cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25416/edgehill.28513760.v1
title: Qualitative Dataset (2025) of Embedded Researcher Reflections (Anonymised)

description: The following anonymised dataset is raw data from a qualitative study that focused on embedded researcher reflections. The data was collected between May 2024 and August 2024. The researchers were embedded within a local authority pilot which included a complex multi-system physical activity intervention in the North West of England. The researchers reflected upon the experience of being an embedded researcher. The data was used to prepare an academic paper to PLOS-ONE and has been accepted for publication in April 2025. Abstract: Physical inactivity remains a substantial public health concern, with complex socioenvironmental factors contributing to increasing inactivity. Whole systems approaches to physical activity seek to address these complexities by promoting multi-component, place-based interventions. This study reflects on the experiences of three embedded researchers working within a whole systems approach initiative aimed at reducing physical inactivity in the United Kingdom. Researchers were embedded within a local authority and affiliated to a university whilst responsible for evaluating the effectiveness and efficacy of the whole systems approach initiative. Using a reflective journaling method, followed by inductive thematic analysis, the findings identified key challenges and enablers to evaluating the initiative. Key challenges included the perceived value of research and evaluation within the local authority, a lack of capacity to conduct evaluative activity, and the presence of confirmation and reporting bias within the wider delivery team. Key enablers included relationship-building, skill development, and protected time for evaluation and research activity. The findings suggest that institutions supporting embedded researchers should establish regular contact with the local authority, help to establish realistic expectations, and support researchers to overcome emerging challenges. Recommendations for researchers include developing robust relationships, setting out clear expectations, and ensure they have protected time at key points during the evaluation. Through these recommendations, researchers may be better prepared to overcome implementation challenges and improve the efficiency of the evaluation process.
DOI: 10.6084/m9.figshare.12628652.v1
title: Cranial Morphologika file

description: Morphologika file (total cranial set) for REA 2020
DOI: 10.6084/m9.figshare.13567310.v1
title: Supplementary Material for: Long-Term Effectiveness and Safety of Childhood Growth Hormone Treatment in Noonan Syndrome

description: <b><i>Introduction:</i></b> Few data exist on long-term growth hormone (GH) treatment in patients with Noonan syndrome (NS). <b><i>Objective:</i></b> To evaluate the effectiveness and safety of GH treatment in NS in clinical practice. <b><i>Methods:</i></b> Height gain, near-adult height (NAH), and safety were assessed in 2 complementary non-interventional studies: NordiNet® IOS and ANSWER. The safety analysis included 412 patients, and the effectiveness analysis included 84 GH-treated patients (male, <i>n</i> = 67) with ≥4 years’ height standard deviation score (HSDS) data. HSDS was determined using national reference (NR) and NS-specific (NSS) data. <b><i>Results:</i></b> The mean (SD) baseline age was 8.38 (3.57) years; HSDS, −2.76 (1.03); GH dose, 41.6 (11.1) µg/kg/day. The mean (SD) HSDS increase from baseline (ΔHSDS) was 0.49 (0.37) (first year), 0.79 (0.58) (second year), and 1.01 (0.60) (third year) (NR). The mean (SD) HSDS at year 3 was −1.66 (1.00) (NR; 1.06 [1.12] [NSS]). Twenty-four patients achieved NAH. The mean (SD) NAH SDS (NR) was −1.51 (0.60) (154.90 [3.21] cm) in females and −1.79 (1.09) (165.61 [7.19] cm) in males; 70.8% (17/24) had NAH SDS ≥ −2. Adverse drug reactions and GH-unrelated serious adverse events (<i>n</i> = 34) were reported in 22/412 (5.3%) patients. Four neoplasms and 3 cases of scoliosis were reported; no cardiovascular adverse events occurred. <b><i>Conclusions:</i></b> GH-treated children with NS achieved substantial height gain during the first 3 years of follow-up. Overall, 24 patients achieved NAH, with 70.8% having NAH SDS ≥ –2. There was no evidence to support a higher prevalence of neoplasm, or cardiac or other comorbidities.
DOI: 10.6084/m9.figshare.6265583.v1
title: Patient22

description: Female Patient with 185 slice of pulmonary embolism CT-Angiography.
DOI: 10.17632/7nrrdz6wx2
title: The Role of Security and Privacy in E-Commerce Toward Customer Trust : Satisfaction as Mediator

