.12028062.v1
title: Raw Data of Liza macrolepis.xlsx

description: This is the raw data for total length and body weight of two species mullets fish <i>Liza macrolepis</i> and <i>Moolgarda engeli</i> (Pisces: Mugilidae) harvested from Lambada Lhok waters in Aceh Besar, Indonesia<b></b>
DOI: 10.6084/m9.figshare.27135054.v2
title: INFORMED CONSENT For Study <b>Gender variations and entrepreneurial intentions: a cross-sectional analysis of finalist undergraduate students at Mbarara University of Science and Technology</b>

description: This is an information sheet related to the Informed consent for the study gender variations and Entrepreneurial Intentions: A Cross-sectional Analysis of Finalist Undergraduate Students at Mbarara University of Science and Technology. The information in this sheet constitutes the content of the approved Research Ethical Committee consent form.
DOI: 10.17632/56n2yxgpcf
title: Data for: Liquidity, time-varying betas and anomalies. Is the high trading activity enhancing the validity of the CAPM in the UK equity market?

description: Using all stocks listed in the London Stock Exchange for the period from January 1989 to December 2018, the dataset comprises the following series: 1. Annual returns for 20 asset growth portfolios, following Fama and French (1993) methodology. 2. Annual returns for 25 portfolios size-book to market equity, following Fama and French (1993) methodology. 3. Annual returns for 62 industry portfolios, using two-digit SIC codes. 4. Fama and French (1993) factors for their three-factor model (RM, SMB and HML). 5. Fama and French (2015) factors for their five-factor model (RM, SMB, HML, RMW, and CMA). 6. Variation of the Amihid illiquidy measure for the London Stock Exchange, following Amihud (2002) methodology. 7. Three-month interest rate of the Treasury Bill for the United Kingdom, as provided by the OECD database. We have produced these series using the following data from Thomson Reuters Datastream: (i) total return index (RI series), (ii) market value (MV series), (iii) market-to-book equity (PTBV series), (iv) total assets (WC02999 series), (v) return on equity (WC08301 series), (vi) tax rate (WC08346 series), (vii) primary SIC codes, (viii) turnover by volume (VO series), and (ix) the market price (P series). Following Griffin et al. (2010), we use the generic rules provided by the authors for excluding non-common equity securities from Datastream data. REFERENCES: Amihud, Y. (2002). Illiquidity and stock returns: Cross-section and time-series effects. Journal of Financial Markets, 5, 31–56. Fama, E. F. and French, K. R. (1993). Common risk factors in the returns on stocks and bonds. Journal of Financial Economics, 33, 3–56. Fama, E. F. and French, K. R. (2015). A five-factor asset pricing model. Journal of Financial Economics, 116, 1–22. Griffin, J. M., Kelly, P., and Nardari, F. (2010). Do market efficiency measures yield correct inferences? A comparison of developed and emerging markets. Review of Financial Studies, 23, 3225–3277.