description: The Role of Security and Privacy in E-commerce Toward Customer Trust : Satisfaction as Mediator. The dataset includes demographic information about the respondents in excel, reports of PLS Bootstrap in excel, PLS Algo in excel, and The Image in word.
DOI: 10.17632/dtyrzxz7cw
title: Code and Data for "How Does Digital Technology Adoption Affect Corporate Employment? Evidence from China"

description: This dataset allows you to replicate all the processes in the article "How Does Digital Technology Adoption Affect Corporate Employment? Evidence from China." Please download the attached zip file, which contains the code and data used to reproduce this article. The code provides detailed documentation on the source of each table. If you have any questions, feel free to contact shixin0913@126.com.
DOI: 10.6084/m9.figshare.12186564.v1
title: b1bdee8e5e3372174619.svs - Whole slide image of canine mammary carcinoma

description: Anonymized whole slide image of canine mammary carcinoma, stained with H&E. File is in Aperio SVS format.
DOI: 10.6084/m9.figshare.19771330.v1
title: Brain_tumor_dataset (2).rar

description: The two-dimensional (2D) brain MRI dataset was acquired by Bahawal Victoria Hhospital-Radiology Department (QMC-BVH, 2020) Bahawalpur Pakistan. We collected a total hundred local brain cancer patient data, including fifty males aged 50 to 60 years and females (40 to 50 years).
DOI: 10.6084/m9.figshare.3561810.v1
title: Appendix A. Sample sizes and original collection locations for all data sets.

description: Sample sizes and original collection locations for all data sets.
DOI: 10.17632/3dbx4tgv9s
title: Near-surface core data from the Late Jurassic Hanifa Fm outcrop - Wadi Birk, Central Saudi Arabia: Shallow marine carbonate platform sediments equivalent to Arabian subsurface reservoirs

description: A 50 m-long and 4-inches diameter cylindrical near-surface core was drilled from the Late Jurassic (Oxfordian – Early Kimmeridgian) Hanifa Fm outcrop – Wadi Birk, Central Saudi Arabia (coordinate: 23.281240; 46.64420). The primary objective of this core is to provide a vertically continuous record of the stratigraphy to develop high-resolution sedimentological, petrographic, and petrophysical data set similar to those used in reservoirs from cored wells. The dataset consists of 136 thin section images scanned at 1750 dpi optical resolution using PathScan Enabler©, gamma-ray measurements using RS-230© spectrometer, and ultrasonic velocity (300 KHz) measurements using ultrasonic measurements apparatus integrated into Epslog Wombat© scratch-tester. The thin sections are in zipped jpg format, while gamma-ray and ultrasonic data are in an excel spreadsheet. We also provide a core description in jpg format to exemplify analysis that could be performed using these datasets.
DOI: 10.17632/vrsn6gstww
title: Data for: Business models of FinTechs - Difference in similarity?

description: This dataset contains data that was used in the paper titled "Business models of FinTechs – Difference in similarity?".
The data is mainly based on the input obtained through surveys, which were carried out in Estonia, Latvia, Lithuania, Poland, and Russia amongst local FinTechs from February 2019 to January 2020. This file contains anonymised results of the survey. Responses to questions, which were not of relevance to the paper and contained more sensitive data on the companies, have been removed from this file. Some fields (variables starting dc_, dt_ and vp_) have been backfilled following the survey by the authors of the final paper.
The file contains also many figures which have been mainly composed based on the results of the surveys and which were not included in the final paper. These figures are linked to the sections of the final paper, which are mentioned on the top of each sheet.
DOI: 10.17632/zd64rfswfg
title: Mendeley supplemental material - DIF methods

description: DIF supplemental materials
DOI: 10.6084/m9.figshare.19089977.v1
title: Land use land cover change of Sundarbans mangrove from 1975 to 2020

description: This study aims to explore the land use (LULC) change over time in the world’s largest mangrove forest, Sundarbans, from 1975 to 2020 using Landsat Satellite images. The accuracy of the LULC classification is explored, and consequential thematic changes analysed. Standard methods for radiometric calibration, atmospheric correction, mosaicking effect mitigation, and rectification are used. The maximum likelihood classification algorithm provided LULC maps at four time periods over 45 years (1975, 1990, 2005, and 2020).
DOI: 10.6084/m9.figshare.29066861.v2
title: Figures Energy Literacy

description: Energy literacy
DOI: 10.6084/m9.figshare.29094296.v1
title: Supplementary materials for the publication “Technological Sovereignty as a Current Energy Security Challenge. Preliminary analysis”

description: The paper is planned to be published on https://www.preprints.org/ and further in the journal Energy Systems Research (https://esrj.ru/index.php/esr).! Use the JSON files at https://app.vosviewer.com/.Abstract. Energy security is often interpreted as independence from fossil fuels, but a one-sided approach can lead to dependence on high-value-added technologies. The development of artificial intelligence, which requires high energy consumption, chips and servers, is shifting competition in manufacturing and services from energy security to technological sovereignty. With the development of technology, sovereignty has shifted from military independence to freedom from economic coercion by other states and large corporations. The aim of this study was to identify suitable tools for analyzing abstract texts from tens of thousands of bibliometric records and pre-assessing relevant topics related to the energy sector to effectively analyze trends in technological sovereignty issues. In this paper 10 thousand bibliometric records for the year 2024, sorted by relevance and exported from the open abstract database Scilit on the query: “energy AND technology” in [Title, Abstract, Keyword], Content Type: JOURNAL-ARTICLE, English. Filters were applied on the “Subject” category most related to technology: Power Systems & Electric Vehicles, Energy Systems & Technologies, Electrical Energy Management, and Nuclear Technology & Instrumentation. The main theme of the bibliometric data analyzed was renewable energy. Twelve clusters were identified based on keywords, of which three were closest to the topic for which this research was funded: hydrogen, heat energy storage and greenhouse gas emissions. These clusters reflect keywords derived from both Yake! and PatternRank. The Yake! program outperforms PatternRank in terms of run time and representation of found keywords in abstract texts. The feasibility of using AnyAscii for text preprocessing is demonstrated. Using artificial intelligence to create text based on key phrases speeds up text processing, but the need for manual editing remains. The study showed that there is a need to expand data sources, e.g. using OnePetro for oil and gas topics, IEEE Xplore for energy systems issues, Semantic Scholar to evaluate the role of AI in the energy sector.
DOI: 10.6084/m9.figshare.7796636.v1
title: Input and output files

description: Selected input and output files for the project "The Mott to Kondo transition in diluted Kondo Superlattices"
DOI: 10.17632/8f62vydg3z
title: Miniature spatial transcriptomics for studying parasite-endosymbiont relationships at the micro scale

description: Processed gene count matrices, related metadata, corresponding ST tissue H&E microscopy images, and 3D model HTML files generated in the study "Miniature spatial transcriptomics for studying parasite-endosymbiont relationships at the micro scale"
DOI: 10.6084/m9.figshare.19790020.v1
title: Higher Admin’s Readiness and Response - Interview Guide

description: This interview guide was used to asses higher administrator's familiarity and level of prepardness to deal with technology facilitated violence abuse aimed at facutly.
DOI: 10.6084/m9.figshare.21524097.v1
title: Supplementary table

description: Table S1: Seed sequences for searching neuropeptide locus Table S2: Confirmation of neuropeptide sequence by BLASTP Table S3: Neuropeptide candidate locus Table S4: Expression analysis during development of <em>G. bimaculatus</em>
DOI: 10.6084/m9.figshare.21707201.v1
title: Dataset

description: Matlab Code and simulation instances for ROCOSD.
DOI: 10.6084/m9.figshare.23304221.v2
title: The source code to first trimester pregnancy-associated plasma protein-A for pre-eclampsia prediction in a population from Zapopan, Jalisco, Mexico [SPA].

description: The source code to calculate first trimester pregnancy-associated plasma protein-A (PAPP-A) reference values, the multiples of the median (MoM), and the likelihood ratios (LR+) for pre-eclampsia prediction in a population from Zapopan, Jalisco, Mexico, following the competing risks model [Dissertation, SPA].It includes the supplemental Figure S1, and the plot of Figures 1 and 2 from the dissertation (original database has been anonymized and recoded).Also cited by: Vega-Iglesias J, Velázquez-Pérez AT, Oviedo-Cruz H. Un proyecto piloto de la proteína plasmática A asociada al embarazo como prueba de tamiz precoz de preeclampsia en un hospital regional. Gac Med Mex. 2024;160(4):454-457. Available from: https://doi.org/10.24875/GMM.24000173
DOI: 10.6084/m9.figshare.25632786.v1
title: SaLTy publication supplementary datasets

description: Supplementary datasets for the publication of <b>SaLTy: a novel </b><b><i>Staphylococcus</i></b><b> </b><b><i>aureus </i></b><b>Lineage Typer</b>.
DOI: 10.6084/m9.figshare.5212096.v1
title: AC Impedance and DC resistance LabVIEW program during cure

description: AC Impedance and DC resistance LabVIEW program during cure
DOI: 10.6084/m9.figshare.8266484.v1
title: Data for "Multi Defect Detection and Analysis of Electron Microscopy Images with Deep Learning "

description: This data set contains all the data for the following paper:<br>Multi Defect Detection and Analysis of Electron Microscopy Images with Deep Learning<br><br>DOI : TBD<br><br>Contact author: Dane Morgan
DOI: 10.17632/dhwxwhf5hs
title: A Dataset on Psychological and Social Determinants of Purchase Intention and Buying Behavior in Impact Investments

description: The dataset comprises responses collected through structured surveys conducted via field visits in selected regions. It includes a total of 504 valid responses after rigorous data screening, ensuring accuracy and reliability. The dataset captures various demographic attributes such as gender, age, occupation, income, and investment experience. Additionally, it encompasses key psychological and social determinants influencing impact investment behavior, including attitude, subjective norms, perceived behavioral control, purchase intention, environmental concern, and social concern.

The survey employed a 7-point Likert scale to assess respondents' perceptions, preferences, and decision-making factors in impact investments. The data were gathered from individuals with varying levels of investment experience, ensuring diverse representation. The inclusion criteria required participants to have basic investment knowledge, while incomplete or inconsistent responses were excluded to maintain data integrity.

The dataset provides valuable insights into the motivations and behavioral patterns of investors in sustainable and ethical financial markets. It allows researchers to explore the relationship between psychological and social factors and actual investment decisions. With its structured format and comprehensive coverage, the dataset is well-suited for further analysis using statistical techniques such as regression modeling, correlation analysis, and predictive modeling.

This dataset serves as a useful resource for academics, policymakers, and financial institutions seeking to understand and promote sustainable investment practices.
DOI: 10.17632/h659rky35w
title: Pre-trained StyleGAN2-ADA pytorch Rice Leaf Disease

description: This is a pre-trained StyleGAN2-ADA network file stored as "rice_leaf_disease.pkl" that has already learned to generate synthetic images of four various rice leaf diseases namely; Bacterial blight, Tungro, Brown Spot and Rice Blast. The network was originally trained with 5,932 images. It can be used as a starting point to learn a new similar task or generate synthetic images. Using this pre-trained network with transfer learning will typically be much faster and easier than training a network from scratch. Pytorch
DOI: 10.6084/m9.figshare.1252187.v1
title: Ostrich knee anatomy 3D PDF

description: Interactive 3D PDF representation of ostrich knee anatomy model
DOI: 10.6084/m9.figshare.12692714.v1
title: Donchev et al. DES370K

description: Full dataset, containing interaction energies calculated using CCSD(T), MP2, HF, and SAPT0, as well as dimer geometries.
DOI: 10.6084/m9.figshare.29062862.v1
title: SPIRIT Checklist: Study Protocol for a Stepped-Wedge Cluster Randomized Trial on the Effectiveness of Chinese Herbal Medicine in Improving Sleep and Mental Health in Adults

description: This study will be a multicenter, assessor-blinded, pragmatic stepped-wedge cluster randomized trial. Districts will be randomized to receive the Chinese herbal medicine (CHM) intervention sequentially in four steps based on a computer-generated number, while control districts remain unexposed until their respective intervention phase. The intervention consists of a three-level stepped-care approach: Level 1 involves herbal tisane for mild symptoms, Level 2 offers standardized CHM for moderate symptoms or non-responders to Level 1, and Level 3 combines personalized CHM with psychotherapy for those not improved by Level 2. Symptom severity will be assessed using validated scales, Patient Health Questionnaire-9 for depression, Generalized Anxiety Disorder-7 for anxiety, and Insomnia Severity Index for insomnia, with primary outcomes measured at baseline, post-intervention, and follow-up. The study was approved by the Hong Kong Baptist University Research Ethics Committee (Approval No.: REC/22-23/0709).
DOI: 10.17632/52h5kdckkh
title: Education Sector and Its Impact on Career Choice: Students' Perception Dataset

description: The prevalence trend of students from developing countries going abroad for higher education as an international career path is increasing global concern, including in Bangladesh. This cross-sectional data was collected to examine the impact of the education sector on students' career perceptions in Bangladesh. Simple random sampling was employed as a sampling technique during the study period from August 2023 to March 2024. In the survey, a total of 650 public, private, and national university students across all eight divisions of Bangladesh were included through a Google-based questionnaire platform. The survey included questions about socio-demographic characteristics and the Dundee Ready Education Environment Measure (DREEM). Before starting the study, the questionnaire was translated into English, and the students were given an in-depth overview of the study's objectives, data collection procedure, and privacy precautions. This dataset may be valuable to researchers investigating the relationship between the education sector, socio-economic conditions, as well as determining the factors that influence students' preference for higher education as an international career path or the current job market in their home country for pursuing their future career objectives. To get a deeper understanding of the broader framework, policymakers may find it advantageous to enact policies specifically suited to meet the needs and preferences of students.
DOI: 10.17632/kprk599r33
title: Data of feather recovering performance of birds and micro structure of pigeons’ feathers

description: Data is presented to explain why birds can recover their ruffled feather vanes by shaking wings and preening feathers with the beak. Presented data includes the SEM microscopic images of rachis, barbs and barbules of pigeon’s feather and the images recording the experiments of observing and mimicking the recovering performance of pigeons. These high-quality images and models could be used for future research on feathers. Data helps to better understand the micro structure of feathers and the reason birds can fly. Data also support research on bioinspired mechanical structure, especially for flapping robot development.
DOI: 10.17632/vhtn5s5dbx
title: Ca2+/calmodulin-dependent protein kinase II β (CaMKIIβ) decodes ER Ca2+ transients to trigger autophagosome formation. Qiaoxia Zheng et al.

description: These are unprocessed and uncompressed imaging data (microscopy as well as gels and blots) of the study "Ca2+/calmodulin-dependent protein kinase II β (CaMKIIβ) decodes ER Ca2+ transients to trigger autophagosome formation". In this study, we focused on how Ca2+ transients on the ER outer surface elicited by autophagy stimuli are sustained and decoded to trigger autophagosome formation in multicellular organisms. Here we show that CaMKIIβ integrates ER Ca2+ transients to trigger liquid-liquid phase separation (LLPS) of the autophagosome-initiating FIP200 complex. In response to ER Ca2+ transients, CaMKIIβ is recruited from actin filaments and forms condensates, which serve as sites for emergence of or interaction with FIP200 puncta. CaMKIIβ phosphorylates FIP200 at Thr269, Thr1127 and Ser1484 to modulate LLPS and properties of the FIP200 complex, thereby controlling its function in autophagosome formation. CaMKIIβ also controls the amplitude, duration and propagation of ER Ca2+ transients during autophagy induction. CaMKIIβ mutations identified in the neurodevelopmental disorder MRD54 affect the function of CaMKIIβ in autophagy. Our study reveals that CaMKIIβ is essential for sustaining and decoding ER Ca2+ transients to specify autophagosome formation in metazoans.
DOI: 10.17632/wn7vkj89hg
title: Data for: Experimental Simulations of Hypervelocity Impact Penetration of Asteroids into the Terrestrial Ocean and Benthic Cratering

description: Dataset of hypervelocity impact experiments simulating oceanic impacts of asteroids. Table 1: Relationship between cavity depth and time after the first contact between projectile and water. Table 2: Time evolution of cavity growth and pressure wave propagation in the water column. (We have removed the pressure values in water from Table 2 due to the wrong estimates. )
DOI: 10.6084/m9.figshare.18392138.v9
title: Soil phosphorus maps in China in the 1980s and 2010s

description: We evaluated the changes in topsoil available P (AP) and total P (TP) in China’s forestland, grassland, paddy fields and upland areas during the 1980s-2010s. Soil AP density and TP density maps in the 1980s and 2010s were produced by random forest models.